Acoustic contrast sensitivity to transfer function errors in the design of a personal audio system

Size: px
Start display at page:

Download "Acoustic contrast sensitivity to transfer function errors in the design of a personal audio system"

Transcription

1 Acoutic contrat enitivity to tranfer function error in the deign of a peronal audio yte Jin-Young Park, Jung-Woo Choi, a) and Yang-Hann Ki Center for Noie and Vibration Control, Departent of Mechanical Engineering, Korea Advanced Intitute of Science and Technology, 291 Daehak-ro, Yueong-Gu, Daejeon, , Republic of Korea jy_park@kait.ac.kr, khepera@kait.ac.kr, yanghannki@kait.ac.kr Abtract: An analytic ean to evaluate the error enitivity of a peronal audio yte i propoed. The peronal audio yte, which focue acoutic energy into a zone of interet uing ultiple loudpeaker, i ubject to variou error when ipleented. The perforance of a peronal audio yte, defined a an energy ratio between the zone of interet and the ret, i inevitably influenced by error. Thu the ability to predict perforance change at the deign tage i crucial when building a robut peronal audio yte. The dependence of the energy ratio change on variou type of error i forulated. VC 2013 Acoutical Society of Aerica PACS nuber: Hz, Fg [DC] Date Received: February 25, 2013 Date Accepted: May 23, Introduction Peronal audio yte 1,2 are ued to produce private or iolated ound zone without diturbing other litener. To achieve thi goal, a peronal audio yte utilize an array of loudpeaker and control the radiation of ound fro each loudpeaker uch that the ditribution of acoutic potential energy i concentrated over a elected zone through the contructive and detructive interference of ound wave. Therefore the function that decribe ound radiation fro each loudpeaker, often denoted a the tranfer function, play a crucial role in deterining the control ignal of loudpeaker. In practice, tranfer function of loudpeaker are either odeled or eaured; hence, odeling or eaureent error alway exit. When a peronal audio yte i driven by control ignal that are calculated fro the odeled tranfer function, perforance change can occur due to the dicrepancy between the odeled and actual tranfer function. The perforance degradation 3 ha been invetigated in cae of the ditortion of the calculated control ignal due to the randoly ditributed tranfer function error. A nuber of robut control ethod 4 have been propoed to reduce the perforance degradation due to the tranfer function error. Although thee tudie can infor the nature of the yte and iprove the robutne of a yte againt the arbitrary or rando error ditribution, the fundaental behavior of a yte ubjected to the pecific type of error ha not been addreed well. For exaple, there can be variou ource of error, uch a the loudpeaker poition iatch, the eaureent icrophone iatch, or even the gain and phae of each loudpeaker can be different. In thi regard, the perforance enitivity of a peronal audio yte to variou type of error i invetigated. The perforance of a peronal audio yte can be repreented by the ratio of acoutic energie fro two different zone. It i noteworthy that there are alway two different type of zone involved with the concept of the peronal audio; one i the bright zone in which a louder ound i deirable than in the urrounding area. The other zone i the dark (quiet) zone in which the ound preure level need to be a) Author to who correpondence hould be addreed. EL112 J. Acout. Soc. A. 134 (1), July 2013 VC 2013 Acoutical Society of Aerica Downloaded 23 Sep 2013 to Reditribution ubject to ASA licene or copyright; ee

2 iniized. For intance, Choi and Ki 5 propoed the ue of the acoutic energy ratio of bright and dark zone, which i tered a acoutic contrat, a a eaure of perforance and a an objective function. In view of all thee, the enitivity of the acoutic contrat againt the error can be a ueful indicator of yte robutne. The eaured tranfer function include both the electro-acoutic repone of the tranducer and the characteritic of acoutic wave propagation between the loudpeaker and icrophone poition. For intance, the acoutic propagation repone between loudpeaker and icrophone ay vary if there i the phyical preence/ oveent of a litener or the change of the reflection boundary. The effect of uch variation in acoutic repone, however, depend on the characteritic of the catterer or the reflection boundary uch that it hould be tudied for cae by cae. Thu two different type of error have been conidered here: The agnitude and phae error due to the electro-acoutic repone iatch and the error that arie due to the poition iatch. Thoe iatche in tranducer ay be iportant iue when there are odel iatche between the actual product and experiental prototype or anufacturing variance. Herein, the enitivitie of acoutic contrat in repone to the error that arie fro electro-acoutic and poition iatche are forulated, repectively. An exeplary analyi, which ue a linear array of loudpeaker, explain which paraeter ha to be preciely controlled and which can be regarded a le iportant, in the deign of a peronal audio yte. 2. Proble definition 2.1 Sound field controlled by ultiple loudpeaker Conider a peronal audio yte coniting of L loudpeaker and driven by a ingle frequency x. Control ignal q (l ¼ 1; 2; ; L,: Nuber of loudpeaker) are fed into each loudpeaker located at a poition * r. Microphone located at * ðnþ r (n ¼ 1; ; N, N: Nuber of eaureent point) eaure the generated ound preure pðr * ðnþ Þ. The preure field that i generated by the control ignal and eaured at variou icrophone poition can be expreed a p ¼ Hq; (1) where hðr * ðnþ jr* p ¼½pðr * ð1þ Þ ðnþ pðr* Þ Š T, ½HŠ n;l ¼ hðr * ðnþ jr* Þ, and q ¼½q ð1þ q ðlþ Š T. Here Þ i a tranfer function between the lth loudpeaker and the nth icrophone. 2.2 Preure perturbation due to the tranfer function error When the eaured (or odeled) tranfer function differ fro the actual tranfer function of the real loudpeaker, the difference between the two can be conidered a the tranfer function error. In general, a tranfer function that include error can be expreed a ~H ¼ H þ dh; (2) where dh i a atrix repreenting the tranfer function error [½dHŠ n;l ¼ dhðr * ðnþ jr* Þ], and ~H denote the tranfer function atrix with error. The preure perturbation dp that arie fro the tranfer function error then can be expreed a follow: dp ¼ dhq: (3) The atheatical expreion of dp depend on the ource of error Electro-acoutic iatch In the cae of electro-acoutic iatch, the tranfer function error incur a the agnitude or phae variation of frequency repone, which can be forulated 6 a J. Acout. Soc. A. 134 (1), July 2013 Park et al.: Acoutic contrat enitivity to error EL113 Downloaded 23 Sep 2013 to Reditribution ubject to ASA licene or copyright; ee

3 ~hðr * ðnþ jr* Þ¼ð1þa Þe j/ ð1 þ a ðnþ Þej/ðnÞ hðr * ðnþ jr* Þ; (4) where a and / are the agnitude and phae error of a tranfer function for the lth loudpeaker, and a ðnþ and / ðnþ denote the error for the nth icrophone, repectively. The error are all real valued variable (a and a ðnþ 1). Auing all agnitude and phae error, uch that ð1 þ aþe j/ 1 þ a þ j/, the perturbed tranfer function can be approxiated a ~hðr * ðnþ jr* Þhðr * ðnþ jr* Þþ½ða þ j/ Þþða ðnþ þ j/ðnþ ðnþ ÞŠhðr* jr* Þ: (5) Equation (5) yield the tranfer function error in atrix for a dh ¼ HE þ E H; (6) where the error in loudpeaker and icrophone are expreed by diagonal atrice: E ¼ diag½ða ð1þ þj/ ð1þ Þ; ;ða ðlþ þj/ ðlþ ÞŠ and E ¼ diag½ða ð1þ þ j/ ð1þ Þ; ; ðaðnþ þ j/ ðnþ ÞŠ. With agnitude and phae error only in the lth loudpeaker, the error atrix E can be written by E ¼ diag½d l Šða þ j/ Þ, where d l denote the Kronecker delta vector the ole nonzero eleent of which equal 1 in the lth entry. Then the preure perturbation dp can be expreed a dp ¼ HE q ¼ h ða þ j/ Þq ¼ða þ j/ Þp ; (7) where h repreent the lth colun of H, and p ¼ h q denote the preure field of the lth loudpeaker. It i noteworthy that the preure perturbation due to the electro-acoutic iatch of a loudpeaker i proportional to the loudpeaker tranfer function, h. When the electro-acoutic iatch exit only in the nth icrophone uch that E ¼ða ðnþ þ j/ ðnþ Þdiag½d nš, the preure perturbation i expreed a dp ¼ E Hq ¼ E p ¼ða ðnþ Poition iatch When there are poition iatche at * r the tranfer function can be expreed a ~hðr * ðnþ jr* Þ¼hðr * ðnþ j and jdr* If it i aued that jdr * ðnþ Eq. (9) can be approxiated 6 a ~hðr * ðnþ Þhðr * ðnþ Þþr hðr * ðnþ jr* jr* þ j/ ðnþ Þpð~rðnÞ Þd n: (8) and r * ðnþ with dr* and dr * ðnþ, repectively, þ ðnþ dr* jr* þ dr * Þ: (9) jr* j are all copared to the wavelength, Þdr * þr hðr * ðnþ jr* Þdr * ðnþ ; (10) where r and r are gradient operator with repect to the ource poition r * and the icrophone poition r *. The tranfer function error of Eq. (10) can be written in atrix for a dh ¼r H T * þ T * r H; (11) where T * ¼ diag½dr * ð1þ ; ; dr * ðlþ Š and T * ¼ diag½dr * ð1þ ; ; ðnþ dr* Š denote the tranlation of the loudpeaker and the icrophone, repectively. If the poition iatch i preent only at the lth loudpeaker (T * ¼ dr * diag½d l Š), the preure perturbation can be expreed a dp ¼r p dr * : (12) Fro Euler equation, the gradient of a preure field rp i related to the velocity field u * by rp ¼ jq 0 x u *, where q 0 i the ediu denity. Becaue the gradient i EL114 J. Acout. Soc. A. 134 (1), July 2013 Park et al.: Acoutic contrat enitivity to error Downloaded 23 Sep 2013 to Reditribution ubject to ASA licene or copyright; ee

