NUMERICAL SIMULATIONS OF LOW REYNOLDS NUMBER FLOWS PAST ELASTICALLY MOUNTED CYLINDER
|
|
- Myra Gordon
- 5 years ago
- Views:
Transcription
1 NUMERICAL SIMULATIONS OF LOW REYNOLDS NUMBER FLOWS PAST ELASTICALLY MOUNTED CYLINDER R. A. Goçalves a, P. R. F. Texera b, ad E. Dder c, d a, b Uversdade Federal do Ro Grade Escola de Egehara Campus Carreros CP , Ro Grade, Ro Grade do Sul, Brazl a rafa.a.g@best.com.br b paulotexera@furg.br c Laboratóro Nacoal de Egehara Cvl Departameto de Hdráulca e Ambete Av. do Brasl, 101, , Lsboa, Portugal edder@lec.pt d Uversdade Nova de Lsboa Faculdade de Cêcas e Tecologa Campus de Caparca , Mote de Caparca, Portugal ABSTRACT The vortex-duced vbrato (VIV) pheomeo has draw the atteto of researchers Egeerg for several decades. A example s the rser used for petroleum explorato, whch t s subected to mare flows that may cause oscllatos due to vortex sheddg. I ths paper, umercal aalyses of the pheomea that occur the teracto amog flows at low Reyolds umbers ad elastcally mouted cylders are preseted. The smulato s carred out by usg the umercal model Ifeco that uses a sem-mplct two-step Taylor-Galerk method to dscretze the Naver-Stokes equatos ad the arbtrary Lagragea-Eulera formulato to follow the cylder moto. The rgd body moto descrpto s calculated by usg the Newmark method. Frstly, the characterstcs of the vortex geerato process for the fxed cylder are aalyzed. I ths case, the Strouhal umber, the mea drag ad the RMS lft coeffcets for Reyolds umbers ragg from 90 to 140 are show. Afterwards, a aalyss of a flexble supported cylder (wth a sprg ad a damper) trasverse drecto subect to flows wth Reyolds umbers ragg from 90 to 140 s carred out. The cylder dsplacemet ad the vbrato frequeces are studed; the sychrozato betwee the vortex sheddg ad the vbrato frequecy (lock-) s aalyzed. Smlar results to the expermetal oes developed by Aagostopoulos ad Bearma (1992) were obtaed ths study. Keywords: fte elemet method, oscllatg cylder, flud-structure teracto. NOMENCLATURE c Dampg coeffcet, kg/s C D Drag coeffcet C L Lft coeffcet D Dameter, m F Force, N f Frequecy, Hz F D Drag force, N F L Lft force, N f Natural frequecy, Hz g Gravty accelerato, m/s² m mass, kg p Pressure, Pa Re Reyolds umber St Strouhal umber U Mometum per volume, kg m/s /m 3 U Free stream velocty, m/s v Flud velocty, m/s w Mesh velocty, m/s Y Ampltude of cylder oscllato, m y Cylder dsplacemet, m y& Cylder Velocty, m/s & y& Cylder accelerato, m/s 2 Greek symbols τ Vscous stress tesor, Pa ρ Specfc mass, kg/m³ k μ Sprg stffess, N/m Vscosty, kg/(ms) INTRODUCTION Vortex-duced vbrato (VIV) s a pheomeo that s foud several egeerg felds. Some examples are the followg: wd ca cause oscllatos o brdges, sleder buldgs, chmeys ad eergy trasmsso cables; flows wth hgh veloctes ca duce orbtal movemets teral tubes of a heat exchager; ad currets ad waves ca cause vbrato o ppeles. The wake aroud a crcular cylder due to a uform flow leads to varety of complex pheomea. Despte the smplcty of geometry, the flow aroud a cylder s very complcated ad of partcular mportace, sce t may duce usteady forces o structures assocated wth vortex sheddg. Therefore, ths case has bee studed for several decades, ad, owadays, the behavor of the flow s kow. For Reyolds umber (Re) up to 49, two symmetrc statoary recrculato zoes attached to the rear part of the cylder wall are observed. From 49 to 190, the wake s stll lamar ad twodmesoal ad t s composed by two perodc staggered rows of alteratg vortces (vo Kármá vortex sheddg). For hgher Reyolds umbers (from 190 to 260), the wake becomes threedmesoal ad progressvely turbulet. Ths regme Egehara Térmca (Thermal Egeerg), Vol. 11 No. 1-2 Jue ad December 2012 p
2 s followed by a shear layer trasto (up to 1200), whch separatg shear layers become ustable, ad, fally, by the boudary layer trasto (aroud 10 5 ) assocated wth fast decrease of the drag coeffcet. For these regmes, the flow exhbts a perodcty whch s kow as Strouhal frequecy. Whe a perodc vortex street s well establshed, ths frequecy correspods to that of the vortex sheddg frequecy; other cases, whch the vo Kármá streets are ot clearly vsble, the frequecy ca be defed as the oe of the fluctuatos of the streamwse velocty compoet, for example (Placzek et al., 2009). I may applcatos, the cylder oscllates ad teracts wth the vortex sheddg process. For forced oscllatos a rage of frequecy ad ampltude, the cylder moto s able to cotrol the stablty mechasm geerated by vortex sheddg. Oe of the most terestg characterstcs of ths flud-structure teracto s the sychrozato (lock-) betwee the vortex sheddg ad the vbrato frequecy. Smlar pheomea are observed for VIV, whch the flow causes the oscllato of the cylder at ts atural frequecy. Ths frequecy depeds o the mass, the rgdty ad the dampg of the cylder. I ths pheomeo, whch occurs a rage of flow velocty, the ampltude reaches a maxmum value. Ths complex flud-structure teracto pheomeo s stll a good test case to valdate the umercal models. Several umercal aalyses ca be foud the lterature for a large rage of Reyolds umbers, cludg Reyolds Averaged Naver- Stokes (RANS) methods (Saghafa et al., 2003; Gulmeau ad Queutey, 2004), Large Eddy Smulatos (LES) (Breuer, 2000; Pasquett, 2005; Al-Jamal ad Dalto, 2004), Drect Numercal Smulatos (DNS) ad methods that use fte volume or fte elemet approxmatos to solve the Naver-Stokes equatos (Aagostopoulos ad Bearma, 1992; Nobar ad Nareda, 2006; Mttal ad Kumar, 2001). Ths paper descrbes smulatos whch are carred out by usg the umercal model Ifeco (Texera ad Awruch, 2005) that uses a semmplct two-step Taylor-Galerk method to dscretze the Naver-Stokes equatos ad the arbtrary Lagragea-Eulera formulato to follow the cylder moto. The rgd body moto descrpto s calculated by usg the Newmark method. Frstly, the characterstcs of the vortex geerato process for the fxed cylder are aalyzed. I ths case, the Strouhal