210 Calle Solana, San Dimas, CA Tel. (909) ; Fax (909)

Size: px
Start display at page:

Download "210 Calle Solana, San Dimas, CA Tel. (909) ; Fax (909)"

Transcription

1 1 Crcuts and Systems Exposton THE GFT: A GENERAL YET PRACTICAL FEEDBACK THEOREM R. Dad Mddlebrook 210 Calle Solana, San Dmas, CA Tel. (909) ; Fax (909) EMal: rdm@rdmddlebrook.com

2 2 Reew Verson Crcuts and Systems Exposton THE GFT: A GENERAL YET PRACTICAL FEEDBACK THEOREM R. Dad Mddlebrook Professor Emertus of Electrcal Engneerng Calforna Insttute of Technology

3 3 ABSTRACT Feedback systems are usually desgned wth the famlar sngle-loop block dagram n mnd, that s, the major loop feedback path s desgned to hae a transmsson functon such that the specfed gan s acheed n the presence of nonnfnte major loop gan. Varous nondealtes, such as unaodable mnor loops and drect forward transmsson, make the sngle-loop block dagram progressely less useful, especally at hgher frequences. A general feedback theorem (GFT) enables the major loop to be dentfed at all frequences, and ges a unque descrpton of the closed-loop gan n terms of three component transfer functons: the deal closed-loop gan G, the loop gan T, and the null loop gan T n. The loop gan and the null loop gan are each composed of a current return rato, a oltage return rato, and an nteracton term, all of whch can easly be calculated under certan null condtons that are establshed by test sgnal njecton. An alternate form presents the closed-loop gan as a weghted sum of G, the gan wth T =, and G 0, the gan wth T = 0. The GFT defnes a natural block dagram model that s dentcal n format to the sngle-loop model that s conentonally assumed, thus prodng a lnk between general feedback theory and a detaled crcut dagram analyzed n terms of factored pole-zero transfer functons. Dfferent test sgnal njecton ponts produce dfferent loop gans, and a prncpal loop gan s defned. The GFT s llustrated on a two-stage feedback amplfer hang arous nondealtes, ncludng loadng nteractons at all ponts, drect forward transmsson, and two mnor loops. The GFT s computer frendly. Once the null njecton condtons hae been programmed, a user unfamlar wth null njecton can obtan all the results on any crcut smulator program. The symbolc results for the two-stage amplfer example are erfed numercally wth use of an Intusoft ICAP/4 smulator.

4 4 There are many reews of the arous standard approaches to modelng and analyss of feedback systems, for example [1] and [2]. At one extreme, the bottom up approach reewed n Secton 1, an effort s made to presere the concept of a sngle loop represented as a block dagram descrbng a forward path and a feedback path, and the spotlght s on the loop gan. The model can be augmented to account for loadng effects and drect forward transmsson, but encounters dffcultes when nternal mnor feedback loops are present. At the other extreme, the top down approach, the system s treated as a whole, wth or wthout a flowgraph model, and the spotlght s on the return ratos of ts arous elements; a block dagram s one of the results rather than the startng pont. Modelng a feedback system as a combnaton of two two-port models seems to combne the worst features of both extreme methods. One of the four possble connectons has to be specfed at the outset, and three of them (those hang a seres connecton at one or both ends) are ncomplete models because of falure to nclude common-mode sgnal transmsson n the forward path. In the example crcut treated n Secton 4, t s found that ths common-mode feedforward makes a greater contrbuton to the drect forward transmsson than does the feedforward through the feedback path. In addton, use of two-port models effectely establshes a frewall between the analyss results and the physcal operaton of the system, whch makes the analyss almost useless for desgn. The feedback theorem deeloped n ths paper represents a top down approach that combnes the best features of the two extreme approaches, and ts greatest beneft s that ts consttuent transfer functons can be calculated, both symbolcally and by smulaton, from the crcut dagram and therefore hae drect physcal nterpretatons. The theorem s dered on a system bass n Secton 2 as a General Network Theorem (GNT) n terms of return ratos wthout menton of feedback, but the format s mmedately dentfable as descrbng a sngle-loop model wth drect forward transmsson accounted for separately, as n the natural block dagram model of Fg. 7. Snce ths block dagram s dentcal to that n Fg. 3 or 4 postulated as the startng pont of the bottom up approach, t s conenent to rename the GNT as the General Feedback Theorem (GFT), and the correspondng nomenclature s deeloped n Secton 3. Secton 4 treats a two-stage feedback amplfer crcut that contans all the nondealtes that ultmately paralyze the bottom up approach. The GFT s used n Secton 4.1 to fnd the oltage gan of the amplfer and, snce the GFT apples to any transfer functon of a lnear system, t s used n Secton 4.2 to fnd the output mpedance of the same amplfer. All results are erfed numercally by use of a crcut smulator. Some corollares and dfferent nterpretatons and perspectes of the GFT are dscussed n Secton 5, and conclusons are summarzed n Secton The Bottom Up Approach A desgner/analyst usually desgns a feedback system wth the famlar sngleloop block dagram of Fg. 1 n mnd, that s, the major loop feedback path s desgned to hae a transmsson functon such that the specfed gan s acheed n the presence of nonnfnte major loop gan. Fgure 1 s a drect representaton of the seromechansm type of applcaton, n whch A s arously the forward gan, the open-loop gan, or the gan wthout feedback, and K s the feedback dder rato, or the fracton of the

5 5 output that s fed back to the nput. The nput and output sgnals u, u o can be any combnaton of oltage, current, torque, elocty etc. whose rato s the transfer functon of nterest, the closed-loop gan G gen by G u o A = (1) u 1 + AK As crcut complexty ncreases, arous nondealtes emerge that are not accounted for n the smple model of Fg. 1. A common approach s to augment the model to account for certan nondealtes, make approxmatons, or, as a last resort, gnore them. Fgure 1, and the correspondng format (1), suggest that the A and K blocks should be desgned separately so that the resultng closed-loop gan G meets some specfcaton. The trouble begns rght here, because the two blocks n many cases are not really separable. That s, the feedback path loads the forward path at both nput and output, so that breakng the loop at ether pont upsets the loadng and ges wrong answers for A and/or K. Attempts may be made to connce oneself that a loadng s neglgble or, f not, to noke a dummy load to smulate a dsconnected block. An alternate s to elmnate the need to calculate A separately, by a smple rearrangement of (1): G 1 AK K 1 + AK = G T 1 + T = G D (2) where G 1 (3), K T AK (4) D T (5) 1 + T The loop no longer need be broken at the nput or output of the A block, but can be broken at some other pont where the loadng s absent. Such a pont s lkely to be found nsde the forward path wheren resde the acte deces whose outputs can be modeled, at least approxmately, by controlled generators. The loop gan T can be found by applyng a test sgnal at the new break pont, and obserng the sgnal that returns around the loop to the other sde of the break. Howeer, t s preferable, for seeral reasons, not to break the loop but to nject a test sgnal u z nto the closed-loop at that same pont, as shown n Fg. 2. The u s can be all oltages or all currents. The choce s not arbtrary: they must be currents f the output of the A 1 block s a controlled current generator, oltages f the output s a controlled oltage generator. In ether case, the loop gan T s u y / u x wth u = 0. There s another beneft n rearrangng (1) nto (2). The result for the closedloop gan G s expressed n terms of two transfer functons G and T, each of whch has nddual sgnfcance: G s the lmtng alue of G when the loop gan T becomes nfnte, and so can be nterpreted as the deal closed-loop gan; how large T s determnes how close the actual G s to G, by way of the dscrepancy factor D T/(1+T). Whereas T s a sngle-njecton transfer functon, n that u z s the only ndependent source present for ts calculaton, G s a null double-njecton transfer functon made under the condton of smulated nfnte T. Wth reference to Fg. 2,

6 6 u z s assumed adjusted relate to u so that u y s nulled, whch propagates back as a nulled error sgnal at the feedback summng pont. Thus, the output s dren by u z to a alue such that the fedback sgnal exactly matches the nput sgnal wth zero error, so that G s u o / u wth u y nulled. The oerall desgn of a feedback system can be lad out n three steps: Desgn Step #1. Desgn the feedback network so that G meets the specfcaton; Desgn Step #2. Desgn the loop gan so that T s large enough that the actual G meets the specfcaton wthn the allowed tolerances; Desgn Step #3. Snce n any real system T drops below unty beyond some crossoer frequency, desgn T to be large enough up to a suffcently hgh frequency. In an ac coupled system, a dual condton occurs n the reerse frequency drecton. Usually, #3 s the only dffcult step. Although not explctly stated, Desgn Step #3 ncludes the stablty requrement. The dscrepancy factor D 1 when T >> 1, and D T when T << 1; the transton between these two ranges, whch s not necessarly a monotonc decrease, occurs at the loop gan crossoer frequency w c, the frequency at whch T = 1. If the phase margn of T s less than about 60, D begns to peak up n the neghborhood of the crossoer frequency, and n the lmt of zero phase margn the peak n D becomes nfnte, whch marks the onset of nstablty. Thus, the dscrepancy factor D must not be allowed to peak up beyond the tolerance lmt of the specfcaton, whch s a much more strngent desgn requrement than mere stablty. Whle shftng the u z test sgnal njecton pont to a controlled generator alleates the loadng problem between the A and K blocks n Fg. 1, another nondealty requres an augmentaton of the model. The use of arrowheads rather than rectangles to represent the blocks n Fgs. 1 and 2 specfcally mples that the sgnal traels n only one drecton. Ths may be a good approxmaton for the forward path, but s usually not a good approxmaton for the feedback path, whch s normally a passe network hang comparable transmssons n the two drectons. Ths nondealty can be accommodated by addton of another block G 0 as n Fg. 3. By the basc sngle-loop propertes, an nterference sgnal njected nto the loop contrbutes an addte term to the output equal to the nterference dded by the feedback factor 1+T, so by dentfyng the nterference as the nput sgnal u njected through the G 0 block, (2) s augmented as follows: T G = G 1 + T + G 1 0 (6) 1 + T The drect forward transmsson block G 0 can be ealuated as another null double njecton transfer functon of the model of Fg. 3. Ths tme zero, nstead of nfnte, loop gan T s smulated by adjustment of u z relate to u such that u x s nulled; that s, u z soaks up u y leang no dre to the output. Hence, any output u o that appears must hae come through the G 0 block, and G 0 s u o / u wth u x nulled. The augmented feedback theorem of (6) ndcates that the closed-loop gan G can be consdered as the weghted sum of the gan G wth T nfnte and the gan G 0 wth T zero. The G contrbuton domnates when the loop gan T s large (below loop-gan crossoer), and the G 0 contrbuton domnates when T s small (beyond crossoer).