4 uually evaluated with repect to the oberver poition, the reciprocal velocity field * u, generated by the lth loudpeaker, can be defined (r p ¼ jq 0 x * u ). Hence, we have dp ¼ jq 0 xu * dr * : (13) On the other hand, if poition iatch i preent only at the nth icrophone, the preure perturbation i written a dp ¼½dr * ðnþ r pðr * ðnþ ÞŠ d n ¼ jxq 0 ½dr * ðnþ ðr * ðnþ u* ÞŠ d n; (14) where r pðr * ðnþ Þ¼jxq 0u * ðr * ðnþ Þ fro Euler equation. 2.3 Perturbation of acoutic contrat due to preure perturbation The acoutic contrat 6 i defined a the pace-averaged acoutic energy ratio between the bright and dark zone. That i, b ¼ðp H b p b=n b Þ=ðp H d p d=n d Þ; (15) where the ubcript b and d in Eq. (15), repectively, denote the bright zone (V b ) and the dark zone (V d ). Fro the firt order approxiation of dp, the relative contrat perturbation can be expreed a db=b 2ðRe½ðp H b =jjp bjjþðdp b =jjp b jjþš Re½ðp H d =jjp djjþðdp d =jjp d jjþšþ: (16) The operator Re½ Šdenote the real part of a variable. The ter inide of ½Šin Eq. (16) repreent the relative energy perturbation in a zone. Therefore the acoutic contrat perturbation i deterined by the difference of energy perturbation in the bright and dark zone, each of which i given by the real part of the inner product of two vector dp=jjpjj and p=jjpjj. 3. Acoutic contrat enitivity with repect to tranfer function error 3.1 Electro-acoutic iatch of a loudpeaker The contrat perturbation can be forulated in ter of the acoutic contrat enitivity by ubtituting Eq. (7) into Eq. (16). Specifically, db=b ¼ K;ag a þ K ;ph / ; (17) K;ag ¼ 2ðRe½ðpH b =jjp bjjþðp b =jjp bjjþš Re½ðp H d =jjp djjþðp d =jjp djjþšþ; (18) K ;ph ¼ð 2ÞðI½ðpH b =jjp bjjþðp b =jjp bjjþš I½ðp H d =jjp djjþðp d =jjp djjþšþ; (19) where K;ag and K ;ph repreent contrat enitivitie due to the agnitude and phae error in the lth loudpeaker, repectively. The contrat enitivity depend on the inner product of the total preure p and the preure of the lth loudpeaker p. Therefore in general, the loudpeaker that contribute ore to the total preure field ha greater contrat enitivity. However, the final contrat enitivity i deterined by the real part of the inner product for the agnitude iatch, and the iaginary part for the phae iatch. 3.2 Electro-acoutic iatch of a icrophone In the cae of electro-acoutic iatch of nth icrophone, unlike the cae of the loudpeaker, the preure perturbation only occur at the poition of the nth icrophone. Fro Eq. (8) and (16), the contrat enitivity can be decribed a K ðnþ ;ag ¼ 8 < : 2jpðr*ðnÞ Þj2 =jjp b jj 2 2jpðr * ðnþ Þj2 =jjp d jj 2 ðr * ðnþ ðr * ðnþ 2 V bþ 2 V dþ; (20) J. Acout. Soc. A. 134 (1), July 2013 Park et al.: Acoutic contrat enitivity to error EL115 Downloaded 23 Sep 2013 to Reditribution ubject to ASA licene or copyright; ee

5 K ðnþ ;ph ¼ 0; (21) where K;ag ðnþ and K ðnþ ;ph are the contrat enitivitie for agnitude and phae error at the nth icrophone, repectively. Fro Eq. (20), it can be een that the contrat enitivity to the agnitude error i given by the ratio between the energy eaured by the nth icrophone and the total ound energy in a zone. Conequently, the icrophone located at the poition with higher preure level i ore enitive to the agnitude error than other icrophone. An additional intereting apect of the icrophone phae error i that the contrat enitivity i alway zero [Eq. (21)] becaue the eaured preure i quared during the energy calculation. Therefore it can be concluded that a far a the acoutic contrat i concerned, the phae calibration i unneceary. 3.3 Poition iatch of a loudpeaker or icrophone When there i a iatch only at the lth loudpeaker poition, fro Eq. (13) and (16), the contrat perturbation can be calculated a db b ¼ K * ;po dr* ; (22) K * ;po ¼ 2xq 0ðI½ðp H b =jjp bjjþðu * b =jjp bjjþš I½ðp H d =jjp djjþðu * d =jjp djjþšþ; (23) where K * ;po i the contrat enitivity vector due to the lth loudpeaker poition iatch. The contrat enitivity vector for loudpeaker poition iatch depend on the inner product 7 between the total preure field p and velocity field of the lth loudpeaker * u and the iaginary part given by Eq. (23) i proportional to the reactive intenity generated by the total preure field and the velocity field. For the poition iatch of the nth icrophone, the contrat enitivity vector K * ðnþ ;po can be derived by ubtituting Eq. (14) into Eq. (16). Specifically, ( K * ðnþ ;po ¼ 2xq 0I½pðr *ðnþ ðr * ðnþ Þu* Þ =jjp b jj 2 Š ðr * ðnþ 2 V bþ 2xq 0 I½pðr * ðnþ ðr * ðnþ Þu* Þ =jjp d jj 2 Š ðr * ðnþ 2 V dþ: The contrat enitivity for the icrophone poition iatch can be evaluated fro the reactive intenity at the icrophone location. Thi iplie that the contrat enitivitie for both the loudpeaker and icrophone poition iatche can be expreed in ter of the reactive intenity. 4. Analyi of acoutic contrat enitivity 4.1 Exeplary deign of a peronal audio yte We now evaluate the contrat enitivity of a peronal audio yte and deontrate how thi ethod of analyi can be ued practically. A an exaple of the peronal audio yte, a linear array with nine equally paced loudpeaker the aperture ize L of which i 0.34 i conidered 2 [ee Fig. 1(a)]. The bright and dark zone are apled with equal pacing (D ¼ 0.02 ) in x and y direction by 1000 (¼ðB t D t BDÞ=D 2 ) icrophone. For thi iulation, under the free field (or anechoic) condition, the loudpeaker are conidered to be onopole ource the control ignal of which are deterined by the acoutic contrat axiization. 5 The preure field at 3 khz, generated by the yte, i depicted in Fig. 1(b). 4.2 Contrat enitivity ap with repect to tranfer function error Figure 2 and 3 depict the contrat enitivitie with repect to the electro-acoutic/poition iatche of icrophone/loudpeaker, which are tered the contrat enitivity ap. (24) EL116 J. Acout. Soc. A. 134 (1), July 2013 Park et al.: Acoutic contrat enitivity to error Downloaded 23 Sep 2013 to Reditribution ubject to ASA licene or copyright; ee