umber, the mea drag ad the RMS lft coeffcets for Reyolds umbers ragg from 90 to 140 are show ad compared wth expermetal ad umercal results of the lterature. Afterwards, a aalyss of a flexble supported cylder (wth a sprg ad a damper) trasverse drecto subect to flows wth Reyolds umbers ragg from 90 to 140 s carred out. The cylder dsplacemet ad the vbrato frequeces are studed ad the sychrozato betwee the vortex sheddg ad the vbrato frequecy (lock-) s aalyzed. Numercal results are smlar to expermetal oes obtaed by Aagostopoulos ad Bearma (1992). NUMERICAL MODEL The umercal model Ifeco s based o a parttoed scheme, whch the flud flow ad the structure are solved two-way teracto. Bascally, the flud-structure teracto adopted by the code cossts the followg steps: (a) update the varables of the flow from stat t to t+ t; (b) mpose pressure ad vscous stress as a load to the structure; (c) update the varables of the structure from stat t to t+ t; (d) mpose the body moto to the flow terms of the updated velocty vector ad boudary posto. Bascally, updatg the varables of the flow cossts of followg steps (Texera ad Awruch, 2005): ~ a) Calculate o-corrected velocty U at t+ t/2, where the pressure term s at t stat, accordg to the equato: ~ + U = U Δ f t τ p + 2 ρg w U (1) where ρ s the specfc mass, p s the pressure, g are the gravty accelerato compoets, v are the velocty compoets, w are the velocty compoets of the referece system ad τ s the vscous stress tesor U = ρ v, f = v ( ρ v) = v U (, = 1, 2). b) Update the pressure p at t+ t, gve by the Posso equato: 1 ~ Δ = Δ U p t 2 c +1 + Δt 4 Δp (2) where Δp = p p ad = 1, 2. c) Correct the velocty at t+ t/2, addg the pressure varato term from t to t+ t/2, accordg to the equato: U + 1 / 2 Δt Δp = ~ + U (3) 4 d) Calculate the velocty at t+ t usg varables updated the prevous steps as follows: U + 1 = U p f Δt w + U + τ + ρg + (4) 62 Egehara Térmca (Thermal Egeerg), Vol. 11 No. 1-2 Jue ad December 2012 p
3 The classcal Galerk weghted resdual method s appled to the space dscretzato of Eq. (1), (2), (3) ad (4), ad a tragular elemet s employed. I the varables at t+ t/2 stat, a costat shape fucto s used, ad the varables at t ad t+ t, a lear shape fucto s employed (Texera ad Awruch, 2001). The mesh velocty vertcal compoet w 2 s computed to dmsh elemet dstortos, keepg prescrbed veloctes o movg ad statoary boudary surfaces. The mesh movemet algorthm adopted ths paper uses a smoothg procedure for the veloctes based o these boudary les. The updatg of the mesh velocty at ode of the fte elemet doma s based o the mesh velocty of the odes that belog to the boudary les. I order to update the rgd-body moto structure, t s ecessary to calculate dsplacemets ad rotatos of a hypothetcal cocetrated mass at ts gravty ceter. I ths study case, there s oly movemet trasverse drecto (oe degree of freedom - DOF) ad, cosequetly, dsplacemet, velocty ad accelerato ths drecto are the varables to be determed at each tme step. To update the varables of the structure, the rgd moto of the cylder s calculated at each stat, after the varables of the flow (pressure ad vscous stress) are kow. For ths study case, oe DOF dyamc equato s cosdered for the trasverse drecto, as follows: m & y + cy& + ky = F (5) where & y&, y& ad y are the trasverse accelerato, velocty ad dsplacemet, respectvely; m s the mass; c s the dampg coeffcet; k s the stffess; ad F s the dyamc force. I ths code, Eq. (5) s dscretzed tme by usg the mplct Newmark method (Bathe, 1996) ad the accelerato, the velocty ad the dsplacemet trasverse drecto are calculated at each tme step. NUMERICAL SIMULATIONS The case study cossts of a cylder (dameter ad mass equal to m ad kg, respectvely) subect to a uform water flow (specfc mass, ρ, ad vscosty, μ, equal to kg/m 3 ad 0.001kg/(ms), respectvely). The cylder s mouted o a sprg ad a damper trasverse drecto ad fxed towards the flow. The sprg stffess, k, s equal to 579N/m ad the dampg coeffcet, c, s equal to kg/s. The atural frequecy of ths system s f=7.016hz (Aagostopoulos ad Bearma, 1992). The fluece of the sze of the computatoal doma was aalyzed for Reyolds umber equal to 135. The best computatoal doma that satsfed both accuracy ad computatoal cost crtera was a rectagle 0.320m wde ad 0.384m log, as show Fg. 1. The cylder ceter s located at the ceter of the doma trasverse drecto to the flow ad 0.160m from ts left sde logtudal drecto. I ths computatoal doma, the smallest dstace from the boudary to the cylder ceter s equal to 100D. After aalyzg the mesh covergece, a fte elemet ustructured mesh composed by tragles wth 200 elemets aroud the cylder was used. Elemet szes crease gradually towards the boudares of the doma. The mesh has odes ad elemets. A costat velocty s mposed o the left sde of the computatoal doma; o the lateral boudares, a slde codto s mposed; ad the rght sde s free ext, but ull pressure s mposed o ts mddle. The tme step used for the smulatos s equal to 5.0 x 10-5 s. Fgure 1. Numercal doma. Frst, the behavor of the flow cosderg the fxed cylder s aalyzed. Specfcally, the flow characterstcs at Re=105 (velocty U equal to m/s) are studed. Fgure 2 shows the velocty vectors ad streamles at eght stats alog oe perod of vortex formato, respectvely. The vortex formato was clearly observed, showg two dfferet regos behd the cylder where the flow separato occurs. Near the cylder surface, whle the larger vortex s oe drecto, the opposg vortex s aother oe. Drag (F D ) ad lft (F L ) forces o the cylder obtaed by umercal smulato for Re=105 are show Fg. 3. The drag force has a perodc behavor wth a lttle varato aroud N, whereas the lft force has a perodc behavor wth ampltude equal to N ad frequecy equal to 6.828Hz. Fgure 4 shows a comparso amog the Strouhal umbers, St=f D/U, obtaed by umercal results (where f s equal to the lft force frequecy) for Re from 90 to 140 ad expermetal results of Wllaso (Wllaso, 1989). Numercal results are very good agreemet wth expermetal oes; the mea dfferece was oly 0.03%. I Fg. 5, a comparso of the mea drag coeffcet (C D ) wth umercal oes obtaed by Poldszech ad Grudma (2007) for the same rage of the Re s show. The authors used a Spectral Egehara Térmca (Thermal Egeerg), Vol. 11 No. 1-2 Jue ad December 2012 p