7 7 There s another erson of (6), n terms of a fourth transfer functon, dentfed as the null loop gan T n, that replaces G 0 : T G = G n (7) T where T n T G (8) G 0 The null loop gan T n can be ealuated as another null double njecton transfer functon of the model of Fg. 3, namely u y / u x wth u o nulled. The physcal nterpretaton of ths condton s that u z s adjusted relate to u such that u x dres the output to a alue equal to and opposte from the alue dren through the G 0 block; hence the recprocal relatonshp expressed by (8). The presence of the augmented term (1+1/T n ) n (7) adds Step #4 to the procedure for desgn of a feedback system: Desgn Step #4. Desgn the null loop gan so that T n s large enough that the actual G meets the specfcaton wthn the allowed tolerances. Een though the physcal nterpretaton of T n may be less obous than that of G 0, ts use may be preferable for two reasons. Frst, to determne the relate mportance of the augmented term n (7), T n need merely be compared to unty; to determne the relate mportance of the augmented term n (6), G 0 has to be compared wth G T. Second, drect determnaton of T n by the null double njecton condton s usually shorter and easer than that of G 0. The aboe short dscusson summarzes detaled treatments n [3] [5], the objecte of whch s to retan the sngle-loop model of Fg. 1 despte complcatons caused by arous nondealtes. There are stll hdden lmtatons, howeer. Test sgnal u z njecton must be at an deal controlled generator, defned as an deal njecton pont : f at a controlled current generator, the loop gan T and the null loop gan T n are ealuated as current return ratos; f at a controlled oltage generator, they are ealuated as oltage return ratos. Unfortunately, n real electronc systems deal controlled generators do not exst. Controlled generators occur n the outputs of models of acte deces, but there s always a nonzero admttance connectng the generator output back to ts controllng nput. Whle ths admttance may be neglgble at low frequences, ts capacte component, representng the dran-gate capactance of an FET or the collector-base capactance of a BJT, always ultmately shorts out the generator at suffcently hgh frequences. Consequently, calculaton of the u y / u x rato does not ge the rght answers for the loop gan and the null loop gan, and the results usually break down n the frequency range surroundng loop gan crossoer, just where accurate results are needed to ealuate phase margn. The last nondealty needed to be accommodated are these nonzero admttances, whch consttute n general local, or mnor, feedback loops wthn the major loop, as shown n Fg. 4. Although an effort was made n [4] to extend the calculaton of the loop gan T to allow for a nondeal njecton pont, the result was not complete.

8 8 It s the purpose of ths paper to oercome ths remanng lmtaton, and to prode a general feedback theorem that ges exact answers for the general model of Fg. 4. Interestngly, the two formats of (6) and (7) stll apply; the prncpal dfferences are that the four transfer functons G, T, T n, and G 0 requre extended defntons, and the last three each conssts of the sum of three terms. 2. A Top Down Approach: The General Network Theorem (GNT) The eoluton of the model as descrbed by Fgs. 1 through 4 ndcates that seeral nondealtes were accommodated by patchng up the orgnal smple model. In contrast, the deelopment of the General Network Theorem (GNT) begns wth a clean slate, smply the sngle block of Fg. 5(a), n whch arbtrary nodes W and XY are dentfed. The only constrant on the content of the block s that t s a lnear crcut model. The output u o and nput u desgnate any transfer functon of nterest, H = u o / u, where H replaces G to preclude any mplcaton that the transfer functon s lmted to a gan. The followng steps are to be executed: Analyss Step 1. In Fg. 5(a), separate node XY nto two nodes and nsert between nodes X, Y, and W an deal transformer, represented by a controlled current generator and a controlled oltage generator, together wth dentfed oltages and currents as shown n Fg. 5(b). Normal alues of the controlled generators are A = 1, A = 1 so that the deal transformer s transparent and ts presence does not affect the normal system transfer functon H. Analyss Step 2. Desgnate reference alues of the two controlled generators as A = 0, A = 0, whch causes H to change to a reference alue H ref. From Fg. 5(b), zero alues of the controlled generators are equalent to both y and y beng nulled. Thus, H ref u o u A =0 A =0 = u o u y =0 H y y (9) y =0 where, to smplfy the notaton, a sgnal that s nulled s shown as a superscrpt upon the quantty beng calculated. Analyss Step 3. Renstate the controlled generators A and A a the Extra Element Theorem, and set them equal to unty. Null double njecton, the Extra Element Theorem (EET), the Two Extra Element Theorem (2EET), and the N Extra Element Theorem (NEET) are extensely dscussed n [6] [9]. The theorem correcton factor has a numerator and a denomnator, each of whch has the same form. If an extra element s an mpedance Z, each contans the rato of Z to a certan drng pont mpedance seen by Z. If the extra element s a controlled generator, such as A n Fg. 5(b), the denomnator contans the rato of A to the negate of a return rato seen by A, ealuated wth the nput u set to zero; the numerator contans the rato A to the negate of a return rato seen by A ealuated wth the output u o nulled. The controlled generators A and A can be renstated sequentally wth use of the (sngle) EET. If A s renstated frst,

9 H y = H y y 1 + A T y n 1 + A T y 9 The notaton s that T represents a oltage return rato, and subscrpt n ndcates that the rato s calculated wth the output u o nulled, rather than wth the nput u set to zero. The superscrpt y ndcates that all four parameters are ealuated wth y nulled because A s stll at ts reference alue zero. The controlled generator A can now be renstated by a second applcaton of the EET correcton factor to the reference alue H y : 1 + A H = H y T n 1 + A (11) T n whch T represents a current return rato. Snce T s to be ealuated wth A already renstated, t can be expressed n terms of ts alue T y wth A =0 by a nested applcaton of the EET: A 1 + T = T y T y 1 + A (12) T x n whch T x s the return rato for A wth the nput x of the transfer functon (10) T set to zero, and T y functon T nulled. s the return rato for A wth the output y of the transfer In the same way, T n n (11) can be expressed n terms of ts alue T y n : 1 + A T n = T y T y n n 1 + A T x n Equatons (10), (12), and (13) can be substtuted nto (11) to ge H = H y y 1 + A + A + A A T y n T y n T y n T x n 1 + A + A + A A T y T y T y T x whch s the result for H n terms solely of parameters ealuated for both A and A zero, and could hae been obtaned drectly from the 2EET. The aboe deraton could hae been done wth A renstated before A, n whch case dual ersons of (10) through (14) would hae been obtaned. Snce these dual ersons of (14) must be the same, t follows that the dual ersons of the two (13) (14)

10 10 product terms n (14) must be equal, whch allows dual defntons of the product terms: T T x T y = T y T x (15) T n T x n T y n = T y n T x n (16) It remans only to restore the controlled generators to ther normal alues A = 1, A = 1 to ge H = H y T y y n T y T n n (17) T y T y T Ths result for the frst-leel transfer functon H can be wrtten T H = H n (18) T whch s n the same format as (7), but wth altered and extended defntons of the component second-leel transfer functons H, T, and T n : H H y y (19) (20) T T y T y T (21) T n T y n T y T n n Equaton (18), together wth the extended defntons of (19) through (21), may be desgnated as a General Network Theorem (GNT), snce t apples to any network subject only to the constrant of lnearty. All the parameters of the GNT n (15) through (17), desgnated thrd-leel transfer functons, can be ealuated by approprate adjustment of the nput sgnal u and two test sgnals j z and e z njected n place of the deal transformer of Fg. 5(b), as shown n Fg. 6. For example, H y y s gen by (9). The lstng of the return ratos s: j z and e z njected: T y = y x y =0 u =0 T x = y x x =0 u =0 (22) T y = y x y =0 u =0 (23) T x = y x x =0 u =0 (26) (27) T y n = y y =0 x u o =0 (24) T y n = y x y =0 u o =0 (28) T x n = y x =0 (25) T x n = y x u o =0 x =0 x u o =0 The normal alue A = 1 may also be substtuted nto (11) to ge (29)

11 where H = H y T n (30) H = H y T H y = H y T y y n T y T = T y T y T x T n T (31) H y = H y T y y n T y (32) T = T y T y T x T n = T y T y n n (33) T n = T y T y n n (37) T x n T x n Howeer, (31) to (33) and (35) to (37) are not needed, because the second leel transfer functons n (30) and (34) can be found drectly by njecton of only one test sgnal: j z njected: e z njected: (34) (35) (36) H y = u o u y =0 T = y x u =0 (38) H y = u o u y =0 (39) T = y x u =0 (41) (42) T n = y x uo =0 (40) T n = y x uo =0 Equatons (30) and (34) for a sngle njected test sgnal are also n the same format as (18), but wth dfferent defntons of the component second-leel transfer functons H, T, and T n than for the dual test sgnal njecton case of (19) through (21). The aboe results for the GNT requre some nterpretaton and comment. Any transfer functon of a lnear network can be dssected nto two successe component leels. Equaton (18) shows that the frst-leel H can be expressed as a combnaton of a reference transfer functon H and two other transfer functons T and T n that can prosonally be called respectely the total return rato and the total null return rato, all three of whch are second-leel transfer functons ealuated pursuant to selecton of an arbtrary current and/or oltage test sgnal njecton pont. Equatons (20) and (21) show that the second-leel total return ratos can each be consdered as the trple parallel combnaton of a current rato, a oltage rato, and a product term defned by (15) and (16), all of whch are thrd-leel quanttes. (43)