6 Fig. 1. (a) Configuration of a peronal audio yte; the bright zone (V b ) i the region that include the aued uer location, and the dark zone (V d ) i configured near the bright zone (B t ¼ 0:8, B ¼ 0:4, D t ¼ 0:6, D ¼ 0:2, and D ¼ 0:02 ); nine onopole are aued a control loudpeaker (L ¼ 0:32, D ¼ 0:04 ). (b) Preure field (agnitude) generated by the contrat axiization [noralized by the preure at ðx; yþ ¼ð0; 0:4Þ]. The contrat enitivity ap reveal which loudpeaker or icrophone i enitive to the error when the peronal audio yte i driven by the pre-deterined control ignal. In Fig. 2, it can be oberved that the icrophone with higher preure level [ee Fig. 1(b)] i ore enitive (either in poitive or negative direction) than the other. Therefore both in the bright and dark zone, the agnitude calibration of a icrophone in the high aplitude region hould be perfored ore carefully. The contrat enitivity againt the phae error of a icrophone i alway zero, and hence i not hown. Meanwhile, the contrat enitivity of the loudpeaker attain the value of zero for all loudpeaker (not hown). Zero contrat enitivity i the peculiar feature of the peronal audio yte controlled by the acoutic contrat axiization, i.e., the contrat enitivity ay not be zero when loudpeaker are controlled by other control chee. The acoutic contrat axiization chooe the tationary point of the acoutic contrat (@b=@q ¼ 0) a the optial olution atifying the relation ðh H b H b =N bþq ¼ bðh H d H d =N dþq, 5 which draw the zero contrat enitivity. However, thi doe not ean that the acoutic contrat doe not change irrepective of the loudpeaker error. If the all error auption of Eq. (5) and (10) i not valid, the econd-order ter of the contrat perturbation cannot be neglected; db=b ¼ ðjjp b jj2 =jjp b jj 2 jjp d jj2 = jjp d jj 2 Þfða Þ 2 þð/ Þ 2 g. The ditribution of contrat enitivity vector i arked with arrow in Fig. 3. The direction of each arrow indicate the direction that i ot enitive to the icrophone/loudpeaker poition iatch, and the length of the arrow reflect the odulu of Fig. 2. Contrat enitivity ap (frequency at 3 khz) with repect to the electro-acoutic iatch of a icrophone (K;ag). ðnþ The poitive/negative ign of enitivity repreent the increae/decreae of the contrat, and for each cae, the enitivitie are noralized by the overall axial enitivity (jk;agj ðnþ ax ¼ 6: ). J. Acout. Soc. A. 134 (1), July 2013 Park et al.: Acoutic contrat enitivity to error EL117 Downloaded 23 Sep 2013 to Reditribution ubject to ASA licene or copyright; ee

7 Fig. 3. Contrat enitivity ap (drawn for a ingle frequency of 3 khz) with repect to the poition iatch of (a) icrophone (K * ðnþ ;po ) and (b) loudpeaker (K* ;po )in 1. The length of arrow i noralized by the overall axiu odulu of enitivity vector for each cae. contrat enitivity vector. The reultant contrat perturbation i deterined by the inner product of the contrat enitivity vector and the poition iatch vector (dr * or dr * ðnþ ). 5. Concluion The change in the perforance of a peronal audio yte i invetigated for variou tranfer function error. To thi end, the enitivity of acoutic contrat i defined and atheatically expreed in ter of the degree of preure perturbation with an auption that the error or perturbation in the tranfer function i o all that it higher order ter can be neglected. The contrat enitivity i exained for the electro-acoutic iatch of icrophone and loudpeaker, a well a for their poition iatche. To viualize the ditribution of contrat enitivity for variou type of error, a contrat enitivity ap i introduced, and the reult for an exeplary cae of a line array of loudpeaker are explained. It i deontrated that the analyi on the acoutic contrat enitivity can be a ueful guide in the realization of a robut peronal audio yte. Acknowledgent Thi work wa upported in part by the Minitry of Knowledge Econoy grant funded by the Korea governent (Grant No ), and the BK21 (Brain Korea 21) project initiated by the Minitry of Education, Science and Technology, the Converging Reearch Center Progra funded by the Minitry of Education, Science and Technology (2012K001329), and Unanned Technology Reearch Center (UTRC) at Korea Advanced Intitute of Science and Technology (KAIST), originally funded by DAPA, ADD. Reference and link 1 S. J. Elliott and M. Jone, An active headret for peronal audio, J. Acout. Soc. A. 119(5), (2006). 2 J.-H. Chang, C.-H. Lee, J.-Y. Park, and Y.-H. Ki, A realization of ound focued peronal audio yte uing acoutic contrat control, J. Acout. Soc. A. 125(4), (2009). 3 J.-Y. Park, M. Song, J.-H. Chang, and Y.-H. Ki, Acoutic brightne/contrat control perforance due to tranfer function error, in Proceeding of 16th International Congre on Sound and Vibration, Krakow, Poland (July 5 9, 2009). 4 S. J. Elliott, J. Cheer, J.-W. Choi, and Y. Ki, Robutne and regularization of peronal audio yte, IEEE Tran. Audio, Speech, Lang. Proce. 20(7), (2012). 5 J.-W. Choi and Y.-H. Ki, Generation of an acoutically bright zone within an illuinated region, J. Acout. Soc. A. 111(4), (2002). 6 K.-U. Na and Y.-H. Ki, Error due to enor and poition iatch in planar acoutic holography, J. Acout. Soc. A. 106(4), (1999). 7 J.-W. Choi and Y.-H. Ki, Manipulation of ound intenity within a elected region uing ultiple ource, J. Acout. Soc. A. 116(2), (2004). EL118 J. Acout. Soc. A. 134 (1), July 2013 Park et al.: Acoutic contrat enitivity to error Downloaded 23 Sep 2013 to Reditribution ubject to ASA licene or copyright; ee

The Extended Balanced Truncation Algorithm

The Extended Balanced Truncation Algorithm International Journal of Coputing and Optiization Vol. 3, 2016, no. 1, 71-82 HIKARI Ltd, www.-hikari.co http://dx.doi.org/10.12988/ijco.2016.635 The Extended Balanced Truncation Algorith Cong Huu Nguyen

More information

Study on the effect of vent on the electroacoustic absorber

Study on the effect of vent on the electroacoustic absorber INTER-NOISE 016 Study on the effect of vent on the electroacoutic aborber Youngeun Cho 1 ; Semyung Wang 1, Gwangju Intitute of Science and Technology, Republic of Korea ABSTRACT Electroacoutic aborber

More information

An Exact Solution for the Deflection of a Clamped Rectangular Plate under Uniform Load

An Exact Solution for the Deflection of a Clamped Rectangular Plate under Uniform Load Applied Matheatical Science, Vol. 1, 007, no. 3, 19-137 An Exact Solution for the Deflection of a Claped Rectangular Plate under Unifor Load C.E. İrak and İ. Gerdeeli Itanbul Technical Univerity Faculty

More information

Determination of the local contrast of interference fringe patterns using continuous wavelet transform

Determination of the local contrast of interference fringe patterns using continuous wavelet transform Determination of the local contrat of interference fringe pattern uing continuou wavelet tranform Jong Kwang Hyok, Kim Chol Su Intitute of Optic, Department of Phyic, Kim Il Sung Univerity, Pyongyang,

More information

Image Denoising Based on Non-Local Low-Rank Dictionary Learning

Image Denoising Based on Non-Local Low-Rank Dictionary Learning Advanced cience and Technology Letter Vol.11 (AT 16) pp.85-89 http://dx.doi.org/1.1457/atl.16. Iage Denoiing Baed on Non-Local Low-Rank Dictionary Learning Zhang Bo 1 1 Electronic and Inforation Engineering

More information

Copyright 1967, by the author(s). All rights reserved.