4 Elemet Method ad preseted two curves wth szes of the computatoal doma of 70D ad 4000D. It may be otced that the curve of ths study s located betwee both Poldszech ad Grudma s curves ad the mea dffereces related to the curves are oly 0.8% (4000D) ad 0.4% (70D). The root mea square (RMS) lft coeffcet (C L ) s show Fg. 6 ad t s compared wth umercal oe obtaed by Baray ad Lews (2006), who used a Grd Based Method ad a sze of the computatoal doma of 40D. I ths case, the mea dfferece betwee both umercal results s oly 0.2%. It s worth metog that the hgh accuracy of the parameters St ad C L shows the capacty of the umercal model Ifeco to reproduce the frequecy ad the magtude of forces that s mposed over the crcular cylder the flud-structure teracto process. (a) t = s t = s (b) t = s t = s Fgure 3. Drag (a) ad lft (b) forces for fxed cylder wth Re=105. t = s t = s t = s t = s Fgure 4. Strouhal umbers versus Reyolds umbers. t = s Fgure 2. Velocty vectors at eght stats alog a perod of vortex formato. Fgure 5. Mea drag coeffcet (C D ) versus Reyolds umbers. 64 Egehara Térmca (Thermal Egeerg), Vol. 11 No. 1-2 Jue ad December 2012 p
5 the vortex sheddg ths rego. Ths fact ad the fluece of the free surface cotrbute to develop the three-dmesoal behavor of the flow, ulke the umercal codtos. Fgure 6. RMS lft coeffcet (C L ) versus Reyolds umbers. Afterwards, the teracto amog a cylder mouted o a elastc fxg trasverse drecto ad flows at Reyolds umbers from 90 to 140 s aalyzed. Fgure 7 shows the relato betwee the ampltude (Y) of the cylder oscllato ad ts dameter (D) fucto of Reyolds umbers (90 to 140). Fgure 8 shows the relato betwee the frequecy of vbrato (obtaed by the tme seres of the C L ) ad the atural frequecy (f./f) fucto of Reyolds umbers. The umercal results show that the lock- pheomeo was captured for Reyolds umbers betwee 102 ad 113. Ths s observed due to the crease of the ampltude of cylder moto ad the equalty of vbrato ad atural frequeces. Out of the lock- rego, the ampltudes of cylder moto are eglgble ad the vbrato frequeces are smlar to that obtaed for a fxed cylder, descrbed by the Wllaso s curve. Fgures 7 ad 8 also show the results obtaed expermetally by Aagostopoulos ad Bearma (1992) ad umercally by Dettmer ad Perć (2006). The latter used a model that employs the stablzed low order velocty pressure fte elemets, a arbtrary Lagraga Eulera formulato ad the dscrete mplct geeralzed-α method for the rgd body moto. Both umercal results are smlar terms of ampltudes ad frequeces alog the Reyolds umber rage. The umercal ampltude values are always smaller tha expermetal oes ad there are lttle dffereces the lock- rage. The frequeces obtaed umercally show the same behavor: the lock- rego, the vbrato frequecy s equal to the atural frequecy, whle, out of the lock-, the vbrato frequecy follows the Strouhal oes. The dffereces amog ampltudes obtaed expermetally ad umercally the Reyolds umber rage the lock- rego were explaed by Dettmer ad Perć (2006) comparg the umercal doma ad boudary codtos ad the real stuato of the experece. The expermet was carred out a 0.70m deep chael where 0.12m of the cylder was submerged. The lack of a horzotal plate the ed of the submerged cylder allowed Fgure 7. Ampltude (Y/D) versus Reyolds umbers. Fgure 8. Frequecy of vbrato (f./f) versus Reyolds umbers. Fgure 9 shows the behavor of the drag ad the lft forces for oscllatg ad fxed cylders wth Re=105. Ulke the drag force for the fxed cylder, whch has a small harmoc varato aroud N, the force oscllates betwee N ad N at a frequecy equal to Hz (almost twofold the frequecy trasverse drecto) for the oscllatg cylder. I the trasverse drecto, the lft forces dffer terms of frequecy ad ampltude. The ampltudes for the fxed ad the oscllatg cylders are N ad N ad ther frequeces are 6.828Hz ad 6.984Hz, respectvely. Both frequeces are related to the vortex sheddg ad the latter s closer to the atural frequecy of the dyamc system of the cylder (f=7.016hz). A represetatve case out of the lock- rego (Re=123) was chose to show ts dfferet force behavor. Fgure 10 shows the tme seres of the drag ad the lft forces for Re=123. The drag forces exhbt lttle varato aroud N for both fxed ad oscllatg cylders, wth more dsturbaces the case of the fxed cylder. The drag force for the fxed cylder has a harmoc behavor wth ampltude ad frequecy equal to N ad 8.313Hz, respectvely. For the oscllatg cylder, ths force oscllates perodcally (frequecy of 8.163Hz) wth a evelope wth mmum ad maxmum ampltudes of N ad N, Egehara Térmca (Thermal Egeerg), Vol. 11 No. 1-2 Jue ad December 2012 p
6 respectvely. Although these ampltudes are hgher tha those the prevous case (Re=105), the dsplacemets are smaller, sce ths Reyolds umber, Re=123, s out of the lock- rego. (a) (b) Fgure 9. Drag (a) ad lft (b) forces for cylder wth Re=105. (a) CONCLUSIONS I ths paper, umercal aalyses of the pheomea that occur the teracto amog flows at low Reyolds umbers ad elastcally mouted cylders were preseted. The smulato was carred out by a umercal model, Ifeco, that uses a semmplct two-step Taylor-Galerk method to dscretze the Naver-Stokes equatos ad the arbtrary Lagragea-Eulera formulato to follow the cylder moto. The rgd body moto descrpto s calculated by usg the Newmark method. For the fxed cylder, the behavor of the vortex formato was correctly reproduced: ear the cylder surface, the larger vortex was oe drecto, whle the opposg vortex was aother oe. The Strouhal umbers were calculated for Reyolds umber rage from 95 to 140. These values were smlar to those obtaed by