12 12 The symmetry between the entre expressons (20) and (21) for T and T n may also be noted: all the return ratos comprsng T are ealuated wth the nput sgnal u set to zero; all those comprsng T n are ealuated wth the output u o nulled. Most mportant, wth respect to the thrd-leel transfer functons (9), and (22) through (29), s that all of them are to be ealuated wth at least one quantty nulled. Null njecton, dscussed n detal n [6], s a concept whose usefulness and smplcty may not be famlar, and so the meanng and sgnfcance wll be reewed here. The four T s of (22), (23) and (26), (27) all demand null double njecton calculatons upon the model of Fg. 6. Snce all four are for u = 0, j z and e z are the two njected sgnals. Snce the model s lnear, any sgnal n the system s the lnear sum of separate contrbutons from j z and e z, and a unque rato exsts between j z and e z whch causes any selected dependent sgnal n the system to be nulled. Snce all other sgnals are also the lnear sum of contrbutons from the two njected test sgnals, the unque rato that nulls a selected sgnal can be noked to fnd the rato of any two other sgnals. In prncple, ths procedure can be employed to calculate the four T s. In practce, howeer, t s not necessary to ealuate the unque rato n order nsert t n the two contrbutons to any other sgnal. Instead, the mere exstence of the null consttutes equalent nformaton that can be used drectly to ealuate any sgnal n terms of another. For example, to calculate T y for the hdden crcut of Fg. 6, start wth x and multply t by successe factors as the sgnal progresses through the crcut, makng use of the nulled y (and the zero u ) where necessary along the way. Eentually the sgnal shows up as y n the form of a multple of x, and ths multple s the desred T y. Note that the alue of nether test sgnal, nor ther rato, has been needed n ths process. Ths short cut s the key to the smplcty and ease of use of null double njecton. It s no accdent that a null double njecton calculaton s smpler and easer than the same calculaton under sngle njecton: the null propagates, so that f one sgnal s null, other sgnals may also be nulled; any crcut element that supports a nulled oltage or current s absent from the fnal result. A logcal extenson suggests that f three ndependent sgnals are present, two other sgnals can be nulled and the double-null trple njecton calculaton should be een smpler and easer, whch s n fact the case. The four T n s and the reference transfer functon H y y all demand double-null trple njecton condtons. The nput u and the njected test sgnals j z and z are all present, and for H y y, for example, y and y are to be nulled. Agan the short-cut s to start wth u and multply t by successe factors as the sgnal progresses through the crcut, makng use of the nulled y and y where necessary along the way. Eentually the sgnal shows up as u o n the form of a multple of u, and ths multple s the desred H y y. Snce the GNT (18) has the same form as (7), t also can be expressed n the form correspondng to (6): H = H T 1 + T + H T (44)

13 13 where H 0 s an alternate second-leel transfer functon related to T n by the redundancy relaton H 0 = T (45) H T n Snce 1/T n has three components, H 0 can lkewse be expressed as the sum of three components. Howeer, for some frst-leel transfer functons, H = 0 and T n = 0 so H 0 cannot be found from (45). Instead, the three components of H 0 can be ealuated ndependently n terms of three thrd-leel calculatons upon the model of Fg. 6, as follows. As dscussed n [7], there are four ersons of the 2EET, correspondng to the four combnatons of reference alues of the two extra elements, ether of whch may be chosen as zero or nfnte. Lkewse, there are three other ersons of (17), correspondng to the three other combnatons of reference alues of A and A. The combnaton chosen for (17) s reference alues A = 0, A = 0, whch s equalent to y = 0, y = 0, for whch the reference alue of H s H y y. The other three reference alues of H can be found by extracton of one term n the numerator and the correspondng term n the denomnator from (17), and combnng these two terms wth H y y : y H y x = T H y y (46) T y n H y x = T y H y y (47) T y n H x x = T H y y (48) T n The correcton factor belongng to each reference alue of H also emerges from ths process, but these are not needed here. Fnally, substtuton nto (45) of the three components of 1/T n from (21) and replacement of H from (46) through (48) leads to H 0 = H y x T + H y x T + H x T x (49) T y T y T The three reference alues of H defned by (46) through (48) are all double-null trple njecton transfer functons defned smlarly to H y y n (9): H y x u o u y =0 x =0 (50) H y x u o u y =0 x =0 (51) H x x u o u x =0 x =0 For the sngle EET, there are only two ersons correspondng to the two combnatons of reference alues of the extra element. In (30) the reference alue s A =0, whch defnes H y. By extracton of T n from the numerator and T from the denomnator of (30), the other reference alue H x for A = s H x = T T n H y (52) (53)

14 where 14 H x = u o (54) u x =0 Ths s the redundancy relaton (45) for the sngle EET, and so for sngle current njecton where H 0 = H x (55) A smlar treatment for (34), the sngle EET for the extra element A, leads to H x = T T n H y H x = u o (57) u x =0 and so for sngle oltage njecton H 0 = H x (58) Thus, accordng to whether dual or sngle test sgnal njecton s employed, H 0 n (44) can be found from (49), (55), or (58). Each reference alue of H n H 0 s a thrd-leel transfer functon, and may be calculated from Fg. 6 by the short-cut method. In summary, njecton of a test current and/or a test oltage at an arbtrary pont n a lnear crcut model as n Fg. 6 permts calculaton of a number of sngle njecton, null double njecton, and double null trple njecton transfer functons. These thrd-leel quanttes can be assembled to ge the second-leel transfer functons H, T, T n, H 0 whch n turn can be combned n (18)or (44) to ge the desred result, an oerall frst-leel transfer functon H n the absence of the njected test sgnals. Ths dde and conquer approach has seeral adantages oer the conentonal drect calculaton of H. Most mportant, the sngle hgh entropy expresson for H s replaced by seeral other expressons that can more readly be dered n low entropy form. A low entropy expresson [10] s one n whch element symbols are grouped so as to reeal ther orgn n the crcut model, and also so that ther relate contrbuton to the result s exposed by substtuton of numercal alues. For example, mpedances are grouped as ratos and seres-parallel combnatons. The short-cut method of calculatng the thrd-leel null njecton transfer functons s well-suted to buld low-entropy expressons drectly. Because the total return rato T and the total null return rato T n are each parallel combnatons of the thrd-leel quanttes, the low entropy format s retaned n the second-leel transfer functons T and T n. The greatest adantage s that substtuton of the second-leel quanttes nto the general theorem (18) or (44) need not actually be carred out: there s no beneft n throwng away the extra useful nformaton contaned n low entropy expressons by multplyng out (18) or (44) nto an amorphous rato of sums of products of the element alues. For desgn-orented analyss, the useful nformaton s contaned n H, T, T n, H 0 : these are the functons that hae to be desgned, accordng to Desgn Steps #1 through #4 descrbed aboe. (56)

15 15 It should be emphaszed that the GNT of (18) or (44) s completely general; the only constrant s that t apples to a lnear system model. The transfer functon H can be a oltage gan, current gan, transmmttance, or self-mmttance. An aspect of the generalty s that any njecton pont can be chosen for the test current and oltage. Dfferent sets of second-leel transfer functons H, T, T n, H 0 result from dfferent njecton ponts, although f any of these sets s nserted nto the general theorem, the same result for H s of course obtaned. As mentoned aboe, ths nserton s not needed, because H, T, T n, H 0 are themseles the desgn-orented results that are of nterest. The format of the GNT exposes the total return rato T and the total null return rato T n of a fcttous deal transformer nserted at an arbtrary pont n the crcut, n whch each s a parallel combnaton of a current return rato of the transformer controlled current generator, a oltage return rato of the transformer controlled oltage generator, and an nteracton term accordng to (15) and (16). The format arses as a form of the EET n whch the two transformer controlled generators are dentfed as extra elements. As already seen, only one such transformer controlled generator need be so dentfed, whch leads to a format n whch T and T n represent only a sngle current or a sngle oltage return rato, as approprate. Ths procedure can be extended n prncple to any number of nserted deal transformers, whch results n a GNT dered from the NEET n terms of total return ratos hang addtonal contrbutng return ratos. Two such transformers mght ge a GNT useful n descrbng a crcut hang both dfferental and common-mode feedback loops. A specal case of the two-transformer model dentfes the current return rato of one transformer and the oltage return rato of the other as the two extra elements, whch means that the GNT of (18) or (44) s unaltered een f separate njecton ponts are used for the test sgnals j z and e z. Another specal case dentfes ether the two controlled current generators or the two controlled oltage generators as extra elements, meanng that two test currents or two test oltages could be njected at dfferent ponts n the crcut. The GNT of (18) or (44) would stll be unaltered, except that the subscrpt notaton would hae to be changed from and to 1 and 2 or 1 and 2. More than one fcttous deal transformer wll not be further consdered n ths paper, and the dscusson wll be lmted to the test sgnal njecton model of Fg. 5(b), ncludng the specal cases n whch one of the test sgnals s zero. The three currents x, y, j z, and the three oltages x y, e z each form a phasor trangle. The term njecton pont needs to be more specfcally defned. Actually, snce the calculatons are to be done only wth respect to the njected test sgnals j z and/or e z, what s needed s an dentfcaton of the three nodes W, X, and Y n Fg. 6, n whch W s the return node for j z and the reference node for x and y. Such a group of nodes WXY wll be descrbed as a test sgnal njecton pont, or smply an njecton pont. A test sgnal njecton pont WXY s a dual njecton pont, a sngle current njecton pont, or a sngle oltage njecton pont. It was mentoned at the end of the deraton that the GNT has the same format as the expresson that descrbes the block dagram model of Fg. 3 or 4. Consequently, the same model can be shown wth the blocks labeled n terms of a partcular set of second-leel transfer functons, as shown n Fg. 7.

16 16 The sequence of steps n arrng at the model of Fg. 7 exposes the benefts of the GNT. In the conentonal approach, as reewed n Secton 1, the block dagram of Fg. 1 or 2 s assumed, and the gan expressons for the nddual blocks are guessed n terms of the crcut structure. Ths s easy when the blocks are clearly separable, but becomes progressely more uncertan n the presence of nondealtes. In contrast, wth the GNT, the expressons for the nddual blocks are part of the answer, and are unambguous; there s no guesswork or uncertanty. Smplfcatons are optonal n the symbolc analyss and not needed n the numercal analyss, but n any case are made wth full knowledge of the degree of approxmaton, not forced n order to dentfy the blocks. 3. The General Feedback Theorem (GFT) The block dagram of Fg. 7 models any transfer functon of a crcut dagram regardless of any menton of feedback, and can be consdered a natural model. Howeer, because the block dagram s the same form as n Fg. 3 or 4, t s partcularly suted to represent a system n whch there s an dentfable feedback loop, n whch case the GNT s more usefully called a General Feedback Theorem (GFT). Although the equatons are the same, some nterpretatons are more llumnatng when slanted towards conentonal sngle-loop feedback termnology. For example, n Fg. 7 t s obous that T s the loop gan and H s the deal closed-loop gan as n Fg. 3 or 4. Thus, the second-leel transfer functon T, and ts consttuent thrd-leel transfer functons, can be consdered as ether return ratos or loop gans and, by extenson, the same apples to T n. A more detaled justfcaton for ths dual nomenclature s the followng. The GFT s a specal case of the EET n whch the extra elements are the controlled current and/or oltage generators of one or more fcttous deal transformers nserted nto the system crcut model. The thrd-leel transfer functons, the T s and T n s, are return ratos of the controlled generators but, snce the normal alues of the controlled generators are unty, the T s and T n s can also be dentfed as loop gans, and are calculated by test sgnal njecton nto the system crcut model (wthout the fcttous deal transformers). It s conenent at ths pont to summarze the general network theorem results nterpreted as a General Feedback Theorem (GFT). A partcular test sgnal njecton pont produces a mutually consstent set of four second-leel transfer functons H, T, T n, H 0 whch comprse the frst-leel transfer functon H. Owng to the redundancy relaton H 0 / H = T /T n of (45), the GFT can be expressed n terms of three out of the four second-leel transfer functons: T H = H n T (59) H = H 1 + T + H 1 0 (60) 1 + T T n whch T s the loop gan (total return rato), T n s the null loop gan (total null return rato), H s the transfer functon n the lmt T =, and H 0 s the transfer functon n the lmt T = 0. In (59), G 0 s absent, and n (60) T n s absent; the other two ersons, absent H and T respectely, are not shown. For nterpretaton of the GFT, t s conenent to defne two weghtng factors so that (59) and (60) can be wrtten