Copyright 1967, by the author(s). All rights reserved. Copyright 1967, by the author(). All right reerved. Permiion to make digital or hard copie of all or part of thi work for peronal or claroom ue i granted without fee provided that copie are not made or

More information

Scale Efficiency in DEA and DEA-R with Weight Restrictions

Scale Efficiency in DEA and DEA-R with Weight Restrictions Available online at http://ijdea.rbiau.ac.ir Int. J. Data Envelopent Analyi (ISSN 2345-458X) Vol.2, No.2, Year 2014 Article ID IJDEA-00226, 5 page Reearch Article International Journal of Data Envelopent

More information

MODE SHAPE EXPANSION FROM DATA-BASED SYSTEM IDENTIFICATION PROCEDURES

MODE SHAPE EXPANSION FROM DATA-BASED SYSTEM IDENTIFICATION PROCEDURES Mecánica Coputacional Vol XXV, pp. 1593-1602 Alberto Cardona, Norberto Nigro, Victorio Sonzogni, Mario Storti. (Ed.) Santa Fe, Argentina, Noviebre 2006 MODE SHAPE EXPANSION FROM DATA-BASED SYSTEM IDENTIFICATION

More information

On the Use of High-Order Moment Matching to Approximate the Generalized-K Distribution by a Gamma Distribution

On the Use of High-Order Moment Matching to Approximate the Generalized-K Distribution by a Gamma Distribution On the Ue of High-Order Moent Matching to Approxiate the Generalized- Ditribution by a Gaa Ditribution Saad Al-Ahadi Departent of Syte & Coputer Engineering Carleton Univerity Ottawa Canada aahadi@ce.carleton.ca

More information

Advanced D-Partitioning Analysis and its Comparison with the Kharitonov s Theorem Assessment

Advanced D-Partitioning Analysis and its Comparison with the Kharitonov s Theorem Assessment Journal of Multidiciplinary Engineering Science and Technology (JMEST) ISSN: 59- Vol. Iue, January - 5 Advanced D-Partitioning Analyi and it Comparion with the haritonov Theorem Aement amen M. Yanev Profeor,

More information

DIFFERENTIAL EQUATIONS

DIFFERENTIAL EQUATIONS Matheatic Reviion Guide Introduction to Differential Equation Page of Author: Mark Kudlowki MK HOME TUITION Matheatic Reviion Guide Level: A-Level Year DIFFERENTIAL EQUATIONS Verion : Date: 3-4-3 Matheatic

More information

Lecture 17: Frequency Response of Amplifiers

Lecture 17: Frequency Response of Amplifiers ecture 7: Frequency epone of Aplifier Gu-Yeon Wei Diiion of Engineering and Applied Science Harard Unierity guyeon@eec.harard.edu Wei Oeriew eading S&S: Chapter 7 Ski ection ince otly decribed uing BJT

More information

IN SUPERVISING the correct operation of dynamic plants,

IN SUPERVISING the correct operation of dynamic plants, 1158 IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, VOL. 14, NO. 6, NOVEMBER 2006 Nonlinear Fault Detection and Iolation in a Three-Tank Heating Syte Raffaella Mattone and Aleandro De Luca, Senior Meber,

More information

Overflow from last lecture: Ewald construction and Brillouin zones Structure factor

Overflow from last lecture: Ewald construction and Brillouin zones Structure factor Lecture 5: Overflow from lat lecture: Ewald contruction and Brillouin zone Structure factor Review Conider direct lattice defined by vector R = u 1 a 1 + u 2 a 2 + u 3 a 3 where u 1, u 2, u 3 are integer

More information

Ranking DEA Efficient Units with the Most Compromising Common Weights

Ranking DEA Efficient Units with the Most Compromising Common Weights The Sixth International Sypoiu on Operation Reearch and It Application ISORA 06 Xiniang, China, Augut 8 12, 2006 Copyright 2006 ORSC & APORC pp. 219 234 Ranking DEA Efficient Unit with the Mot Coproiing

More information

Topic 7 Fuzzy expert systems: Fuzzy inference

Topic 7 Fuzzy expert systems: Fuzzy inference Topic 7 Fuzzy expert yte: Fuzzy inference adani fuzzy inference ugeno fuzzy inference Cae tudy uary Fuzzy inference The ot coonly ued fuzzy inference technique i the o-called adani ethod. In 975, Profeor

More information

Conservation of Energy

Conservation of Energy Add Iportant Conervation of Energy Page: 340 Note/Cue Here NGSS Standard: HS-PS3- Conervation of Energy MA Curriculu Fraework (006):.,.,.3 AP Phyic Learning Objective: 3.E.., 3.E.., 3.E..3, 3.E..4, 4.C..,

More information

Isentropic Sound Waves Propagation in a Tube Filled with a Porous Media

Isentropic Sound Waves Propagation in a Tube Filled with a Porous Media INTERNATIONAL JOURNAL OF ECHANICS Ientropic Sound Wave Propagation in a Tube Filled with a Porou edia H.. Duwairi Abtract A rigid frame, cylindrical capillary theory of ound propagation in porou media

More information

Gain and Phase Margins Based Delay Dependent Stability Analysis of Two- Area LFC System with Communication Delays

Gain and Phase Margins Based Delay Dependent Stability Analysis of Two- Area LFC System with Communication Delays Gain and Phae Margin Baed Delay Dependent Stability Analyi of Two- Area LFC Sytem with Communication Delay Şahin Sönmez and Saffet Ayaun Department of Electrical Engineering, Niğde Ömer Halidemir Univerity,

More information

LOAD AND RESISTANCE FACTOR DESIGN APPROACH FOR FATIGUE OF MARINE STRUCTURES

LOAD AND RESISTANCE FACTOR DESIGN APPROACH FOR FATIGUE OF MARINE STRUCTURES 8 th ACE pecialty Conference on Probabilitic Mechanic and tructural Reliability PMC2000-169 LOAD AND REITANCE FACTOR DEIGN APPROACH FOR FATIGUE OF MARINE TRUCTURE Abtract I.A. Aakkaf, G. ACE, and B.M.

More information

Lecture 10 Filtering: Applied Concepts

Lecture 10 Filtering: Applied Concepts Lecture Filtering: Applied Concept In the previou two lecture, you have learned about finite-impule-repone (FIR) and infinite-impule-repone (IIR) filter. In thee lecture, we introduced the concept of filtering

More information

CHAPTER 4 DESIGN OF STATE FEEDBACK CONTROLLERS AND STATE OBSERVERS USING REDUCED ORDER MODEL

CHAPTER 4 DESIGN OF STATE FEEDBACK CONTROLLERS AND STATE OBSERVERS USING REDUCED ORDER MODEL 98 CHAPTER DESIGN OF STATE FEEDBACK CONTROLLERS AND STATE OBSERVERS USING REDUCED ORDER MODEL INTRODUCTION The deign of ytem uing tate pace model for the deign i called a modern control deign and it i

More information

LEARNING DISCRIMINATIVE BASIS COEFFICIENTS FOR EIGENSPACE MLLR UNSUPERVISED ADAPTATION. Yajie Miao, Florian Metze, Alex Waibel

LEARNING DISCRIMINATIVE BASIS COEFFICIENTS FOR EIGENSPACE MLLR UNSUPERVISED ADAPTATION. Yajie Miao, Florian Metze, Alex Waibel LEARNING DISCRIMINATIVE BASIS COEFFICIENTS FOR EIGENSPACE MLLR UNSUPERVISED ADAPTATION Yajie Miao, Florian Metze, Alex Waibel Language Technologie Intitute, Carnegie Mellon Univerity, Pittburgh, PA, USA

More information

m 0 are described by two-component relativistic equations. Accordingly, the noncharged

m 0 are described by two-component relativistic equations. Accordingly, the noncharged Generalized Relativitic Equation of Arbitrary Ma and Spin and Bai Set of Spinor Function for It Solution in Poition, Moentu and Four-Dienional Space Abtract I.I.Gueinov Departent of Phyic, Faculty of Art

More information

Lecture 2 Phys 798S Spring 2016 Steven Anlage. The heart and soul of superconductivity is the Meissner Effect. This feature uniquely distinguishes