Wllaso's expermets. The mea drag ad the RMS lft coeffcets were also calculated ad compared wth those obtaed by Poldszech ad Grudma (2007) ad Baray ad Lews (2006), respectvely. Good agreemets were obtaed (0.8% ad 0.2%, respectvely) ad showed the accuracy of the umercal smulato. For teracto amog the cylder mouted o a elastc fxg trasverse drecto ad flows, the lock- pheomeo was captured for Reyolds umbers betwee 105 ad 110, characterzed by the crease of the ampltude ad the equalty of vbrato ad atural frequeces. Comparg the umercal ad the expermetal results (Aagostopoulos ad Bearma, 1992), some dffereces were observed due to the presece of the three-dmesoal effects of the expermet that were ot cosdered these umercal smulatos. Comparg the results obtaed by Ifeco wth umercal oes obtaed by Dettmer ad Perć (2006), t was show that both umercal results are smlar terms of ampltudes of cylder moto ad frequeces for the Reyolds umber rage studed, cofrmg the ablty of the Ifeco code for modelg complex flud-structure teracto pheomea. ACKNOWLEDGEMENTS The frst author wshes to thak CAPES for the post-graduate scholarshp. The secod author ackowledges the support of Coselho Nacoal de Desevolvmeto Cetífco e Tecológco (CNPq - proect /2009-5). (b) Fgure 10. Drag (a) ad lft (b) forces for cylder wth Re=123. REFERENCES Al-Jamal, H., ad Dalto, C., 2004, Vortex Iduced Vbratos Usg Large Eddy Smulato at a Moderate Reyolds Number, Joural of Fluds ad 66 Egehara Térmca (Thermal Egeerg), Vol. 11 No. 1-2 Jue ad December 2012 p
7 Structures, Vol. 19, No. 1, pp Aagostopoulos, P., ad Bearma P. W., 1992, Respose Characterstcs of a Vortex-Excted Cylder at Low Reyolds Numbers, Joural of Fluds ad Structures, Vol. 14, No. 6, pp Baray, L., ad Lews, R. I., 2006, Comparso of Grd-Based ad Vortex Dyamcs Predctos of Low Reyolds Number Cylder Flows, Aeroautcal Joural, No. 2983, pp Bathe, K. J., 1996, Fte Elemet Procedures, Pretce-Hall. Breuer, M., 2000, A Challegg Test Case for Large Eddy Smulato: Hgh Reyolds Number Crcular Cylder Flow. Iteratoal Joural of Heat Flud Flow, Vol. 21, No. 5, pp Dettmer, W., ad Perć, D., 2006, A Computatoal Framework for Flud-Rgd Body Iteracto: Fte Elemet Formulato ad Applcatos, Computer Methods Appled Mechacs ad Egeerg, Vol. 195, pp Gulmeau, E., ad Queutey, P., 2004, Numercal Smulato of Vortex-Iduced Vbrato of a Crcular Cylder wth Low Mass Dampg a Turbulet Flow, Joural of Fluds ad Structures, Vol. 19, pp Mttal, S., ad Kumar, V., 2001, Flow-Iduced Vbratos of a Lght Crcular Cylder at Reyolds Numbers, Joural of Soud ad Vbrato, Vol. 5, No. 245, pp Nobar, M. R. H., ad Nareda, H., 2006, A Numercal Study of Flow Past a Cylder wth Cross Flow ad Ile Oscllato. Computers of Fluds, Vol. 35, No. 4, pp Pasquett, R., 2005, Hgh-Order Methods for the Numercal Smulato of Vertcal ad Turbulet Flows-Hgh-Order LES Modelg of Turbulet Icompressble Flow, Comptes Redus Mécaque, Vol. 333, No. 1, pp Poldszech, O., ad Grudma, R., 2007, A Systematc Approach to the Numercal Calculato of Fudametal Quattes of the Two-Dmesoal Flow Over Crcular Cylder, Joural of Fluds ad Structures, Vol. 23, pp Placzek, A., Sgrst, J., ad Hamdou, A., 2009, Numercal Smulato of a Oscllatg Cylder a Cross-Flow at Low Reyolds Number: Forced ad Free Oscllatos, Computer & Fluds, Vol. 38, No. 1, pp Saghafa M., Stasby, P. K., Sad, M. S., ad Apsley, D. D., 2003, Smulato of Turbulet Flows Aroud a Crcular Cylder Usg Nolear Eddy- Vscosty Modelg: Steady ad Oscllatory Ambet Flows, Joural of Fluds ad Structures, Vol 15, No. 1, pp Texera, P. R. F., ad Awruch, A. M., 2001, Three-Dmesoal Smulato of Hgh Compressble Flows Usg a Mult-Tme-Step Itegrato Techque wth Subcycles, Appled Mathematcal Modellg, Vol. 25, pp Texera, P. R. F., ad Awruch, A. M., 2005, Numercal Smulato of Flud-Structure Iteracto Usg the Fte Elemet Method, Computers & Fluds, Vol. 34, pp Wllaso, C. H. K., 1989, Oblque ad Parallel Modes of Vortex Sheddg the Wake of a Crcular Cylder at Low Reyolds Numbers, Joural of Flud Mechacs, Vol. 206, pp Egehara Térmca (Thermal Egeerg), Vol. 11 No. 1-2 Jue ad December 2012 p
NUMERICAL ANALYSIS OF FLOW-INDUCED VIBRATION OF TWO CIRCULAR CYLINDERS IN TANDEM AT LOW REYNOLDS NUMBERS
11th World Cogress o Computatoal Mechacs (WCCM XI) 5th Europea Coferece o Computatoal Mechacs (ECCM V) 6th Europea Coferece o Computatoal Flud Dyamcs (ECFD VI) E. Oñate, J. Olver ad A. Huerta (Eds) NUMERICAL
More informationDynamic Analysis of Axially Beam on Visco - Elastic Foundation with Elastic Supports under Moving Load
Dyamc Aalyss of Axally Beam o Vsco - Elastc Foudato wth Elastc Supports uder Movg oad Saeed Mohammadzadeh, Seyed Al Mosayeb * Abstract: For dyamc aalyses of ralway track structures, the algorthm of soluto
More informationNUMERICAL ANALYSIS OF A REGULAR WAVE OVER A VERTICAL PILE WITH A SQUARE SECTION
Proceedgs of ENCIT Copyrght by ABCM 3 rd Brazla Cogress of Thermal Sceces ad Egeerg December 5-,, Uberlada, MG, Brazl NUMERICAL ANALYSIS OF A REGULAR WAVE OVER A VERTICAL PILE WITH A SQUARE SECTION Paulo
More informationChapter 2 - Free Vibration of Multi-Degree-of-Freedom Systems - II
CEE49b Chapter - Free Vbrato of Mult-Degree-of-Freedom Systems - II We ca obta a approxmate soluto to the fudametal atural frequecy through a approxmate formula developed usg eergy prcples by Lord Raylegh
More informationFREQUENCY ANALYSIS OF A DOUBLE-WALLED NANOTUBES SYSTEM
Joural of Appled Matematcs ad Computatoal Mecacs 04, 3(4), 7-34 FREQUENCY ANALYSIS OF A DOUBLE-WALLED NANOTUBES SYSTEM Ata Cekot, Stasław Kukla Isttute of Matematcs, Czestocowa Uversty of Tecology Częstocowa,
More informationC-1: Aerodynamics of Airfoils 1 C-2: Aerodynamics of Airfoils 2 C-3: Panel Methods C-4: Thin Airfoil Theory
ROAD MAP... AE301 Aerodyamcs I UNIT C: 2-D Arfols C-1: Aerodyamcs of Arfols 1 C-2: Aerodyamcs of Arfols 2 C-3: Pael Methods C-4: Th Arfol Theory AE301 Aerodyamcs I Ut C-3: Lst of Subects Problem Solutos?