17 17 H = H DD n (61) H = H D + H 0 (1 D) (62) where D T (63) D n 1 + T n (64) 1 + T T n are respectely the dscrepancy factor and the null dscrepancy factor. The term dscrepancy s chosen because D represents the consequences of nonnfnte loop gan, and D n represents all the nondealtes, that cause the actual closed-loop gan H to dffer from the deal closed-loop gan H. In (61), the nondealtes are accounted for a D n as a multpler upon the basc sngle-loop H D, and n (62) they are accounted for a H 0 as an addte term to H D. For dual test sgnal njecton of j z and e z, these second-leel transfer functons are gen by (19) through (21): Dual njecton j z and e z : H H y y (65) T T y T y T (66) T n T y n T y T n n (67) where the product terms T and T n are gen by (15) and (16): T T x T y = T y T x (68) T n T x n T y n = T y n T x n (69) The thrd-leel transfer functons are the consttuents of the second-leel transfer functons, and are calculated from the crcut model accordng to (9) and (22) through (29). For sngle test sgnal njecton of j z or e z, the second-leel transfer functons are obtaned from (30) and (34) and are respectely equal to the thrd-leel transfer functons calculated from the crcut model accordng to (38) through (43): Current njecton j z : Voltage njecton e z : H = H y (70) H = H y (73) T = T (71) T = T (74) T n = T n (72) T n = T n (75) Any njecton pont, wth ether sngle or dual test sgnal njecton, ges a mutually consstent set of second-leel transfer functons that, when nserted nto the GFT of any of the four ersons (59) through (62), produces the same result for the closed-loop transfer functon H. A desgner has the opton to choose an njecton pont so that the second-leel transfer functons defne blocks n the natural model of Fg. 7 that best match the actual physcal crcut. Ths ges the desgner maxmum nsght nto the crcut operaton and hence ges the greatest control oer performance optmzaton. There are two crtera to gude a desgner s choce of njecton pont. Frst, the whole sgnal n the forward path (n ether drecton), and none of the sgnal n the feedback path (n ether drecton), should pass through the test sgnal njecton pont. That s, the njecton pont should be nsde the major loop,

18 18 the loop that s purposely constructed by the desgner to achee certan results, yet outsde any mnor loops that may be present ether parastcally or on purpose to shape the major loop gan. Specfcally, ths means that n Fg. 5(a) sgnal transmsson n the forward path s klled f branch XY s opened, or f node W s shorted to nodes X and Y. Second, H should be equal to the desred deal closed-loop gan 1/ K, the recprocal of the feedback path transmsson from the output back to the nput. Satsfacton of these two crtera not only makes the oerall block dagram model of Fg. 7 match that of Fg. 3 or 4, but t also makes the nddual blocks match as well. Consequently, the second-leel transfer functons H, T, T n, H 0 hae the most useful desgn-orented nterpretatons n terms of the crcut model. The set of second-leel transfer functons that satsfy both crtera may be called the prncpal set, whch ncludes the prncpal loop gan T. The njecton pont that produces the prncpal set descrbes not only the places where the test sgnals are njected, but also whether dual or sngle test sgnals are needed, accordng to whether H y y, H y, or H y produces the desred H =1/ K. Of course, ths s not to suggest that other sets of second-leel transfer functons are wrong n some way they all ge the same frst-leel closed-loop gan H t s just that they are more dstant from the physcal crcut operaton, and are therefore less useful for desgn purposes. The crucal choce of test sgnal njecton pont s best llustrated by a crcut example, as n the followng secton. 4. Example: Two-Stage NonInertng Feedback Amplfer An ac small-sgnal model of an elementary two-stage BJT feedback amplfer s shown n Fg. 8, n whch the power supply lne becomes ac ground. Each BJT s represented by a core model of two elements, a controlled generator specfyng the collector current to be α tmes the emtter current, and an emtter resstance r m = α / g m, where g m s the transconductance that represents the dece gan property. Subscrpts 1 and 2 dentfy the parameters of the two transstors. Augmentng each transstor core model s a collector-base capactance C that represents the unaodable transton-layer capactance. A beneft of the core model descrbed aboe [11] s that t apples equally well to an FET. Apart from the obous change n termnology, the only substante change s n fact a smplfcaton: for an FET, α = 1, so that the base (now gate) current becomes zero. To take adantage of ths smplfcaton, both transstors wll be taken to be FETs throughout ths example, so r m s the recprocal transconductance and C s the dran-gate capactance. The GFT s used n Secton 4.1 to dere the oltage gan G, wth H G, and n Secton 4.2 to dere the output mpedance Z o, wth H Z o Voltage Gan G Some ntal desgn choces are already mplct n Fg. 8. Qualtately, the two FETs, both n common-source confguraton, consttute the forward path; negate feedback s taken from the output oltage o a the dder K = R 1 /(R 1 + R 2 ) and appled n seres opposton wth the nput oltage e. Consequently, the crcut approxmates a oltage-to-oltage amplfer wth hgh nput mpedance and low output mpedance, hang a desred oltage gan of

19 19 1/K = (R 1 + R 2 )/R 1 = 20dB, accordng to Desgn Step #1 of Secton 1. Hence, the frstleel transfer functon H s now to be dentfed as the oltage gan G o / e. The model of Fg. 8, smple though t appears, exhbts all the nondealtes preously dscussed: mutual loadng between the forward gan and feedback blocks; drect forward transmsson; and two mnor feedback loops created by the nonzero admttances across the controlled current generators. The GFT s able to ncorporate all these nondealtes, although the results for the second-leel quanttes depend upon the locaton of the njecton pont for the test sgnals j z and/or e z, and choce of the test sgnal njecton pont s crtcal to the usefulness of the results for desgn purposes. The preferred choce s an njecton pont that meets the two crtera descrbed n the preous secton, and produces the prncpal set of second-leel transfer functons. If the feedback loop s defned to be the major loop nstalled by the desgner, the njecton pont should be nsde the forward path but outsde any mnor loops, and such that all the sgnal n the forward path goes through that one pont. Thus, the only sgnal that does not go through that pont goes through the major loop feedback path. Ponts W 1 X 1 Y 1, W 1 X 2 Y 2, and W 1 X 3 Y 3 n Fg. 8 meet ths requrement. Also, the deal closed-loop gan G should be equal to the recprocal feedback dder rato 1/K=(R 1 + R 2 )/R 1, whch n turn means that both the error oltage between W 2 and Y 3 and the error current at the R 1, R 2 dder pont must be zero. Therefore, the error current and error oltage must respectely be dentfed as y and y n order to make G y y = G equal to (R 1 + R 2 )/R 1. Hence, both current and oltage test sgnals j z and e z must be njected at the X 3 Y 3 branch wth reference node W 2, as shown n Fg. 9. Snce the thrd-leel loop gans are all calculated wth e =0, t doesn t matter whether the reference node s W 1 or W 2. Therefore dual njecton of both j z and e z at W 2 X 3 Y 3 meets both crtera and produces the prncpal set of G, T, T n, G 0 n whch T s the prncpal loop gan. The consequences of other njecton pont choces wll be consdered later. Fgure 9 also shows some other modfcatons from Fg. 8: the two capactances are generalzed to mpedances, the dece α s are taken to be unty wth resultng transstor nput currents zero (f FETs) or gnored (f BJTs); and the source resstance R s s taken to be zero. The last two greatly smplfy the algebra of the GFT calculatons wthout compromsng the prncples llustrated n the example. The consequences of nonzero R s wll also be brefly consdered later. An approprate form of the GFT s therefore (59) or (60) and (65) wth G replacng H : T G = G n T (76) G = G 1 + T + G 1 0 (77) 1 + T T G = G y y (78) The scenaro for mplementaton of the GFT s as follows: Determne the thrd-leel quanttes from the crcut, and calculate the second-leel quanttes from (66) and (67). These can be used drectly for desgn purposes, or to calculate the frst-leel quantty G, the transfer functon of nterest. The mplementaton can be