Lecture 2 Phys 798S Spring 2016 Steven Anlage. The heart and soul of superconductivity is the Meissner Effect. This feature uniquely distinguishes ecture Phy 798S Spring 6 Steven Anlage The heart and oul of uperconductivity i the Meiner Effect. Thi feature uniquely ditinguihe uperconductivity fro any other tate of atter. Here we dicu oe iple phenoenological

More information

Performance Analysis of a Three-Channel Control Architecture for Bilateral Teleoperation with Time Delay

Performance Analysis of a Three-Channel Control Architecture for Bilateral Teleoperation with Time Delay Extended Suary pp.1224 1230 Perforance Analyi of a Three-Channel Control Architecture for Bilateral Teleoperation with Tie Delay Ryogo Kubo Meber (Keio Univerity, kubo@u.d.keio.ac.jp) Noriko Iiyaa Student

More information

ADAPTIVE CONTROL DESIGN FOR A SYNCHRONOUS GENERATOR

ADAPTIVE CONTROL DESIGN FOR A SYNCHRONOUS GENERATOR ADAPTIVE CONTROL DESIGN FOR A SYNCHRONOUS GENERATOR SAEED ABAZARI MOHSEN HEIDARI NAVID REZA ABJADI Key word: Adaptive control Lyapunov tability Tranient tability Mechanical power. The operating point of

More information

THE BICYCLE RACE ALBERT SCHUELLER

THE BICYCLE RACE ALBERT SCHUELLER THE BICYCLE RACE ALBERT SCHUELLER. INTRODUCTION We will conider the ituation of a cyclit paing a refrehent tation in a bicycle race and the relative poition of the cyclit and her chaing upport car. The

More information

Evolutionary Algorithms Based Fixed Order Robust Controller Design and Robustness Performance Analysis

Evolutionary Algorithms Based Fixed Order Robust Controller Design and Robustness Performance Analysis Proceeding of 01 4th International Conference on Machine Learning and Computing IPCSIT vol. 5 (01) (01) IACSIT Pre, Singapore Evolutionary Algorithm Baed Fixed Order Robut Controller Deign and Robutne

More information

The Influence of the Load Condition upon the Radial Distribution of Electromagnetic Vibration and Noise in a Three-Phase Squirrel-Cage Induction Motor

The Influence of the Load Condition upon the Radial Distribution of Electromagnetic Vibration and Noise in a Three-Phase Squirrel-Cage Induction Motor The Influence of the Load Condition upon the Radial Ditribution of Electromagnetic Vibration and Noie in a Three-Phae Squirrel-Cage Induction Motor Yuta Sato 1, Iao Hirotuka 1, Kazuo Tuboi 1, Maanori Nakamura

More information

Chemistry I Unit 3 Review Guide: Energy and Electrons

Chemistry I Unit 3 Review Guide: Energy and Electrons Cheitry I Unit 3 Review Guide: Energy and Electron Practice Quetion and Proble 1. Energy i the capacity to do work. With reference to thi definition, decribe how you would deontrate that each of the following

More information

Periodic Table of Physical Elements

Periodic Table of Physical Elements Periodic Table of Phyical Eleent Periodic Table of Phyical Eleent Author:Zhiqiang Zhang fro Dalian, China Eail: dlxinzhigao@6.co ABSTRACT Thi i one of y original work in phyic to preent periodic table

More information

A Compensated Acoustic Actuator for Systems with Strong Dynamic Pressure Coupling

A Compensated Acoustic Actuator for Systems with Strong Dynamic Pressure Coupling A Compenated Acoutic Actuator for Sytem with Strong Dynamic Preure Coupling Submitted to ASME Journal of Vibration and Acoutic July.997 Charle Birdong and Clark J. Radcliffe Department of Mechanical Engineering

More information

CHAPTER 13 FILTERS AND TUNED AMPLIFIERS

CHAPTER 13 FILTERS AND TUNED AMPLIFIERS HAPTE FILTES AND TUNED AMPLIFIES hapter Outline. Filter Traniion, Type and Specification. The Filter Tranfer Function. Butterworth and hebyhev Filter. Firt Order and Second Order Filter Function.5 The

More information

The Features For Dark Matter And Dark Flow Found.

The Features For Dark Matter And Dark Flow Found. The Feature For Dark Matter And Dark Flow Found. Author: Dan Vier, Alere, the Netherland Date: January 04 Abtract. Fly-By- and GPS-atellite reveal an earth-dark atter-halo i affecting the orbit-velocitie

More information

Bogoliubov Transformation in Classical Mechanics

Bogoliubov Transformation in Classical Mechanics Bogoliubov Tranformation in Claical Mechanic Canonical Tranformation Suppoe we have a et of complex canonical variable, {a j }, and would like to conider another et of variable, {b }, b b ({a j }). How

More information

Research Article An Extension of Cross Redundancy of Interval Scale Outputs and Inputs in DEA

Research Article An Extension of Cross Redundancy of Interval Scale Outputs and Inputs in DEA Hindawi Publihing Corporation pplied Matheatic Volue 2013, rticle ID 658635, 7 page http://dx.doi.org/10.1155/2013/658635 Reearch rticle n Extenion of Cro Redundancy of Interval Scale Output and Input

More information

CHEAP CONTROL PERFORMANCE LIMITATIONS OF INPUT CONSTRAINED LINEAR SYSTEMS

CHEAP CONTROL PERFORMANCE LIMITATIONS OF INPUT CONSTRAINED LINEAR SYSTEMS Copyright 22 IFAC 5th Triennial World Congre, Barcelona, Spain CHEAP CONTROL PERFORMANCE LIMITATIONS OF INPUT CONSTRAINED LINEAR SYSTEMS Tritan Pérez Graham C. Goodwin Maria M. Serón Department of Electrical

More information

24P 2, where W (measuring tape weight per meter) = 0.32 N m

24P 2, where W (measuring tape weight per meter) = 0.32 N m Ue of a 1W Laer to Verify the Speed of Light David M Verillion PHYS 375 North Carolina Agricultural and Technical State Univerity February 3, 2018 Abtract The lab wa et up to verify the accepted value

More information

Convergence of a Fixed-Point Minimum Error Entropy Algorithm

Convergence of a Fixed-Point Minimum Error Entropy Algorithm Entropy 05, 7, 5549-5560; doi:0.3390/e7085549 Article OPE ACCESS entropy ISS 099-4300 www.dpi.co/journal/entropy Convergence of a Fixed-Point Miniu Error Entropy Algorith Yu Zhang, Badong Chen, *, Xi Liu,

More information

Investigation of application of extractive distillation method in chloroform manufacture

Investigation of application of extractive distillation method in chloroform manufacture Invetigation of application of etractive ditillation ethod in chlorofor anufacture Proceeding of uropean Congre of Cheical ngineering (CC-6) Copenhagen, 16-20 Septeber 2007 Invetigation of application

More information

Tuned vibration absorbers for control of noise radiated by a panel

Tuned vibration absorbers for control of noise radiated by a panel Proceeding of ACOUSICS 9 3-5 November 9, Adelaide, Autralia uned vibration aborber for control of noie radiated by a panel Swee S. Kuik, Carl Q. Howard, Colin H. Hanen & Anthony C. Zander School of echanical

More information

An estimation approach for autotuning of event-based PI control systems

An estimation approach for autotuning of event-based PI control systems Acta de la XXXIX Jornada de Automática, Badajoz, 5-7 de Septiembre de 08 An etimation approach for autotuning of event-baed PI control ytem Joé Sánchez Moreno, María Guinaldo Loada, Sebatián Dormido Departamento

More information

Nanotechnology and high-precision optical displacement sensor design for optomechatronical systems

Nanotechnology and high-precision optical displacement sensor design for optomechatronical systems Nanotechnology and high-preciion optical diplaceent enor deign for optoechatronical yte A. Rotai* a, b, c, R. Yadipour a and K. Abbaian a, Z. D. Koozehkanani a, A. Ghanbari b, c, d and F. J. Sharifi e

More information

Hybrid technique based on chirp effect and phase shifts for spectral Talbot effect in sampled fiber Bragg gratings (FBGs)