More informationBeam Warming Second-Order Upwind Method
Beam Warmg Secod-Order Upwd Method Petr Valeta Jauary 6, 015 Ths documet s a part of the assessmet work for the subject 1DRP Dfferetal Equatos o Computer lectured o FNSPE CTU Prague. Abstract Ths documet
More informationbest estimate (mean) for X uncertainty or error in the measurement (systematic, random or statistical) best
Error Aalyss Preamble Wheever a measuremet s made, the result followg from that measuremet s always subject to ucertaty The ucertaty ca be reduced by makg several measuremets of the same quatty or by mprovg
More informationAhmed Elgamal. MDOF Systems & Modal Analysis
DOF Systems & odal Aalyss odal Aalyss (hese otes cover sectos from Ch. 0, Dyamcs of Structures, Al Chopra, Pretce Hall, 995). Refereces Dyamcs of Structures, Al K. Chopra, Pretce Hall, New Jersey, ISBN
More information2C09 Design for seismic and climate changes
2C09 Desg for sesmc ad clmate chages Lecture 08: Sesmc aalyss of elastc MDOF systems Aurel Strata, Poltehca Uversty of Tmsoara 06/04/2017 Europea Erasmus Mudus Master Course Sustaable Costructos uder atural
More informationLecture 07: Poles and Zeros
Lecture 07: Poles ad Zeros Defto of poles ad zeros The trasfer fucto provdes a bass for determg mportat system respose characterstcs wthout solvg the complete dfferetal equato. As defed, the trasfer fucto
More informationA Method for Damping Estimation Based On Least Square Fit
Amerca Joural of Egeerg Research (AJER) 5 Amerca Joural of Egeerg Research (AJER) e-issn: 3-847 p-issn : 3-936 Volume-4, Issue-7, pp-5-9 www.ajer.org Research Paper Ope Access A Method for Dampg Estmato
More informationMOLECULAR VIBRATIONS
MOLECULAR VIBRATIONS Here we wsh to vestgate molecular vbratos ad draw a smlarty betwee the theory of molecular vbratos ad Hückel theory. 1. Smple Harmoc Oscllator Recall that the eergy of a oe-dmesoal
More informationEnd of Finite Volume Methods Cartesian grids. Solution of the Navier-Stokes Equations. REVIEW Lecture 17: Higher order (interpolation) schemes
REVIEW Lecture 17: Numercal Flud Mechacs Sprg 2015 Lecture 18 Ed of Fte Volume Methods Cartesa grds Hgher order (terpolato) schemes Soluto of the Naver-Stokes Equatos Dscretzato of the covectve ad vscous
More informationd dt d d dt dt Also recall that by Taylor series, / 2 (enables use of sin instead of cos-see p.27 of A&F) dsin
Learzato of the Swg Equato We wll cover sectos.5.-.6 ad begg of Secto 3.3 these otes. 1. Sgle mache-fte bus case Cosder a sgle mache coected to a fte bus, as show Fg. 1 below. E y1 V=1./_ Fg. 1 The admttace
More informationDYNAMIC ANALYSIS OF CONCRETE RECTANGULAR LIQUID STORAGE TANKS
The 4 th World Coferece o Earthquake Egeerg October 2-7, 28, Bejg, Cha DYNAMIC ANAYSIS OF CONCRETE RECTANGUAR IQUID STORAGE TANKS J.Z. Che, A.R. Ghaemmagham 2 ad M.R. Kaoush 3 Structural Egeer, C2M I Caada,
More informationON THE MOTION OF PLANAR BARS SYSTEMS WITH CLEARANCES IN JOINTS
ON THE MOTION OF PLANAR BARS SYSTEMS WITH CLEARANCES IN JOINTS Şl uv dr g Ja-Crsta GRIGORE, Uverstatea d Pteşt, strtîrgu dvale Nr Prof uv dr g Ncolae PANDREA, Uverstatea d Pteşt, strtîrgu dvale Nr Cof
More informationFunctions of Random Variables
Fuctos of Radom Varables Chapter Fve Fuctos of Radom Varables 5. Itroducto A geeral egeerg aalyss model s show Fg. 5.. The model output (respose) cotas the performaces of a system or product, such as weght,
More informationApplication of CLEAR-VOF method to wave and flow simulations
Water Scece ad Egeerg, 212, 5(1): 67-78 do:1.3882/.ss.1674-237.212.1.7 http://www.wateroural.c e-mal: wse28@vp.163.com Applcato of CLEAR-OF method to wave ad flow smulatos Yg-we SUN, Ha-gu KANG* School
More informationUnsteady Flow and Its Reduced-Order Modeling of A Finite-Aspect-Ratio Flapping Foil
Usteady Flow ad Its Reduced-Order Modelg of A Fte-Aspect-Rato Flappg Fol Zogxa Lag 1, Hu Wa 2, ad Habo Dog 3 Departmet of Mechacal & Materals Egeerg, Wrght State Uversty, Dayto, OH 45435 Phlp Bera 4 Ar
More informationHOOKE'S LAW. THE RATE OR SPRING CONSTANT k.
Practces Group Sesso Date Phscs Departmet Mechacs Laborator Studets who made the practce Stamp cotrol Deadle Date HOOKE'S LAW. THE RATE OR SPRING CONSTANT k. IMPORTANT: Iclude uts ad errors all measuremets
More informationis the score of the 1 st student, x
8 Chapter Collectg, Dsplayg, ad Aalyzg your Data. Descrptve Statstcs Sectos explaed how to choose a sample, how to collect ad orgaze data from the sample, ad how to dsplay your data. I ths secto, you wll
More informationA MLPG Meshless Method for Numerical Simulaton of Unsteady Incompressible Flows
Joural of Appled Flud Mechacs, Vol. x, No. x, pp. x-x, 00x. Avalable ole at www.afmole.et, ISSN 735-3645. A MLPG Meshless Method for Numercal Smulato of Usteady Icompressble Flows Ira Saeedpaah Assstat
More informationL5 Polynomial / Spline Curves
L5 Polyomal / Sple Curves Cotets Coc sectos Polyomal Curves Hermte Curves Bezer Curves B-Sples No-Uform Ratoal B-Sples (NURBS) Mapulato ad Represetato of Curves Types of Curve Equatos Implct: Descrbe a
More informationLong blade vibration model for turbine-generator shafts torsional vibration analysis
Avalable ole www.ocpr.co Joural of Checal ad Pharaceutcal Research, 05, 7(3):39-333 Research Artcle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Log blade vbrato odel for turbe-geerator shafts torsoal vbrato aalyss
More informationEstimation of Stress- Strength Reliability model using finite mixture of exponential distributions
Iteratoal Joural of Computatoal Egeerg Research Vol, 0 Issue, Estmato of Stress- Stregth Relablty model usg fte mxture of expoetal dstrbutos K.Sadhya, T.S.Umamaheswar Departmet of Mathematcs, Lal Bhadur
More informationIntroduction to local (nonparametric) density estimation. methods
Itroducto to local (oparametrc) desty estmato methods A slecture by Yu Lu for ECE 66 Sprg 014 1. Itroducto Ths slecture troduces two local desty estmato methods whch are Parze desty estmato ad k-earest
More informationCubic Nonpolynomial Spline Approach to the Solution of a Second Order Two-Point Boundary Value Problem
Joural of Amerca Scece ;6( Cubc Nopolyomal Sple Approach to the Soluto of a Secod Order Two-Pot Boudary Value Problem W.K. Zahra, F.A. Abd El-Salam, A.A. El-Sabbagh ad Z.A. ZAk * Departmet of Egeerg athematcs
More informationManipulator Dynamics. Amirkabir University of Technology Computer Engineering & Information Technology Department
Mapulator Dyamcs mrkabr Uversty of echology omputer Egeerg formato echology Departmet troducto obot arm dyamcs deals wth the mathematcal formulatos of the equatos of robot arm moto. hey are useful as:
More informationReflection of Plane Waves from a Free Surface of an Initially Stressed Transversely Isotropic Dissipative Medium