20 20 realzed by symbolc analyss, by a computer crcut smulator (preferably both), or (usually wth consderably greater dffculty) by measurement on the physcal crcut. For the example of Fg. 9, symbolc analyss wll be done, but frst the results for the second-leel quanttes from a crcut smulator wll be presented and assembled nto the GFT to arre at the frst-leel oltage gan transfer functon G, whch s then compared wth the result by drect smulaton. All of the thrd-leel quanttes are multple null njecton calculatons. Smulators are not set up to make such calculatons, but ths lmtaton can easly be oercome by adaptng, not the smulator algorthm, but the crcut under test. For example, f two sgnals are to be nulled by mutual adjustment of three ndependent sources, two sources are replaced by controlled generators each dren by one of the sgnals to be nulled, and assgned ery hgh gans. Thus, there s one ndependent source, and the two nulls are automatcally created by self-adjustment of the two controlled generators; the smulator then calculates the requred transfer functon n the usual way. Intusoft s ICAP/4 IsSpce crcut smulator has a specal GFT subprogram n whch the user has only to specfy the njecton pont and the type of test sgnal njecton (current, oltage, or both), and the frequency responses of all the thrd-, second-, and frst leel transfer functons are made aalable. Partal results for the crcut of Fg. 9, prnted out by ICAP/4 s IntuScope, are shown n Fg. 10. The fnal closed-loop gan G accordng to the GFT, calculated from (76), s compared wth that obtaned by drect smulaton of o / e. It s seen that the result from the GFT s ndstngushable from that obtaned by drect smulaton. Useful nsght s acheed by examnaton of the second-leel quanttes that consttute the GFT accordng to (76). The loop gan T s large at low frequences but falls off and crosses 0dB at about 32MHz. The deal closed-loop gan G has the desgned flat alue 20dB, and the closed-loop gan G follows at low frequences but falls below G beyond the loop gan crossoer frequency. In Fg. 10, the closed-loop gan G actually rses before fallng, exhbtng almost a 6dB peak. Vewed n solaton, as t would be f the GFT were not noked, ths peakng mght be attrbuted to a low phase margn of about 30 wth consequent step response hang sgnfcant oershoot and rngng. In fact, ths does not happen, and the actual step response s ery dfferent. As can be seen from Fg. 10, loop gan crossoer occurs well nsde seeral decades of approxmately -20dB/dec slope, ndcatng a phase margn of about 90. The culprt s T n, whch crosses 0dB before T does. One of the prncpal benefts of the GFT s the nsght afforded nto how the second-leel transfer functons, such as T n, are determned by the crcut elements, so that any correcte acton can be taken. All the thrd-leel quanttes to be dered by analyss of the model of Fg. 9 are multple null njecton calculatons for whch, as already mentoned, the shortcut method of followng the sgnal from nput to output s partcularly approprate. The form of result desred for each transfer functon s a reference alue modfed by pole and zero factors, the factored pole-zero format. Especally mportant s that the reference alue and the poles and zeros be expressed n low entropy forms, that s, the element alues should appear n ratos and seres-parallel combnatons. Ths s so that each result can be traced back to ts orgn n partcular crcut elements and can be approprately modfed n an nformed way as part of the desgn process. Ths s the essence of desgn-orented analyss, the only knd of analyss worth dong [10].

21 21 The arous thrd-leel transfer functons for the model of Fg. 9 wll now be dered. Snce seeral of them nole the current transfer functon M / x, n the long run work s saed by calculaton of ths transfer functon n adance. Furthermore, snce M n turn noles the only two complex mpedances n the model, a conenent analyss tool s the 2EET n whch the two mpedances are renstated by a correcton factor upon a reference model n whch the two mpedances are absent. Ths takes adantage of the aluable specal case when all the reactances n the crcut model are desgnated as extra elements, because then the transfer functon reference alue s a constant, all the drng pont mpedances are resstances, and the entre frequency response emerges automatcally as a rato of polynomals n complex frequency s, whch can then be factored nto the poles and zeros. The releant part of Fg. 9 s shown n Fg. 11, n whch the reference alues of the two mpedances are nfnte. The load resstance R of the second stage ultmately wll be dentfed as ether R 2, R 1 + R 2, or 0 accordng to whch thrd-leel transfer functon s beng calculated. The correspondng erson of the 2EET s 1 + R n1 + R n2 R + K n1 R n2 n Z M M 1 Z 2 Z 1 Z 2 Z1,Z 2 = 1 + R d1 + R d2 R + K d1 R d2 d Z 1 Z 2 Z 1 Z 2 where the nteracton parameters K d and K n are gen by (79) K d R d1 Z 2 =0 R d1 = R d2 Z 1 =0 R d2 (80) R n1 R Z K n 2 =0 n2 Z = 1 =0 (81) R n1 R n2 From Fg. 11, t s seen mmedately that the reference alue of M s M Z1,Z 2 = = R 3 (82) r m2 To fnd the eght drng pont resstances, the procedure s to redraw Fg. 11 wth the approprate quanttes to be nulled explctly marked to zero. Snce there are many such procedures to be accomplshed, too much space would be needed to dsplay all the redrawn ersons of Fg. 11. Instead, Fg. 11 can be consdered a template from whch copes can be made to be marked up wth the approprate sgnal alues. R d1 Redraw Fg. 11 wth a test source (current or oltage) appled between termnals 1,1, and wth the nput sgnal x (denomnator of M) set to zero: call ths Fg The drng pont resstance seen by the test source s R d1 whch, because x =0 and the nput current to the second stage s zero, s R d1 = R 3 (83) R d1 Z2 =0 Redraw Fg wth termnals 2,2 short nstead of open: call ths Fg The drng pont resstance seen by the test source s : R n1 R d1 Z 2 =0 = r m2 RR 3 (84)

22 22 Redraw Fg. 11 wth a test source appled between termnals 1,1, and wth the output sgnal (numerator of M) nulled (n the presence of x ): call ths Fg Snce =0, 2 s also zero, and there s zero oltage across the test source. Therefore R n1 = 0 (85) R n1 Z2 =0 Redraw Fg wth termnals 2,2 short nstead of open: call ths Fg Snce there was no oltage across termnals 2,2 under the condtons of Fg. 11.3, the result s the same whether termnals 2,2 are open or short, hence R n1 Z 2 =0 = 0 (86) R d2 Redraw Fg. 11 wth a test current t appled between termnals 2,2, and wth the nput sgnal x set to zero: call ths Fg The test current t also flows through R 3, so 2 = ( R 3 / r m2 ) t and = 2 + t. The drng pont resstance R d2 s the sum of the oltages across R 3 and R dded by t, so R d2 = R R 3 r m2 R = RR 3 (87) r m2 RR 3 R d2 Z1 =0 Redraw Fg wth termnals 1,1 short nstead of open: call ths Fg Snce there s zero oltage across r m2, 2 =0 and R d2 Z 1 =0 = R R n2 Redraw Fg. 11 wth a test source appled between termnals 2,2, and wth the output sgnal (numerator of M) nulled (n the presence of x ): call ths Fg Snce =0, 2 flows through the test source and the oltage across t s r m2 2, so R n2 = r m2 (89) R n2 Z1 =0 Redraw Fg wth termnals 1,1 short nstead of open: call ths Fg Condtons are the same as for R n2 regardless of whether termnals 1,1 are short or open, so R n2 Z 1 =0 = r m2 (90) Wth all eght drng pont resstances determned, the redundant defntons of K d and K n can be checked. Both ersons of (80) ge K d = r m2 RR 3 R 3 (91) The frst erson of (81) ges zero oer zero and s ndetermnate, but the second erson ges K n = 1 (92) Consequently, because K d 1, the denomnator of (79) does not factor exactly, but because K n =1, the numerator does (although one factor s unty because R n1 =0). Wth nserton of the arous components nto (79), the result for M s (88)

Copyright 2004 by Oxford University Press, Inc.

Copyright 2004 by Oxford University Press, Inc. JT as an Amplfer &a Swtch, Large Sgnal Operaton, Graphcal Analyss, JT at D, asng JT, Small Sgnal Operaton Model, Hybrd P-Model, TModel. Lecture # 7 1 Drecton of urrent Flow & Operaton for Amplfer Applcaton

More information

Energy Storage Elements: Capacitors and Inductors

Energy Storage Elements: Capacitors and Inductors CHAPTER 6 Energy Storage Elements: Capactors and Inductors To ths pont n our study of electronc crcuts, tme has not been mportant. The analyss and desgns we hae performed so far hae been statc, and all

More information

3.2 Terminal Characteristics of Junction Diodes (pp )

3.2 Terminal Characteristics of Junction Diodes (pp ) /9/008 secton3_termnal_characterstcs_of_juncton_odes.doc /6 3. Termnal Characterstcs of Juncton odes (pp.47-53) A Juncton ode I.E., A real dode! Smlar to an deal dode, ts crcut symbol s: HO: The Juncton

More information

6.01: Introduction to EECS 1 Week 6 October 15, 2009

6.01: Introduction to EECS 1 Week 6 October 15, 2009 6.0: ntroducton to EECS Week 6 October 5, 2009 6.0: ntroducton to EECS Crcuts The Crcut Abstracton Crcuts represent systems as connectons of component through whch currents (through arables) flow and across

More information

55:141 Advanced Circuit Techniques Two-Port Theory

55:141 Advanced Circuit Techniques Two-Port Theory 55:4 Adanced Crcut Technques Two-Port Theory Materal: Lecture Notes A. Kruger 55:4: Adanced Crcut Technques The Unersty of Iowa, 205 Two-Port Theory, Slde Two-Port Networks Note, the BJT s all are hghly

More information

FEEDBACK AMPLIFIERS. v i or v s v 0

FEEDBACK AMPLIFIERS. v i or v s v 0 FEEDBCK MPLIFIERS Feedback n mplers FEEDBCK IS THE PROCESS OF FEEDING FRCTION OF OUTPUT ENERGY (VOLTGE OR CURRENT) BCK TO THE INPUT CIRCUIT. THE CIRCUIT EMPLOYED FOR THIS PURPOSE IS CLLED FEEDBCK NETWORK.

More information

I. INTRODUCTION. 1.1 Circuit Theory Fundamentals

I. INTRODUCTION. 1.1 Circuit Theory Fundamentals I. INTRODUCTION 1.1 Crcut Theory Fundamentals Crcut theory s an approxmaton to Maxwell s electromagnetc equatons n order to smplfy analyss of complcated crcuts. A crcut s made of seeral elements (boxes

More information

55:041 Electronic Circuits

55:041 Electronic Circuits 55:04 Electronc Crcuts Feedback & Stablty Sectons of Chapter 2. Kruger Feedback & Stablty Confguraton of Feedback mplfer Negate feedback β s the feedback transfer functon S o S S o o S S o f S S S S fb

More information

I. INTRODUCTION. There are two other circuit elements that we will use and are special cases of the above elements. They are:

I. INTRODUCTION. There are two other circuit elements that we will use and are special cases of the above elements. They are: I. INTRODUCTION 1.1 Crcut Theory Fundamentals In ths course we study crcuts wth non-lnear elements or deces (dodes and transstors). We wll use crcut theory tools to analyze these crcuts. Snce some of tools

More information

G = G 1 + G 2 + G 3 G 2 +G 3 G1 G2 G3. Network (a) Network (b) Network (c) Network (d)

G = G 1 + G 2 + G 3 G 2 +G 3 G1 G2 G3. Network (a) Network (b) Network (c) Network (d) Massachusetts Insttute of Technology Department of Electrcal Engneerng and Computer Scence 6.002 í Electronc Crcuts Homework 2 Soluton Handout F98023 Exercse 21: Determne the conductance of each network

More information

6.01: Introduction to EECS I Lecture 7 March 15, 2011

6.01: Introduction to EECS I Lecture 7 March 15, 2011 6.0: Introducton to EECS I Lecture 7 March 5, 20 6.0: Introducton to EECS I Crcuts The Crcut Abstracton Crcuts represent systems as connectons of elements through whch currents (through arables) flow and