Hybrid technique based on chirp effect and phase shifts for spectral Talbot effect in sampled fiber Bragg gratings (FBGs) Optica Applicata, Vol. XLI, No. 1, 011 Hybrid technique baed on chirp effect and phae hift for pectral Talbot effect in apled fiber Bragg grating (FBG) GUO DENG *, WEI PAN Center for Inforation Photonic

More information

1-D SEDIMENT NUMERICAL MODEL AND ITS APPLICATION. Weimin Wu 1 and Guolu Yang 2

1-D SEDIMENT NUMERICAL MODEL AND ITS APPLICATION. Weimin Wu 1 and Guolu Yang 2 U-CHINA WORKHOP ON ADVANCED COMPUTATIONAL MODELLING IN HYDROCIENCE & ENGINEERING epteber 9-, Oxford, Miiippi, UA -D EDIMENT NUMERICAL MODEL AND IT APPLICATION Weiin Wu and Guolu Yang ABTRACT A one dienional

More information

Research Article An Adaptive Regulator for Space Teleoperation System in Task Space

Research Article An Adaptive Regulator for Space Teleoperation System in Task Space Abtract and Applied Analyi, Article ID 586, 7 page http://dx.doi.org/.55/24/586 Reearch Article An Adaptive Regulator for Space Teleoperation Syte in Tak Space Chao Ge, Weiwei Zhang, Hong Wang, and Xiaoyi

More information

ANALOG REALIZATIONS OF FRACTIONAL-ORDER INTEGRATORS/DIFFERENTIATORS A Comparison

ANALOG REALIZATIONS OF FRACTIONAL-ORDER INTEGRATORS/DIFFERENTIATORS A Comparison AALOG REALIZATIOS OF FRACTIOAL-ORDER ITEGRATORS/DIFFERETIATORS A Coparion Guido DEESD, Technical Univerity of Bari, Via de Gaperi, nc, I-7, Taranto, Italy gaione@poliba.it Keyword: Abtract: on-integer-order

More information

Problem Set 8 Solutions

Problem Set 8 Solutions Deign and Analyi of Algorithm April 29, 2015 Maachuett Intitute of Technology 6.046J/18.410J Prof. Erik Demaine, Srini Devada, and Nancy Lynch Problem Set 8 Solution Problem Set 8 Solution Thi problem

More information

A First Digit Theorem for Square-Free Integer Powers

A First Digit Theorem for Square-Free Integer Powers Pure Matheatical Science, Vol. 3, 014, no. 3, 19-139 HIKARI Ltd, www.-hikari.co http://dx.doi.org/10.1988/p.014.4615 A Firt Digit Theore or Square-Free Integer Power Werner Hürliann Feldtrae 145, CH-8004

More information

III.9. THE HYSTERESIS CYCLE OF FERROELECTRIC SUBSTANCES

III.9. THE HYSTERESIS CYCLE OF FERROELECTRIC SUBSTANCES III.9. THE HYSTERESIS CYCLE OF FERROELECTRIC SBSTANCES. Work purpoe The analyi of the behaviour of a ferroelectric ubtance placed in an eternal electric field; the dependence of the electrical polariation

More information

On the Isentropic Forchheimer s Sound Waves Propagation in a Cylindrical Tube Filled with a Porous Media

On the Isentropic Forchheimer s Sound Waves Propagation in a Cylindrical Tube Filled with a Porous Media 5th WSEAS Int. Conf. on FLUID MECHANICS (FLUIDS') Acapulco, Mexico, January 5-7, On the Ientropic Forchheimer Sound Wave Propagation in a Cylindrical Tube Filled with a Porou Media H. M. Dwairi Civil Engineering

More information

A Simplified Methodology for the Synthesis of Adaptive Flight Control Systems

A Simplified Methodology for the Synthesis of Adaptive Flight Control Systems A Simplified Methodology for the Synthei of Adaptive Flight Control Sytem J.ROUSHANIAN, F.NADJAFI Department of Mechanical Engineering KNT Univerity of Technology 3Mirdamad St. Tehran IRAN Abtract- A implified

More information

Lecture 2 DATA ENVELOPMENT ANALYSIS - II

Lecture 2 DATA ENVELOPMENT ANALYSIS - II Lecture DATA ENVELOPMENT ANALYSIS - II Learning objective To eplain Data Envelopent Anali for ultiple input and ultiple output cae in the for of linear prograing .5 DEA: Multiple input, ultiple output

More information

FRTN10 Exercise 3. Specifications and Disturbance Models

FRTN10 Exercise 3. Specifications and Disturbance Models FRTN0 Exercie 3. Specification and Diturbance Model 3. A feedback ytem i hown in Figure 3., in which a firt-order proce if controlled by an I controller. d v r u 2 z C() P() y n Figure 3. Sytem in Problem

More information

An Image-encoded Mach-Zehnder Joint Transform Correlator for Polychromatic Pattern Recognition with Multi-level Quantized Reference Functions

An Image-encoded Mach-Zehnder Joint Transform Correlator for Polychromatic Pattern Recognition with Multi-level Quantized Reference Functions Proceeding of the International MultiConference of Engineer and Computer Scientit 008 Vol I IMECS 008, 19-1 March, 008, Hong Kong An Image-encoded Mach-Zehnder Joint Tranform Correlator for Polychromatic

More information

Privacy-Preserving Point-to-Point Transportation Traffic Measurement through Bit Array Masking in Intelligent Cyber-Physical Road Systems

Privacy-Preserving Point-to-Point Transportation Traffic Measurement through Bit Array Masking in Intelligent Cyber-Physical Road Systems Privacy-Preerving Point-to-Point Tranportation Traffic Meaureent through Bit Array Making in Intelligent Cyber-Phyical Road Syte Yian Zhou Qingjun Xiao Zhen Mo Shigang Chen Yafeng Yin Departent of Coputer

More information

SERIES COMPENSATION: VOLTAGE COMPENSATION USING DVR (Lectures 41-48)

SERIES COMPENSATION: VOLTAGE COMPENSATION USING DVR (Lectures 41-48) Chapter 5 SERIES COMPENSATION: VOLTAGE COMPENSATION USING DVR (Lecture 41-48) 5.1 Introduction Power ytem hould enure good quality of electric power upply, which mean voltage and current waveform hould

More information

COPRIME ARRAYS AND SAMPLERS FOR SPACE-TIME ADAPTIVE PROCESSING

COPRIME ARRAYS AND SAMPLERS FOR SPACE-TIME ADAPTIVE PROCESSING COPRIE ARRAYS AND SAPLERS FOR SPACE-IE ADAPIVE PROCESSING Chun-Lin Liu 1 and P. P. Vaidyanathan 2 Dept. of Electrical Engineering, 136-93 California Intitute of echnology, Paadena, CA 91125, USA E-mail:

More information

THE PARAMETERIZATION OF ALL TWO-DEGREES-OF-FREEDOM SEMISTRONGLY STABILIZING CONTROLLERS. Tatsuya Hoshikawa, Kou Yamada and Yuko Tatsumi

THE PARAMETERIZATION OF ALL TWO-DEGREES-OF-FREEDOM SEMISTRONGLY STABILIZING CONTROLLERS. Tatsuya Hoshikawa, Kou Yamada and Yuko Tatsumi International Journal of Innovative Computing, Information Control ICIC International c 206 ISSN 349-498 Volume 2, Number 2, April 206 pp. 357 370 THE PARAMETERIZATION OF ALL TWO-DEGREES-OF-FREEDOM SEMISTRONGLY

More information

Standard Guide for Conducting Ruggedness Tests 1

Standard Guide for Conducting Ruggedness Tests 1 Deignation: E 69 89 (Reapproved 996) Standard Guide for Conducting Ruggedne Tet AMERICA SOCIETY FOR TESTIG AD MATERIALS 00 Barr Harbor Dr., Wet Conhohocken, PA 948 Reprinted from the Annual Book of ASTM

More information

PI control system design for Electromagnetic Molding Machine based on Linear Programing

PI control system design for Electromagnetic Molding Machine based on Linear Programing PI control ytem deign for Electromagnetic Molding Machine baed on Linear Programing Takayuki Ihizaki, Kenji Kahima, Jun-ichi Imura*, Atuhi Katoh and Hirohi Morita** Abtract In thi paper, we deign a PI