ppled Mathematcs 0 9- do:0.6/am.0.956 Publshed Ole September 0 (http://www.scrp.org/joural/am) Reflecto of Plae Waves from a Free Surface of a Itally Stressed Trasversely Isotropc Dsspatve Medum bstract
More informationComparison of Dual to Ratio-Cum-Product Estimators of Population Mean
Research Joural of Mathematcal ad Statstcal Sceces ISS 30 6047 Vol. 1(), 5-1, ovember (013) Res. J. Mathematcal ad Statstcal Sc. Comparso of Dual to Rato-Cum-Product Estmators of Populato Mea Abstract
More informationThe numerical simulation of compressible flow in a Shubin nozzle using schemes of Bean-Warming and flux vector splitting
The umercal smulato of compressble flow a Shub ozzle usg schemes of Bea-Warmg ad flux vector splttg Gh. Paygaeh a, A. Hadd b,*, M. Hallaj b ad N. Garjas b a Departmet of Mechacal Egeerg, Shahd Rajaee Teacher
More informationBlock-Based Compact Thermal Modeling of Semiconductor Integrated Circuits
Block-Based Compact hermal Modelg of Semcoductor Itegrated Crcuts Master s hess Defese Caddate: Jg Ba Commttee Members: Dr. Mg-Cheg Cheg Dr. Daqg Hou Dr. Robert Schllg July 27, 2009 Outle Itroducto Backgroud
More informationModule 7: Probability and Statistics
Lecture 4: Goodess of ft tests. Itroducto Module 7: Probablty ad Statstcs I the prevous two lectures, the cocepts, steps ad applcatos of Hypotheses testg were dscussed. Hypotheses testg may be used to
More informationRESPONSE AND STRESS CALCULATIONS OF AN ELASTIC CONTINUUM CARRYING MULTIPLE MOVING OSCILLATORS
RESPOSE AD STRESS CALCULATIOS OF A ELASTIC COTIUUM CARRYIG MULTIPLE MOVIG OSCILLATORS A. V. Pesterev, B. Yag, L. A. Bergma 3, ad C. A. Ta 4 Isttute for Systems Aalyss, Russa Academy of Sceces, Moscow,
More informationQuantization in Dynamic Smarandache Multi-Space
Quatzato Dyamc Smaradache Mult-Space Fu Yuhua Cha Offshore Ol Research Ceter, Beg, 7, Cha (E-mal: fuyh@cooc.com.c ) Abstract: Dscussg the applcatos of Dyamc Smaradache Mult-Space (DSMS) Theory. Supposg
More informationA study on the aerodynamic characteristics of airfoil in the flapping adjustment stage during forward flight
Joural of Physcs: Coferece Seres PAPER OPEN ACCESS A study o the aerodyamc characterstcs of arfol the flappg adjustmet stage durg forward flght o cte ths artcle: Pa Luo et al 17 J. Phys.: Cof. Ser. 916
More informationNumerical simulation of various flows over a square cavity
Iteratoal Joural of Mechacal Egeerg ad Research, ISSN 0973-4562 Vol. 5 No.1 (2015) Research Ida Publcatos; http://www.rpublcato.com/jmer.htm Numercal smulato of varous flows over a square cavty N.Sethl
More informationEngineering Vibration 1. Introduction
Egeerg Vbrato. Itroducto he study of the moto of physcal systems resultg from the appled forces s referred to as dyamcs. Oe type of dyamcs of physcal systems s vbrato, whch the system oscllates about certa
More informationwhch make the dyamc characterstcs of teso structures are obvously dfferet from those of brdges ad hgh-rsg buldgs, so tradtoal methods of radom vbrato
The Seveth Iteratoal Colloquum o Bluff Body Aerodyamcs ad Applcatos (BBAA7) Shagha, Cha; September -6, 01 Numercal studes o the behavors of wd-structure teracto for membrae structures Xao-Yg SUN a, Zhao-Qg
More informationNumerical simulation of turbulent flow through a straight square duct using a near wall linear k ε model.
It. Jl. of Multphyscs Volume Number 3 7 37 Numercal smulato of turbulet flow through a straght square duct usg a ear wall lear k ε model. Ahmed Recha, Hassa Na, *, Glmar Mompea, ad Abdelatf EI Mara 3 Faculté
More informationModule 1 : The equation of continuity. Lecture 5: Conservation of Mass for each species. & Fick s Law
Module : The equato of cotuty Lecture 5: Coservato of Mass for each speces & Fck s Law NPTEL, IIT Kharagpur, Prof. Sakat Chakraborty, Departmet of Chemcal Egeerg 2 Basc Deftos I Mass Trasfer, we usually
More informationResearch Article An Improved Fourier Series Method for the Free Vibration Analysis of the Three-Dimensional Coupled Beams
Hdaw Publshg Corporato Shock ad Vbrato Volume 6, Artcle ID 97844, 8 pages http://dx.do.org/.55/6/97844 Research Artcle A Improved Fourer Seres Method for the Free Vbrato Aalyss of the Three-Dmesoal Coupled
More informationECE 595, Section 10 Numerical Simulations Lecture 19: FEM for Electronic Transport. Prof. Peter Bermel February 22, 2013
ECE 595, Secto 0 Numercal Smulatos Lecture 9: FEM for Electroc Trasport Prof. Peter Bermel February, 03 Outle Recap from Wedesday Physcs-based devce modelg Electroc trasport theory FEM electroc trasport
More informationDIFFERENTIAL GEOMETRIC APPROACH TO HAMILTONIAN MECHANICS
DIFFERENTIAL GEOMETRIC APPROACH TO HAMILTONIAN MECHANICS Course Project: Classcal Mechacs (PHY 40) Suja Dabholkar (Y430) Sul Yeshwath (Y444). Itroducto Hamltoa mechacs s geometry phase space. It deals
More informationSummary of the lecture in Biostatistics
Summary of the lecture Bostatstcs Probablty Desty Fucto For a cotuos radom varable, a probablty desty fucto s a fucto such that: 0 dx a b) b a dx A probablty desty fucto provdes a smple descrpto of the
More informationStationary states of atoms and molecules
Statoary states of atos ad olecules I followg wees the geeral aspects of the eergy level structure of atos ad olecules that are essetal for the terpretato ad the aalyss of spectral postos the rotatoal
More informationTransforms that are commonly used are separable
Trasforms s Trasforms that are commoly used are separable Eamples: Two-dmesoal DFT DCT DST adamard We ca the use -D trasforms computg the D separable trasforms: Take -D trasform of the rows > rows ( )
More informationSignal,autocorrelation -0.6
Sgal,autocorrelato Phase ose p/.9.3.7. -.5 5 5 5 Tme Sgal,autocorrelato Phase ose p/.5..7.3 -. -.5 5 5 5 Tme Sgal,autocorrelato. Phase ose p/.9.3.7. -.5 5 5 5 Tme Sgal,autocorrelato. Phase ose p/.8..6.
More informationDetermination of angle of attack for rotating blades
Determato of agle of attack for rotatg blades Hora DUMITRESCU 1, Vladmr CARDOS*,1, Flor FRUNZULICA 1,, Alexadru DUMITRACHE 1 *Correspodg author *,1 Gheorghe Mhoc-Caus Iacob Isttute of Mathematcal Statstcs
More informationStress Wave propagation in Electro-Magneto-Elastic plate of arbitrary cross-sections
Iteratoal Joural of Scetfc & Egeerg Research Volume 3, Issue 8, August-1 1 ISSN 9-5518 Stress Wave propagato Electro-Mageto-Elastc plate of arbtrary cross-sectos P. Pousamy Departmet of Mathematcs Govermet
More informationAnalysis of Variance with Weibull Data
Aalyss of Varace wth Webull Data Lahaa Watthaacheewaul Abstract I statstcal data aalyss by aalyss of varace, the usual basc assumptos are that the model s addtve ad the errors are radomly, depedetly, ad
More information( q Modal Analysis. Eigenvectors = Mode Shapes? Eigenproblem (cont) = x x 2 u 2. u 1. x 1 (4.55) vector and M and K are matrices.