More information

Circuit Variables. Unit: volt (V = J/C)

Circuit Variables. Unit: volt (V = J/C) Crcut Varables Scentfc nestgaton of statc electrcty was done n late 700 s and Coulomb s credted wth most of the dscoeres. He found that electrc charges hae two attrbutes: amount and polarty. There are

More information

55:041 Electronic Circuits

55:041 Electronic Circuits 55:04 Electronc Crcuts Feedback & Stablty Sectons of Chapter 2. Kruger Feedback & Stablty Confguraton of Feedback mplfer S o S ε S o ( S β S ) o Negate feedback S S o + β β s the feedback transfer functon

More information

Difference Equations

Difference Equations Dfference Equatons c Jan Vrbk 1 Bascs Suppose a sequence of numbers, say a 0,a 1,a,a 3,... s defned by a certan general relatonshp between, say, three consecutve values of the sequence, e.g. a + +3a +1

More information

Graphical Analysis of a BJT Amplifier

Graphical Analysis of a BJT Amplifier 4/6/2011 A Graphcal Analyss of a BJT Amplfer lecture 1/18 Graphcal Analyss of a BJT Amplfer onsder agan ths smple BJT amplfer: ( t) = + ( t) O O o B + We note that for ths amplfer, the output oltage s

More information

Structure and Drive Paul A. Jensen Copyright July 20, 2003

Structure and Drive Paul A. Jensen Copyright July 20, 2003 Structure and Drve Paul A. Jensen Copyrght July 20, 2003 A system s made up of several operatons wth flow passng between them. The structure of the system descrbes the flow paths from nputs to outputs.

More information

Fundamental loop-current method using virtual voltage sources technique for special cases

Fundamental loop-current method using virtual voltage sources technique for special cases Fundamental loop-current method usng vrtual voltage sources technque for specal cases George E. Chatzaraks, 1 Marna D. Tortorel 1 and Anastasos D. Tzolas 1 Electrcal and Electroncs Engneerng Departments,

More information

V V. This calculation is repeated now for each current I.

V V. This calculation is repeated now for each current I. Page1 Page2 The power supply oltage V = +5 olts and the load resstor R = 1 k. For the range of collector bas currents, I = 0.5 ma, 1 ma, 2.5 ma, 4 ma and 4.5 ma, determne the correspondng collector-to-emtter

More information

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal Inner Product Defnton 1 () A Eucldean space s a fnte-dmensonal vector space over the reals R, wth an nner product,. Defnton 2 (Inner Product) An nner product, on a real vector space X s a symmetrc, blnear,

More information

ELG 2135 ELECTRONICS I SECOND CHAPTER: OPERATIONAL AMPLIFIERS

ELG 2135 ELECTRONICS I SECOND CHAPTER: OPERATIONAL AMPLIFIERS ELG 35 ELECTONICS I SECOND CHAPTE: OPEATIONAL AMPLIFIES Sesson Wnter 003 Dr. M. YAGOUB Second Chapter: Operatonal amplfers II - _ After reewng the basc aspects of amplfers, we wll ntroduce a crcut representng

More information

VI. Transistor Amplifiers

VI. Transistor Amplifiers VI. Transstor Amplfers 6. Introducton In ths secton we wll use the transstor small-sgnal model to analyze and desgn transstor amplfers. There are two ssues that we need to dscuss frst: ) What are the mportant

More information

EEE 241: Linear Systems

EEE 241: Linear Systems EEE : Lnear Systems Summary #: Backpropagaton BACKPROPAGATION The perceptron rule as well as the Wdrow Hoff learnng were desgned to tran sngle layer networks. They suffer from the same dsadvantage: they

More information

Lectures - Week 4 Matrix norms, Conditioning, Vector Spaces, Linear Independence, Spanning sets and Basis, Null space and Range of a Matrix

Lectures - Week 4 Matrix norms, Conditioning, Vector Spaces, Linear Independence, Spanning sets and Basis, Null space and Range of a Matrix Lectures - Week 4 Matrx norms, Condtonng, Vector Spaces, Lnear Independence, Spannng sets and Bass, Null space and Range of a Matrx Matrx Norms Now we turn to assocatng a number to each matrx. We could

More information

C/CS/Phy191 Problem Set 3 Solutions Out: Oct 1, 2008., where ( 00. ), so the overall state of the system is ) ( ( ( ( 00 ± 11 ), Φ ± = 1

C/CS/Phy191 Problem Set 3 Solutions Out: Oct 1, 2008., where ( 00. ), so the overall state of the system is ) ( ( ( ( 00 ± 11 ), Φ ± = 1 C/CS/Phy9 Problem Set 3 Solutons Out: Oct, 8 Suppose you have two qubts n some arbtrary entangled state ψ You apply the teleportaton protocol to each of the qubts separately What s the resultng state obtaned

More information

NUMERICAL DIFFERENTIATION

NUMERICAL DIFFERENTIATION NUMERICAL DIFFERENTIATION 1 Introducton Dfferentaton s a method to compute the rate at whch a dependent output y changes wth respect to the change n the ndependent nput x. Ths rate of change s called the

More information

CHAPTER 13. Exercises. E13.1 The emitter current is given by the Shockley equation:

CHAPTER 13. Exercises. E13.1 The emitter current is given by the Shockley equation: HPT 3 xercses 3. The emtter current s gen by the Shockley equaton: S exp VT For operaton wth, we hae exp >> S >>, and we can wrte VT S exp VT Solng for, we hae 3. 0 6ln 78.4 mv 0 0.784 5 4.86 V VT ln 4

More information

Week 11: Differential Amplifiers

Week 11: Differential Amplifiers ELE 0A Electronc rcuts Week : Dfferental Amplfers Lecture - Large sgnal analyss Topcs to coer A analyss Half-crcut analyss eadng Assgnment: hap 5.-5.8 of Jaeger and Blalock or hap 7. - 7.3, of Sedra and

More information

Section 8.3 Polar Form of Complex Numbers

Section 8.3 Polar Form of Complex Numbers 80 Chapter 8 Secton 8 Polar Form of Complex Numbers From prevous classes, you may have encountered magnary numbers the square roots of negatve numbers and, more generally, complex numbers whch are the

More information

Second Order Analysis

Second Order Analysis Second Order Analyss In the prevous classes we looked at a method that determnes the load correspondng to a state of bfurcaton equlbrum of a perfect frame by egenvalye analyss The system was assumed to

More information

Temperature. Chapter Heat Engine

Temperature. Chapter Heat Engine Chapter 3 Temperature In prevous chapters of these notes we ntroduced the Prncple of Maxmum ntropy as a technque for estmatng probablty dstrbutons consstent wth constrants. In Chapter 9 we dscussed the

More information

Foundations of Arithmetic

Foundations of Arithmetic Foundatons of Arthmetc Notaton We shall denote the sum and product of numbers n the usual notaton as a 2 + a 2 + a 3 + + a = a, a 1 a 2 a 3 a = a The notaton a b means a dvdes b,.e. ac = b where c s an

More information

Driving your LED s. LED Driver. The question then is: how do we use this square wave to turn on and turn off the LED?

Driving your LED s. LED Driver. The question then is: how do we use this square wave to turn on and turn off the LED? 0//00 rng your LE.doc / rng your LE s As we hae preously learned, n optcal communcaton crcuts, a dgtal sgnal wth a frequency n the tens or hundreds of khz s used to ampltude modulate (on and off) the emssons

More information

The Decibel and its Usage

The Decibel and its Usage The Decbel and ts Usage Consder a two-stage amlfer system, as shown n Fg.. Each amlfer rodes an ncrease of the sgnal ower. Ths effect s referred to as the ower gan,, of the amlfer. Ths means that the sgnal

More information

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system Transfer Functons Convenent representaton of a lnear, dynamc model. A transfer functon (TF) relates one nput and one output: x t X s y t system Y s The followng termnology s used: x y nput output forcng

More information

Lecture 12: Discrete Laplacian

Lecture 12: Discrete Laplacian Lecture 12: Dscrete Laplacan Scrbe: Tanye Lu Our goal s to come up wth a dscrete verson of Laplacan operator for trangulated surfaces, so that we can use t n practce to solve related problems We are mostly

More information

Independent Device Currents

Independent Device Currents Independent Dece Currents j Snce KCL = j k k Only one ndependent current can be defned for each termnal dece. Snce KCL = Only ndependent currents can be defned for a termnal dece. Snce KVL = Only ndependent

More information

Physics 5153 Classical Mechanics. Principle of Virtual Work-1

Physics 5153 Classical Mechanics. Principle of Virtual Work-1 P. Guterrez 1 Introducton Physcs 5153 Classcal Mechancs Prncple of Vrtual Work The frst varatonal prncple we encounter n mechancs s the prncple of vrtual work. It establshes the equlbrum condton of a mechancal

More information

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers Psychology 282 Lecture #24 Outlne Regresson Dagnostcs: Outlers In an earler lecture we studed the statstcal assumptons underlyng the regresson model, ncludng the followng ponts: Formal statement of assumptons.