More information

Auditorium & Room Acoustics

Auditorium & Room Acoustics UIUC Phyic 406 Acoutical Phyic of Muic Auditoriu & Roo Acoutic Sound out in the open, ditance r away fro ound ource: Free Field r Sound Intenity I () r = Power 4pr ound ource: r Intenity, I in Watt/ (ince

More information

MODELING OF NEGATIVE INFLUENCES AT THE SIGNAL TRANSMISSION IN THE OPTICAL MEDIUM. Rastislav Róka, Filip Čertík

MODELING OF NEGATIVE INFLUENCES AT THE SIGNAL TRANSMISSION IN THE OPTICAL MEDIUM. Rastislav Róka, Filip Čertík MODELING OF NEGATIVE INFLUENCES AT THE SIGNAL TRANSMISSION IN THE OPTICAL MEDIUM Ratilav Róka, Filip Čertík Intitute of Telecommunication, FEEIT, Slovak Univerity of Technology in Bratilava E-mail: ratilav.roka@tuba.k,

More information

Development of a novel dynamic friction model and precise tracking control using adaptive back-stepping sliding mode controller

Development of a novel dynamic friction model and precise tracking control using adaptive back-stepping sliding mode controller Mechatronic 6 (2006) 97 04 Development of a novel dynamic friction model and precie tracking control uing adaptive back-tepping liding mode controller Jeong Ju Choi a, eong Ik Han b, Jong hik Kim c, *

More information

Investment decision for supply chain resilience based on Evolutionary Game theory

Investment decision for supply chain resilience based on Evolutionary Game theory Invetent deciion for upply chain reilience baed on Evolutionary Gae theory Xiaowei Ji(jixw@hut.edu.cn), Haijun Wang Manageent School Huazhong Univerity of Science and Technology Wuhan, Hubei, 4374, China

More information

4.5 Evaporation and Diffusion Evaporation and Diffusion through Quiescent Air (page 286) bulk motion of air and j. y a,2, y j,2 or P a,2, P j,2

4.5 Evaporation and Diffusion Evaporation and Diffusion through Quiescent Air (page 286) bulk motion of air and j. y a,2, y j,2 or P a,2, P j,2 4.5 Evaporation and Diffuion 4.5.4 Evaporation and Diffuion through Quiecent Air (page 86) z bul otion of air and j z diffuion of air (a) diffuion of containant (j) y a,, y j, or P a,, P j, z 1 volatile

More information

Comparison of Low Field Electron Transport Properties in Compounds of groups III-V Semiconductors by Solving Boltzmann Equation Using Iteration Model

Comparison of Low Field Electron Transport Properties in Compounds of groups III-V Semiconductors by Solving Boltzmann Equation Using Iteration Model International Journal of Engineering Invention ISSN: 78-7461, www.ijeijournal.com Volume 1, Iue (September 1) PP: 56-61 Comparion of Low Field Electron Tranport Propertie in Compound of group III-V Semiconductor

More information

ELECTROMAGNETIC FIELD IN THE PRESENCE OF A THREE-LAYERED SPHERICAL REGION

ELECTROMAGNETIC FIELD IN THE PRESENCE OF A THREE-LAYERED SPHERICAL REGION Progre In Electromagnetic Reearch, PIER 45, 103 11, 004 ELECTROMAGNETIC FIELD IN THE PRESENCE OF A THREE-LAYERED SPHERICAL REGION K. Li and S.-O. Park School of Engineering Information and Communication

More information

SIMM Method Based on Acceleration Extraction for Nonlinear Maneuvering Target Tracking

SIMM Method Based on Acceleration Extraction for Nonlinear Maneuvering Target Tracking Journal of Electrical Engineering & Technology Vol. 7, o. 2, pp. 255~263, 202 255 http://dx.doi.org/0.5370/jeet.202.7.2.255 SIMM Method Baed on Acceleration Extraction for onlinear Maneuvering Target Tracking

More information

Fair scheduling in cellular systems in the presence of noncooperative mobiles

Fair scheduling in cellular systems in the presence of noncooperative mobiles 1 Fair cheduling in cellular yte in the preence of noncooperative obile Veeraruna Kavitha +, Eitan Altan R. El-Azouzi + and Rajeh Sundarean Maetro group, INRIA, 2004 Route de Luciole, Sophia Antipoli,

More information

A Constraint Propagation Algorithm for Determining the Stability Margin. The paper addresses the stability margin assessment for linear systems

A Constraint Propagation Algorithm for Determining the Stability Margin. The paper addresses the stability margin assessment for linear systems A Contraint Propagation Algorithm for Determining the Stability Margin of Linear Parameter Circuit and Sytem Lubomir Kolev and Simona Filipova-Petrakieva Abtract The paper addree the tability margin aement

More information

Real Sources (Secondary Sources) Phantom Source (Primary source) LS P. h rl. h rr. h ll. h lr. h pl. h pr

Real Sources (Secondary Sources) Phantom Source (Primary source) LS P. h rl. h rr. h ll. h lr. h pl. h pr Ecient frequency domain ltered-x realization of phantom ource iet C.W. ommen, Ronald M. Aart, Alexander W.M. Mathijen, John Gara, Haiyan He Abtract A phantom ound ource i a virtual ound image which can

More information

Question 1 Equivalent Circuits

Question 1 Equivalent Circuits MAE 40 inear ircuit Fall 2007 Final Intruction ) Thi exam i open book You may ue whatever written material you chooe, including your cla note and textbook You may ue a hand calculator with no communication

More information

Section J8b: FET Low Frequency Response

Section J8b: FET Low Frequency Response ection J8b: FET ow Frequency epone In thi ection of our tudie, we re o to reiit the baic FET aplifier confiuration but with an additional twit The baic confiuration are the ae a we etiated ection J6 of

More information

Axial Unbalanced Magnetic Force in a Permanent Magnet Motor Due to a Skewed Magnet and Rotor Eccentricities

Axial Unbalanced Magnetic Force in a Permanent Magnet Motor Due to a Skewed Magnet and Rotor Eccentricities IEEE TRANSACTIONS ON MAGNETICS, VOL. 53, NO. 11, NOVEMBER 217 82155 Axial Unbalanced Magnetic Force in a Permanent Magnet Motor Due to a Skewed Magnet and Rotor Eccentricitie Chi Ho Kang, Kyung Jin Kang,

More information

Control of industrial robots. Decentralized control

Control of industrial robots. Decentralized control Control of indutrial robot Decentralized control Prof Paolo Rocco (paolorocco@poliiit) Politecnico di Milano Dipartiento di Elettronica, Inforazione e Bioingegneria Introduction Once the deired otion of

More information

Sliding-Mode Bilateral Teleoperation Control Design for Master-Slave Pneumatic Servo Systems

Sliding-Mode Bilateral Teleoperation Control Design for Master-Slave Pneumatic Servo Systems Thi paper appear in Control Engineering Practice, 212. http://dx.doi.org/1.116/j.conengprac.212.2.3 Sliding-Mode Bilateral Teleoperation Control Deign for Mater-Slave Pneuatic Servo Syte R. Moreau 1, M.T.