4.3 - Modal Aalyss Physcal coordates are ot always the easest to work Egevectors provde a coveet trasformato to modal coordates Modal coordates are lear combato of physcal coordates Say we have physcal
More informationCHAPTER VI Statistical Analysis of Experimental Data
Chapter VI Statstcal Aalyss of Expermetal Data CHAPTER VI Statstcal Aalyss of Expermetal Data Measuremets do ot lead to a uque value. Ths s a result of the multtude of errors (maly radom errors) that ca
More informationThe solution of Euler-Bernoulli beams using variational derivative method
Scetfc Research ad Essays Vol. 5(9), pp. 9-4, 4 May Avalable ole at http://www.academcjourals.org/sre ISSN 99-48 Academc Jourals Full egth Research Paper The soluto of Euler-Beroull beams usg varatoal
More informationOn the Modeling and Simulation of Collision and Collision-Free Motion for Planar Robotic Arm Galia V. Tzvetkova
Iteratoal Joural of Egeerg Research & Scece (IJOER [Vol-, Issue-9, December- 25] O the Modelg ad Smulato of Collso ad Collso-Free Moto for Plaar Robotc Arm Gala V. Tzvetova Isttute of mechacs, Bulgara
More informationFourth Order Four-Stage Diagonally Implicit Runge-Kutta Method for Linear Ordinary Differential Equations ABSTRACT INTRODUCTION
Malasa Joural of Mathematcal Sceces (): 95-05 (00) Fourth Order Four-Stage Dagoall Implct Ruge-Kutta Method for Lear Ordar Dfferetal Equatos Nur Izzat Che Jawas, Fudzah Ismal, Mohamed Sulema, 3 Azm Jaafar
More information2.28 The Wall Street Journal is probably referring to the average number of cubes used per glass measured for some population that they have chosen.
.5 x 54.5 a. x 7. 786 7 b. The raked observatos are: 7.4, 7.5, 7.7, 7.8, 7.9, 8.0, 8.. Sce the sample sze 7 s odd, the meda s the (+)/ 4 th raked observato, or meda 7.8 c. The cosumer would more lkely
More informationComparing Different Estimators of three Parameters for Transmuted Weibull Distribution
Global Joural of Pure ad Appled Mathematcs. ISSN 0973-768 Volume 3, Number 9 (207), pp. 55-528 Research Ida Publcatos http://www.rpublcato.com Comparg Dfferet Estmators of three Parameters for Trasmuted
More informationNumerical Simulations of the Complex Modied Korteweg-de Vries Equation. Thiab R. Taha. The University of Georgia. Abstract
Numercal Smulatos of the Complex Moded Korteweg-de Vres Equato Thab R. Taha Computer Scece Departmet The Uversty of Georga Athes, GA 002 USA Tel 0-542-2911 e-mal thab@cs.uga.edu Abstract I ths paper mplemetatos
More informationDATE: 21 September, 1999 TO: Jim Russell FROM: Peter Tkacik RE: Analysis of wide ply tube winding as compared to Konva Kore CC: Larry McMillan
M E M O R A N D U M DATE: 1 September, 1999 TO: Jm Russell FROM: Peter Tkack RE: Aalyss of wde ply tube wdg as compared to Kova Kore CC: Larry McMlla The goal of ths report s to aalyze the spral tube wdg
More informationComparison of Analytical and Numerical Results in Modal Analysis of Multispan Continuous Beams with LS-DYNA
th Iteratoal S-N Users oferece Smulato Techology omparso of alytcal ad Numercal Results Modal alyss of Multspa otuous eams wth S-N bht Mahapatra ad vk hatteree etral Mechacal Egeerg Research Isttute, urgapur
More informationFractional Order Finite Difference Scheme For Soil Moisture Diffusion Equation And Its Applications
IOS Joural of Mathematcs (IOS-JM e-iss: 78-578. Volume 5, Issue 4 (Ja. - Feb. 3, PP -8 www.osrourals.org Fractoal Order Fte Dfferece Scheme For Sol Mosture Dffuso quato Ad Its Applcatos S.M.Jogdad, K.C.Takale,
More informationLecture 12 APPROXIMATION OF FIRST ORDER DERIVATIVES
FDM: Appromato of Frst Order Dervatves Lecture APPROXIMATION OF FIRST ORDER DERIVATIVES. INTRODUCTION Covectve term coservato equatos volve frst order dervatves. The smplest possble approach for dscretzato
More informationPhysics 114 Exam 2 Fall Name:
Physcs 114 Exam Fall 015 Name: For gradg purposes (do ot wrte here): Questo 1. 1... 3. 3. Problem Aswer each of the followg questos. Pots for each questo are dcated red. Uless otherwse dcated, the amout
More informationA new algorithm for the simulation of the boltzmann equation using the direct simulation monte-carlo method
Joural of Mechacal Scece ad echology 3 (009) 86~870 Joural of Mechacal Scece ad echology wwwsprgerlkcom/cotet/738-494x DOI 0007/s06-009-0803-8 A ew algorthm for the smulato of the boltzma equato usg the
More informationMultiple Regression. More than 2 variables! Grade on Final. Multiple Regression 11/21/2012. Exam 2 Grades. Exam 2 Re-grades
STAT 101 Dr. Kar Lock Morga 11/20/12 Exam 2 Grades Multple Regresso SECTIONS 9.2, 10.1, 10.2 Multple explaatory varables (10.1) Parttog varablty R 2, ANOVA (9.2) Codtos resdual plot (10.2) Trasformatos
More informationLecture 7. Confidence Intervals and Hypothesis Tests in the Simple CLR Model
Lecture 7. Cofdece Itervals ad Hypothess Tests the Smple CLR Model I lecture 6 we troduced the Classcal Lear Regresso (CLR) model that s the radom expermet of whch the data Y,,, K, are the outcomes. The
More informationEllipsometry Overview
llpsometry Overvew ~ R Δ p ρ = ta( Ψ) e = ~ Rs ñ(λ) = (λ) + k(λ) ε = ñ 2 p-plae s-plae p-plae plae of cdece s-plae llpsometry buldg-blocks Lght ad Polarzato Materals / Optcal Costats Iteracto of Lght wth
More informationAnalysis of System Performance IN2072 Chapter 5 Analysis of Non Markov Systems
Char for Network Archtectures ad Servces Prof. Carle Departmet of Computer Scece U Müche Aalyss of System Performace IN2072 Chapter 5 Aalyss of No Markov Systems Dr. Alexader Kle Prof. Dr.-Ig. Georg Carle
More informationLecture Notes Types of economic variables
Lecture Notes 3 1. Types of ecoomc varables () Cotuous varable takes o a cotuum the sample space, such as all pots o a le or all real umbers Example: GDP, Polluto cocetrato, etc. () Dscrete varables fte
More informationENGI 3423 Simple Linear Regression Page 12-01
ENGI 343 mple Lear Regresso Page - mple Lear Regresso ometmes a expermet s set up where the expermeter has cotrol over the values of oe or more varables X ad measures the resultg values of aother varable
More informationPGE 310: Formulation and Solution in Geosystems Engineering. Dr. Balhoff. Interpolation
PGE 30: Formulato ad Soluto Geosystems Egeerg Dr. Balhoff Iterpolato Numercal Methods wth MATLAB, Recktewald, Chapter 0 ad Numercal Methods for Egeers, Chapra ad Caale, 5 th Ed., Part Fve, Chapter 8 ad
More informationMeasures of Central Tendency