More information

55:141 Advanced Circuit Techniques Two-Port Theory

55:141 Advanced Circuit Techniques Two-Port Theory 55:4 Adanced Crcut Technques Two-Port Theory Materal: Lecture Notes A. Kruger 55:4: Adanced Crcut Technques The Unersty of Iowa, 03 Two-Port Theory, Slde What Are Two-Ports? Basc dea: replace a complex

More information

Comparison of Regression Lines

Comparison of Regression Lines STATGRAPHICS Rev. 9/13/2013 Comparson of Regresson Lnes Summary... 1 Data Input... 3 Analyss Summary... 4 Plot of Ftted Model... 6 Condtonal Sums of Squares... 6 Analyss Optons... 7 Forecasts... 8 Confdence

More information

Boise State University Department of Electrical and Computer Engineering ECE 212L Circuit Analysis and Design Lab

Boise State University Department of Electrical and Computer Engineering ECE 212L Circuit Analysis and Design Lab Bose State Unersty Department of Electrcal and omputer Engneerng EE 1L rcut Analyss and Desgn Lab Experment #8: The Integratng and Dfferentatng Op-Amp rcuts 1 Objectes The objectes of ths laboratory experment

More information

Department of Electrical and Computer Engineering FEEDBACK AMPLIFIERS

Department of Electrical and Computer Engineering FEEDBACK AMPLIFIERS Department o Electrcal and Computer Engneerng UNIT I EII FEEDBCK MPLIFIES porton the output sgnal s ed back to the nput o the ampler s called Feedback mpler. Feedback Concept: block dagram o an ampler

More information

KIRCHHOFF CURRENT LAW

KIRCHHOFF CURRENT LAW KRCHHOFF CURRENT LAW ONE OF THE FUNDAMENTAL CONSERATON PRNCPLES N ELECTRCAL ENGNEERNG CHARGE CANNOT BE CREATED NOR DESTROYED NODES, BRANCHES, LOOPS A NODE CONNECTS SEERAL COMPONENTS. BUT T DOES NOT HOLD

More information

ECE 320 Energy Conversion and Power Electronics Dr. Tim Hogan. Chapter 1: Introduction and Three Phase Power

ECE 320 Energy Conversion and Power Electronics Dr. Tim Hogan. Chapter 1: Introduction and Three Phase Power ECE 3 Energy Conerson and Power Electroncs Dr. Tm Hogan Chapter : ntroducton and Three Phase Power. eew of Basc Crcut Analyss Defntons: Node - Electrcal juncton between two or more deces. Loop - Closed

More information

Transfer Characteristic

Transfer Characteristic Eeld-Effect Transstors (FETs 3.3 The CMS Common-Source Amplfer Transfer Characterstc Electronc Crcuts, Dept. of Elec. Eng., The Chnese Unersty of Hong Kong, Prof. K.-L. Wu Lesson 8&9 Eeld-Effect Transstors

More information

Negative Binomial Regression

Negative Binomial Regression STATGRAPHICS Rev. 9/16/2013 Negatve Bnomal Regresson Summary... 1 Data Input... 3 Statstcal Model... 3 Analyss Summary... 4 Analyss Optons... 7 Plot of Ftted Model... 8 Observed Versus Predcted... 10 Predctons...

More information

Finite Element Modelling of truss/cable structures

Finite Element Modelling of truss/cable structures Pet Schreurs Endhoven Unversty of echnology Department of Mechancal Engneerng Materals echnology November 3, 214 Fnte Element Modellng of truss/cable structures 1 Fnte Element Analyss of prestressed structures

More information

Numerical Heat and Mass Transfer

Numerical Heat and Mass Transfer Master degree n Mechancal Engneerng Numercal Heat and Mass Transfer 06-Fnte-Dfference Method (One-dmensonal, steady state heat conducton) Fausto Arpno f.arpno@uncas.t Introducton Why we use models and

More information

Introduction to Vapor/Liquid Equilibrium, part 2. Raoult s Law:

Introduction to Vapor/Liquid Equilibrium, part 2. Raoult s Law: CE304, Sprng 2004 Lecture 4 Introducton to Vapor/Lqud Equlbrum, part 2 Raoult s Law: The smplest model that allows us do VLE calculatons s obtaned when we assume that the vapor phase s an deal gas, and

More information

The optimal delay of the second test is therefore approximately 210 hours earlier than =2.

The optimal delay of the second test is therefore approximately 210 hours earlier than =2. THE IEC 61508 FORMULAS 223 The optmal delay of the second test s therefore approxmately 210 hours earler than =2. 8.4 The IEC 61508 Formulas IEC 61508-6 provdes approxmaton formulas for the PF for smple

More information

i I (I + i) 3/27/2006 Circuits ( F.Robilliard) 1

i I (I + i) 3/27/2006 Circuits ( F.Robilliard) 1 4V I 2V (I + ) 0 0 --- 3V 1 2 4Ω 6Ω 3Ω 3/27/2006 Crcuts ( F.obllard) 1 Introducton: Electrcal crcuts are ubqutous n the modern world, and t s dffcult to oerstate ther mportance. They range from smple drect

More information

Boise State University Department of Electrical and Computer Engineering ECE 212L Circuit Analysis and Design Lab

Boise State University Department of Electrical and Computer Engineering ECE 212L Circuit Analysis and Design Lab Bose State Unersty Department of Electrcal and omputer Engneerng EE 1L rcut Analyss and Desgn Lab Experment #8: The Integratng and Dfferentatng Op-Amp rcuts 1 Objectes The objectes of ths laboratory experment

More information

Uncertainty in measurements of power and energy on power networks

Uncertainty in measurements of power and energy on power networks Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:

More information

The Order Relation and Trace Inequalities for. Hermitian Operators

The Order Relation and Trace Inequalities for. Hermitian Operators Internatonal Mathematcal Forum, Vol 3, 08, no, 507-57 HIKARI Ltd, wwwm-hkarcom https://doorg/0988/mf088055 The Order Relaton and Trace Inequaltes for Hermtan Operators Y Huang School of Informaton Scence

More information

ELE B7 Power Systems Engineering. Power Flow- Introduction

ELE B7 Power Systems Engineering. Power Flow- Introduction ELE B7 Power Systems Engneerng Power Flow- Introducton Introducton to Load Flow Analyss The power flow s the backbone of the power system operaton, analyss and desgn. It s necessary for plannng, operaton,

More information

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:

More information

MA 323 Geometric Modelling Course Notes: Day 13 Bezier Curves & Bernstein Polynomials

MA 323 Geometric Modelling Course Notes: Day 13 Bezier Curves & Bernstein Polynomials MA 323 Geometrc Modellng Course Notes: Day 13 Bezer Curves & Bernsten Polynomals Davd L. Fnn Over the past few days, we have looked at de Casteljau s algorthm for generatng a polynomal curve, and we have

More information

Clock-Gating and Its Application to Low Power Design of Sequential Circuits

Clock-Gating and Its Application to Low Power Design of Sequential Circuits Clock-Gatng and Its Applcaton to Low Power Desgn of Sequental Crcuts ng WU Department of Electrcal Engneerng-Systems, Unversty of Southern Calforna Los Angeles, CA 989, USA, Phone: (23)74-448 Massoud PEDRAM

More information

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems Numercal Analyss by Dr. Anta Pal Assstant Professor Department of Mathematcs Natonal Insttute of Technology Durgapur Durgapur-713209 emal: anta.bue@gmal.com 1 . Chapter 5 Soluton of System of Lnear Equatons

More information

= z 20 z n. (k 20) + 4 z k = 4

= z 20 z n. (k 20) + 4 z k = 4 Problem Set #7 solutons 7.2.. (a Fnd the coeffcent of z k n (z + z 5 + z 6 + z 7 + 5, k 20. We use the known seres expanson ( n+l ( z l l z n below: (z + z 5 + z 6 + z 7 + 5 (z 5 ( + z + z 2 + z + 5 5

More information

Chapter 13: Multiple Regression

Chapter 13: Multiple Regression Chapter 13: Multple Regresson 13.1 Developng the multple-regresson Model The general model can be descrbed as: It smplfes for two ndependent varables: The sample ft parameter b 0, b 1, and b are used to

More information

Coupling Element and Coupled circuits. Coupled inductor Ideal transformer Controlled sources

Coupling Element and Coupled circuits. Coupled inductor Ideal transformer Controlled sources Couplng Element and Coupled crcuts Coupled nductor Ideal transformer Controlled sources Couplng Element and Coupled crcuts Coupled elements hae more that one branch and branch oltages or branch currents

More information

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity LINEAR REGRESSION ANALYSIS MODULE IX Lecture - 30 Multcollnearty Dr. Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur 2 Remedes for multcollnearty Varous technques have

More information

COLLEGE OF ENGINEERING PUTRAJAYA CAMPUS FINAL EXAMINATION SPECIAL SEMESTER 2013 / 2014

COLLEGE OF ENGINEERING PUTRAJAYA CAMPUS FINAL EXAMINATION SPECIAL SEMESTER 2013 / 2014 OLLEGE OF ENGNEENG PUTAJAYA AMPUS FNAL EXAMNATON SPEAL SEMESTE 03 / 04 POGAMME SUBJET ODE SUBJET : Bachelor of Electrcal & Electroncs Engneerng (Honours) Bachelor of Electrcal Power Engneerng (Honours)

More information

MAE140 - Linear Circuits - Winter 16 Final, March 16, 2016

MAE140 - Linear Circuits - Winter 16 Final, March 16, 2016 ME140 - Lnear rcuts - Wnter 16 Fnal, March 16, 2016 Instructons () The exam s open book. You may use your class notes and textbook. You may use a hand calculator wth no communcaton capabltes. () You have

More information

EE C245 ME C218 Introduction to MEMS Design

EE C245 ME C218 Introduction to MEMS Design EE C45 ME C8 Introducton to MEM Desgn Fall 7 Prof. Clark T.C. Nguyen Dept. of Electrcal Engneerng & Computer cences Unersty of Calforna at Berkeley Berkeley, C 947 Dscusson: eew of Op mps EE C45: Introducton

More information

Linearity. If kx is applied to the element, the output must be ky. kx ky. 2. additivity property. x 1 y 1, x 2 y 2

Linearity. If kx is applied to the element, the output must be ky. kx ky. 2. additivity property. x 1 y 1, x 2 y 2 Lnearty An element s sad to be lnear f t satsfes homogenety (scalng) property and addte (superposton) property. 1. homogenety property Let x be the nput and y be the output of an element. x y If kx s appled

More information

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity Week3, Chapter 4 Moton n Two Dmensons Lecture Quz A partcle confned to moton along the x axs moves wth constant acceleraton from x =.0 m to x = 8.0 m durng a 1-s tme nterval. The velocty of the partcle

More information

Professor Terje Haukaas University of British Columbia, Vancouver The Q4 Element

Professor Terje Haukaas University of British Columbia, Vancouver  The Q4 Element Professor Terje Haukaas Unversty of Brtsh Columba, ancouver www.nrsk.ubc.ca The Q Element Ths document consders fnte elements that carry load only n ther plane. These elements are sometmes referred to

More information

Lecture 10: Small Signal Device Parameters

Lecture 10: Small Signal Device Parameters Lecture 0: Small Sgnal Dece Parameters 06009 Lecture 9, Hgh Speed Deces 06 Lecture : Ballstc FETs Lu: 0, 394 06009 Lecture 9, Hgh Speed Deces 06 Large Sgnal / Small Sgnal e I E c I C The electrcal sgnal

More information

MAE140 - Linear Circuits - Winter 16 Midterm, February 5

MAE140 - Linear Circuits - Winter 16 Midterm, February 5 Instructons ME140 - Lnear Crcuts - Wnter 16 Mdterm, February 5 () Ths exam s open book. You may use whatever wrtten materals you choose, ncludng your class notes and textbook. You may use a hand calculator