More information

ON THE APPROXIMATION ERROR IN HIGH DIMENSIONAL MODEL REPRESENTATION. Xiaoqun Wang

ON THE APPROXIMATION ERROR IN HIGH DIMENSIONAL MODEL REPRESENTATION. Xiaoqun Wang Proceeding of the 2008 Winter Simulation Conference S. J. Maon, R. R. Hill, L. Mönch, O. Roe, T. Jefferon, J. W. Fowler ed. ON THE APPROXIMATION ERROR IN HIGH DIMENSIONAL MODEL REPRESENTATION Xiaoqun Wang

More information

SEISMIC GUIDELINES FOR TUNNELS ON ROCK

SEISMIC GUIDELINES FOR TUNNELS ON ROCK October 1-17, 008, Beijing, hina SEISMI GUIDELINES FOR TUNNELS ON ROK Nava-Tritán O. E. 1, Ulie Mena Hernández 1, Enrique Mena Sandoval and Elia Andrade 1 Reearcher, Gerencia de Ingeniería ivil, Intituto

More information

A novel protocol for linearization of the Poisson-Boltzmann equation

A novel protocol for linearization of the Poisson-Boltzmann equation Ann. Univ. Sofia, Fac. Chem. Pharm. 16 (14) 59-64 [arxiv 141.118] A novel protocol for linearization of the Poion-Boltzmann equation Roumen Tekov Department of Phyical Chemitry, Univerity of Sofia, 1164

More information

L. (2016) A 2016 IEEE

L. (2016) A 2016 IEEE Simon, G. and Andrade, M. A. B. and Roolvink, D. and Cormack, P. A. G. and Riehle, M. O. and Bernaau, A. L. (6) A determinitic method for particle orting by dynamic acoutic field. In: 6 IEEE International

More information

Digital Control System

Digital Control System Digital Control Sytem - A D D A Micro ADC DAC Proceor Correction Element Proce Clock Meaurement A: Analog D: Digital Continuou Controller and Digital Control Rt - c Plant yt Continuou Controller Digital

More information

General Topology of a single stage microwave amplifier

General Topology of a single stage microwave amplifier General Topology of a ingle tage microwave amplifier Tak of MATCH network (in and out): To preent at the active device uitable impedance Z and Z S Deign Step The deign of a mall ignal microwave amplifier

More information

SIMON FRASER UNIVERSITY School of Engineering Science ENSC 320 Electric Circuits II. Solutions to Assignment 3 February 2005.

SIMON FRASER UNIVERSITY School of Engineering Science ENSC 320 Electric Circuits II. Solutions to Assignment 3 February 2005. SIMON FRASER UNIVERSITY School of Engineering Science ENSC 320 Electric Circuit II Solution to Aignment 3 February 2005. Initial Condition Source 0 V battery witch flip at t 0 find i 3 (t) Component value:

More information

Dynamic response of a double Euler Bernoulli beam due to a moving constant load

Dynamic response of a double Euler Bernoulli beam due to a moving constant load Journal of Sound and Vibration 297 (26) 477 49 JOURNAL OF SOUND AND VIBRATION www.elevier.com/locate/jvi Dynamic repone of a double Euler Bernoulli beam due to a moving contant load M. Abu-Hilal Department

More information

SIMPLIFIED MODEL FOR EPICYCLIC GEAR INERTIAL CHARACTERISTICS

SIMPLIFIED MODEL FOR EPICYCLIC GEAR INERTIAL CHARACTERISTICS UNIVERSITY OF PITESTI SCIENTIFIC BULLETIN FACULTY OF ECHANICS AND TECHNOLOGY AUTOOTIVE erie, year XVII, no. ( 3 ) SIPLIFIED ODEL FOR EPICYCLIC GEAR INERTIAL CHARACTERISTICS Ciobotaru, Ticuşor *, Feraru,

More information

RaneNote BESSEL FILTER CROSSOVER

RaneNote BESSEL FILTER CROSSOVER RaneNote BESSEL FILTER CROSSOVER A Beel Filter Croover, and It Relation to Other Croover Beel Function Phae Shift Group Delay Beel, 3dB Down Introduction One of the way that a croover may be contructed

More information

A New Predictive Approach for Bilateral Teleoperation With Applications to Drive-by-Wire Systems

A New Predictive Approach for Bilateral Teleoperation With Applications to Drive-by-Wire Systems 1 A New Predictive Approach for Bilateral Teleoperation With Application to Drive-by-Wire Syte Ya-Jun Pan, Carlo Canuda-de-Wit and Olivier Senae Departent of Mechanical Engineering, Dalhouie Univerity

More information

Bayesian Reliability Estimation of Inverted Exponential Distribution under Progressive Type-II Censored Data

Bayesian Reliability Estimation of Inverted Exponential Distribution under Progressive Type-II Censored Data J. Stat. Appl. Pro. 3, No. 3, 317-333 (2014) 317 Journal of Statitic Application & Probability An International Journal http://dx.doi.org/10.12785/jap/030303 Bayeian Reliability Etiation of Inverted Exponential

More information

CONTROL OF INTEGRATING PROCESS WITH DEAD TIME USING AUTO-TUNING APPROACH

CONTROL OF INTEGRATING PROCESS WITH DEAD TIME USING AUTO-TUNING APPROACH Brazilian Journal of Chemical Engineering ISSN 004-6632 Printed in Brazil www.abeq.org.br/bjche Vol. 26, No. 0, pp. 89-98, January - March, 2009 CONROL OF INEGRAING PROCESS WIH DEAD IME USING AUO-UNING

More information

Green-Kubo formulas with symmetrized correlation functions for quantum systems in steady states: the shear viscosity of a fluid in a steady shear flow

Green-Kubo formulas with symmetrized correlation functions for quantum systems in steady states: the shear viscosity of a fluid in a steady shear flow Green-Kubo formula with ymmetrized correlation function for quantum ytem in teady tate: the hear vicoity of a fluid in a teady hear flow Hirohi Matuoa Department of Phyic, Illinoi State Univerity, Normal,

More information

Optics. Measuring the velocity of light Geometrical Optics. What you need:

Optics. Measuring the velocity of light Geometrical Optics. What you need: Geoetrical Optic Optic Meauring the velocity of light -01 What you can learn about Refractive index Wavelength Frequency Phae Modulation Electric field contant Magnetic field contant Principle: The intenity

More information

DYNAMIC MODELS FOR CONTROLLER DESIGN

DYNAMIC MODELS FOR CONTROLLER DESIGN DYNAMIC MODELS FOR CONTROLLER DESIGN M.T. Tham (996,999) Dept. of Chemical and Proce Engineering Newcatle upon Tyne, NE 7RU, UK.. INTRODUCTION The problem of deigning a good control ytem i baically that

More information

NONLINEAR CONTROLLER DESIGN FOR A SHELL AND TUBE HEAT EXCHANGER AN EXPERIMENTATION APPROACH

NONLINEAR CONTROLLER DESIGN FOR A SHELL AND TUBE HEAT EXCHANGER AN EXPERIMENTATION APPROACH International Journal of Electrical, Electronic and Data Communication, ISSN: 232-284 Volume-3, Iue-8, Aug.-25 NONLINEAR CONTROLLER DESIGN FOR A SHELL AND TUBE HEAT EXCHANGER AN EXPERIMENTATION APPROACH

More information

Finite Element Analysis of a Fiber Bragg Grating Accelerometer for Performance Optimization

Finite Element Analysis of a Fiber Bragg Grating Accelerometer for Performance Optimization Finite Element Analyi of a Fiber Bragg Grating Accelerometer for Performance Optimization N. Baumallick*, P. Biwa, K. Dagupta and S. Bandyopadhyay Fiber Optic Laboratory, Central Gla and Ceramic Reearch

More information

Frequency Response Analysis of Linear Active Disturbance Rejection Control

Frequency Response Analysis of Linear Active Disturbance Rejection Control Senor & Tranducer, Vol. 57, Iue, October 3, pp. 346-354 Senor & Tranducer 3 by IFSA http://www.enorportal.co Freuency Repone Analyi of Linear Active Diturbance Reection Control Congzhi HUANG, Qing ZHENG

More information

Suggested Answers To Exercises. estimates variability in a sampling distribution of random means. About 68% of means fall

Suggested Answers To Exercises. estimates variability in a sampling distribution of random means. About 68% of means fall Beyond Significance Teting ( nd Edition), Rex B. Kline Suggeted Anwer To Exercie Chapter. The tatitic meaure variability among core at the cae level. In a normal ditribution, about 68% of the core fall

More information

Interaction of Pile-Soil-Pile in Battered Pile Groups under Statically Lateral Load

Interaction of Pile-Soil-Pile in Battered Pile Groups under Statically Lateral Load Interaction of Pile-Soil-Pile in Battered Pile Group under Statically Lateral Load H. Ghaemadeh 1*, M. Alibeikloo 2 1- Aitant Profeor, K. N. Tooi Univerity of Technology 2- M.Sc. Student, K. N. Tooi Univerity

More information

Recent progress in fire-structure analysis

Recent progress in fire-structure analysis EJSE Special Iue: Selected Key Note paper from MDCMS 1 1t International Conference on Modern Deign, Contruction and Maintenance of Structure - Hanoi, Vietnam, December 2007 Recent progre in fire-tructure

More information