More information

Formulation of Circuit Equations

Formulation of Circuit Equations ECE 570 Sesson 2 IC 752E Computer Aded Engneerng for Integrated Crcuts Formulaton of Crcut Equatons Bascs of crcut modelng 1. Notaton 2. Crcut elements 3. Krchoff laws 4. ableau formulaton 5. Modfed nodal

More information

THE SUMMATION NOTATION Ʃ

THE SUMMATION NOTATION Ʃ Sngle Subscrpt otaton THE SUMMATIO OTATIO Ʃ Most of the calculatons we perform n statstcs are repettve operatons on lsts of numbers. For example, we compute the sum of a set of numbers, or the sum of the

More information

Solution Thermodynamics

Solution Thermodynamics Soluton hermodynamcs usng Wagner Notaton by Stanley. Howard Department of aterals and etallurgcal Engneerng South Dakota School of nes and echnology Rapd Cty, SD 57701 January 7, 001 Soluton hermodynamcs

More information

CSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography

CSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography CSc 6974 and ECSE 6966 Math. Tech. for Vson, Graphcs and Robotcs Lecture 21, Aprl 17, 2006 Estmatng A Plane Homography Overvew We contnue wth a dscusson of the major ssues, usng estmaton of plane projectve

More information

Canonical transformations

Canonical transformations Canoncal transformatons November 23, 2014 Recall that we have defned a symplectc transformaton to be any lnear transformaton M A B leavng the symplectc form nvarant, Ω AB M A CM B DΩ CD Coordnate transformatons,

More information

PHYS 705: Classical Mechanics. Calculus of Variations II

PHYS 705: Classical Mechanics. Calculus of Variations II 1 PHYS 705: Classcal Mechancs Calculus of Varatons II 2 Calculus of Varatons: Generalzaton (no constrant yet) Suppose now that F depends on several dependent varables : We need to fnd such that has a statonary

More information

Chapter 8 Indicator Variables

Chapter 8 Indicator Variables Chapter 8 Indcator Varables In general, e explanatory varables n any regresson analyss are assumed to be quanttatve n nature. For example, e varables lke temperature, dstance, age etc. are quanttatve n

More information

Kernel Methods and SVMs Extension

Kernel Methods and SVMs Extension Kernel Methods and SVMs Extenson The purpose of ths document s to revew materal covered n Machne Learnng 1 Supervsed Learnng regardng support vector machnes (SVMs). Ths document also provdes a general

More information

Global Sensitivity. Tuesday 20 th February, 2018

Global Sensitivity. Tuesday 20 th February, 2018 Global Senstvty Tuesday 2 th February, 28 ) Local Senstvty Most senstvty analyses [] are based on local estmates of senstvty, typcally by expandng the response n a Taylor seres about some specfc values

More information

For now, let us focus on a specific model of neurons. These are simplified from reality but can achieve remarkable results.

For now, let us focus on a specific model of neurons. These are simplified from reality but can achieve remarkable results. Neural Networks : Dervaton compled by Alvn Wan from Professor Jtendra Malk s lecture Ths type of computaton s called deep learnng and s the most popular method for many problems, such as computer vson

More information

DUE: WEDS FEB 21ST 2018

DUE: WEDS FEB 21ST 2018 HOMEWORK # 1: FINITE DIFFERENCES IN ONE DIMENSION DUE: WEDS FEB 21ST 2018 1. Theory Beam bendng s a classcal engneerng analyss. The tradtonal soluton technque makes smplfyng assumptons such as a constant

More information

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4)

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4) I. Classcal Assumptons Econ7 Appled Econometrcs Topc 3: Classcal Model (Studenmund, Chapter 4) We have defned OLS and studed some algebrac propertes of OLS. In ths topc we wll study statstcal propertes

More information

MMA and GCMMA two methods for nonlinear optimization

MMA and GCMMA two methods for nonlinear optimization MMA and GCMMA two methods for nonlnear optmzaton Krster Svanberg Optmzaton and Systems Theory, KTH, Stockholm, Sweden. krlle@math.kth.se Ths note descrbes the algorthms used n the author s 2007 mplementatons

More information

TUTORIAL PROBLEMS. E.1 KCL, KVL, Power and Energy. Q.1 Determine the current i in the following circuit. All units in VAΩ,,

TUTORIAL PROBLEMS. E.1 KCL, KVL, Power and Energy. Q.1 Determine the current i in the following circuit. All units in VAΩ,, 196 E TUTORIAL PROBLEMS E.1 KCL, KVL, Power and Energy Q.1 Determne the current n the followng crcut. 3 5 3 8 9 6 5 Appendx E Tutoral Problems 197 Q. Determne the current and the oltage n the followng

More information

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body Secton.. Moton.. The Materal Body and Moton hyscal materals n the real world are modeled usng an abstract mathematcal entty called a body. Ths body conssts of an nfnte number of materal partcles. Shown

More information

Optimization Methods for Engineering Design. Logic-Based. John Hooker. Turkish Operational Research Society. Carnegie Mellon University

Optimization Methods for Engineering Design. Logic-Based. John Hooker. Turkish Operational Research Society. Carnegie Mellon University Logc-Based Optmzaton Methods for Engneerng Desgn John Hooker Carnege Mellon Unerst Turksh Operatonal Research Socet Ankara June 1999 Jont work wth: Srnas Bollapragada General Electrc R&D Omar Ghattas Cl

More information

matter consists, measured in coulombs (C) 1 C of charge requires electrons Law of conservation of charge: charge cannot be created or

matter consists, measured in coulombs (C) 1 C of charge requires electrons Law of conservation of charge: charge cannot be created or Basc Concepts Oerew SI Prefxes Defntons: Current, Voltage, Power, & Energy Passe sgn conenton Crcut elements Ideal s Portland State Unersty ECE 221 Basc Concepts Ver. 1.24 1 Crcut Analyss: Introducton

More information

One-sided finite-difference approximations suitable for use with Richardson extrapolation

One-sided finite-difference approximations suitable for use with Richardson extrapolation Journal of Computatonal Physcs 219 (2006) 13 20 Short note One-sded fnte-dfference approxmatons sutable for use wth Rchardson extrapolaton Kumar Rahul, S.N. Bhattacharyya * Department of Mechancal Engneerng,

More information

8.6 The Complex Number System

8.6 The Complex Number System 8.6 The Complex Number System Earler n the chapter, we mentoned that we cannot have a negatve under a square root, snce the square of any postve or negatve number s always postve. In ths secton we want

More information

Notes on Frequency Estimation in Data Streams

Notes on Frequency Estimation in Data Streams Notes on Frequency Estmaton n Data Streams In (one of) the data streamng model(s), the data s a sequence of arrvals a 1, a 2,..., a m of the form a j = (, v) where s the dentty of the tem and belongs to

More information

Open Systems: Chemical Potential and Partial Molar Quantities Chemical Potential

Open Systems: Chemical Potential and Partial Molar Quantities Chemical Potential Open Systems: Chemcal Potental and Partal Molar Quanttes Chemcal Potental For closed systems, we have derved the followng relatonshps: du = TdS pdv dh = TdS + Vdp da = SdT pdv dg = VdP SdT For open systems,

More information

FE REVIEW OPERATIONAL AMPLIFIERS (OP-AMPS)( ) 8/25/2010

FE REVIEW OPERATIONAL AMPLIFIERS (OP-AMPS)( ) 8/25/2010 FE REVEW OPERATONAL AMPLFERS (OP-AMPS)( ) 1 The Op-amp 2 An op-amp has two nputs and one output. Note the op-amp below. The termnal labeled l wth the (-) sgn s the nvertng nput and the nput labeled wth

More information

Formulas for the Determinant

Formulas for the Determinant page 224 224 CHAPTER 3 Determnants e t te t e 2t 38 A = e t 2te t e 2t e t te t 2e 2t 39 If 123 A = 345, 456 compute the matrx product A adj(a) What can you conclude about det(a)? For Problems 40 43, use

More information

Games of Threats. Elon Kohlberg Abraham Neyman. Working Paper

Games of Threats. Elon Kohlberg Abraham Neyman. Working Paper Games of Threats Elon Kohlberg Abraham Neyman Workng Paper 18-023 Games of Threats Elon Kohlberg Harvard Busness School Abraham Neyman The Hebrew Unversty of Jerusalem Workng Paper 18-023 Copyrght 2017

More information

FREQUENCY DISTRIBUTIONS Page 1 of The idea of a frequency distribution for sets of observations will be introduced,

FREQUENCY DISTRIBUTIONS Page 1 of The idea of a frequency distribution for sets of observations will be introduced, FREQUENCY DISTRIBUTIONS Page 1 of 6 I. Introducton 1. The dea of a frequency dstrbuton for sets of observatons wll be ntroduced, together wth some of the mechancs for constructng dstrbutons of data. Then

More information

More metrics on cartesian products

More metrics on cartesian products More metrcs on cartesan products If (X, d ) are metrc spaces for 1 n, then n Secton II4 of the lecture notes we defned three metrcs on X whose underlyng topologes are the product topology The purpose of

More information

Chapter 6. Operational Amplifier. inputs can be defined as the average of the sum of the two signals.

Chapter 6. Operational Amplifier.  inputs can be defined as the average of the sum of the two signals. 6 Operatonal mpler Chapter 6 Operatonal mpler CC Symbol: nput nput Output EE () Non-nvertng termnal, () nvertng termnal nput mpedance : Few mega (ery hgh), Output mpedance : Less than (ery low) Derental

More information

The Multiple Classical Linear Regression Model (CLRM): Specification and Assumptions. 1. Introduction

The Multiple Classical Linear Regression Model (CLRM): Specification and Assumptions. 1. Introduction ECONOMICS 5* -- NOTE (Summary) ECON 5* -- NOTE The Multple Classcal Lnear Regresson Model (CLRM): Specfcaton and Assumptons. Introducton CLRM stands for the Classcal Lnear Regresson Model. The CLRM s also

More information

1 Derivation of Rate Equations from Single-Cell Conductance (Hodgkin-Huxley-like) Equations

1 Derivation of Rate Equations from Single-Cell Conductance (Hodgkin-Huxley-like) Equations Physcs 171/271 -Davd Klenfeld - Fall 2005 (revsed Wnter 2011) 1 Dervaton of Rate Equatons from Sngle-Cell Conductance (Hodgkn-Huxley-lke) Equatons We consder a network of many neurons, each of whch obeys

More information