Chapter 6 Measures of Cetral Tedecy Defto of a Summary Measure (page 185) A summary measure s a sgle value that we compute from a collecto of measuremets order to descrbe oe of the collecto s partcular
More informationECE606: Solid State Devices Lecture 13 Solutions of the Continuity Eqs. Analytical & Numerical
ECE66: Sold State Devces Lecture 13 Solutos of the Cotuty Eqs. Aalytcal & Numercal Gerhard Klmeck gekco@purdue.edu Outle Aalytcal Solutos to the Cotuty Equatos 1) Example problems ) Summary Numercal Solutos
More informationSolving Constrained Flow-Shop Scheduling. Problems with Three Machines
It J Cotemp Math Sceces, Vol 5, 2010, o 19, 921-929 Solvg Costraed Flow-Shop Schedulg Problems wth Three Maches P Pada ad P Rajedra Departmet of Mathematcs, School of Advaced Sceces, VIT Uversty, Vellore-632
More information{ }{ ( )} (, ) = ( ) ( ) ( ) Chapter 14 Exercises in Sampling Theory. Exercise 1 (Simple random sampling): Solution:
Chapter 4 Exercses Samplg Theory Exercse (Smple radom samplg: Let there be two correlated radom varables X ad A sample of sze s draw from a populato by smple radom samplg wthout replacemet The observed
More informationEconometric Methods. Review of Estimation
Ecoometrc Methods Revew of Estmato Estmatg the populato mea Radom samplg Pot ad terval estmators Lear estmators Ubased estmators Lear Ubased Estmators (LUEs) Effcecy (mmum varace) ad Best Lear Ubased Estmators
More informationThird handout: On the Gini Index
Thrd hadout: O the dex Corrado, a tala statstca, proposed (, 9, 96) to measure absolute equalt va the mea dfferece whch s defed as ( / ) where refers to the total umber of dvduals socet. Assume that. The
More informationThis lecture and the next. Why Sorting? Sorting Algorithms so far. Why Sorting? (2) Selection Sort. Heap Sort. Heapsort
Ths lecture ad the ext Heapsort Heap data structure ad prorty queue ADT Qucksort a popular algorthm, very fast o average Why Sortg? Whe doubt, sort oe of the prcples of algorthm desg. Sortg used as a subroute
More informationTheoretical background and applications of DEM. Simon Lo
Theoretcal backgroud ad applcatos of DEM Smo Lo Cotets DEM equatos DEM teracto models Examples Partcle trasport horzotal ppes Blast furace Mxg drum Coveyer belt cases Partcle trasport gas-lqud flow ppes
More informationBounds on the expected entropy and KL-divergence of sampled multinomial distributions. Brandon C. Roy
Bouds o the expected etropy ad KL-dvergece of sampled multomal dstrbutos Brado C. Roy bcroy@meda.mt.edu Orgal: May 18, 2011 Revsed: Jue 6, 2011 Abstract Iformato theoretc quattes calculated from a sampled
More informationhp calculators HP 30S Statistics Averages and Standard Deviations Average and Standard Deviation Practice Finding Averages and Standard Deviations
HP 30S Statstcs Averages ad Stadard Devatos Average ad Stadard Devato Practce Fdg Averages ad Stadard Devatos HP 30S Statstcs Averages ad Stadard Devatos Average ad stadard devato The HP 30S provdes several
More informationNewton s Power Flow algorithm
Power Egeerg - Egll Beedt Hresso ewto s Power Flow algorthm Power Egeerg - Egll Beedt Hresso The ewto s Method of Power Flow 2 Calculatos. For the referece bus #, we set : V = p.u. ad δ = 0 For all other
More informationFinite element simulation of internal flows with heat transfer using a velocity correction approach
Sadhaa, Vol. 6, Part 3, Jue 00, pp. 5 83. Prted Ida Fte elemet smulato of teral flows wth heat trasfer usg a velocty correcto approach B S VARAPRASAD PATAIK, Y T K GOWDA, M S RAVISAKAR 3, P A ASWATHA ARAYAA
More informationNumerical simulation of sand mould manufacture for Lost Foam Casting process
Numercal smulato of sad mould maufacture for Lost Foam Castg process J. Rojek 1,, F. Zarate, C. Agelet de Saracbar, M. Chumet, M. Cervera, P.M. Hagh 3, C. Glboure 3, P. Verdot 4 1 Isttute of FudametalTechologcal
More information5 Short Proofs of Simplified Stirling s Approximation
5 Short Proofs of Smplfed Strlg s Approxmato Ofr Gorodetsky, drtymaths.wordpress.com Jue, 20 0 Itroducto Strlg s approxmato s the followg (somewhat surprsg) approxmato of the factoral,, usg elemetary fuctos:
More informationMultiple Choice Test. Chapter Adequacy of Models for Regression
Multple Choce Test Chapter 06.0 Adequac of Models for Regresso. For a lear regresso model to be cosdered adequate, the percetage of scaled resduals that eed to be the rage [-,] s greater tha or equal to
More informationMEASURES OF DISPERSION
MEASURES OF DISPERSION Measure of Cetral Tedecy: Measures of Cetral Tedecy ad Dsperso ) Mathematcal Average: a) Arthmetc mea (A.M.) b) Geometrc mea (G.M.) c) Harmoc mea (H.M.) ) Averages of Posto: a) Meda
More informationECE 546 Lecture 17 Latency Insertion Method
ECE 546 Lecture 17 Latecy Iserto Method Sprg 2018 Jose E. Schutt-Ae Electrcal & Computer Egeerg Uversty of Illos jesa@llos.edu ECE 546 Jose Schutt Ae 1 Challeges Itegrato Packagg Complexty - Up to 16 layers
More informationInvestigating Cellular Automata
Researcher: Taylor Dupuy Advsor: Aaro Wootto Semester: Fall 4 Ivestgatg Cellular Automata A Overvew of Cellular Automata: Cellular Automata are smple computer programs that geerate rows of black ad whte
More informationANALYSIS ON THE NATURE OF THE BASIC EQUATIONS IN SYNERGETIC INTER-REPRESENTATION NETWORK
Far East Joural of Appled Mathematcs Volume, Number, 2008, Pages Ths paper s avalable ole at http://www.pphm.com 2008 Pushpa Publshg House ANALYSIS ON THE NATURE OF THE ASI EQUATIONS IN SYNERGETI INTER-REPRESENTATION
More informationA Study of the Reproducibility of Measurements with HUR Leg Extension/Curl Research Line
HUR Techcal Report 000--9 verso.05 / Frak Borg (borgbros@ett.f) A Study of the Reproducblty of Measuremets wth HUR Leg Eteso/Curl Research Le A mportat property of measuremets s that the results should
More informationC.11 Bang-bang Control
Itroucto to Cotrol heory Iclug Optmal Cotrol Nguye a e -.5 C. Bag-bag Cotrol. Itroucto hs chapter eals wth the cotrol wth restrctos: s boue a mght well be possble to have scotutes. o llustrate some of
More informationA New Family of Transformations for Lifetime Data
Proceedgs of the World Cogress o Egeerg 4 Vol I, WCE 4, July - 4, 4, Lodo, U.K. A New Famly of Trasformatos for Lfetme Data Lakhaa Watthaacheewakul Abstract A famly of trasformatos s the oe of several
More informationBayes Estimator for Exponential Distribution with Extension of Jeffery Prior Information
Malaysa Joural of Mathematcal Sceces (): 97- (9) Bayes Estmator for Expoetal Dstrbuto wth Exteso of Jeffery Pror Iformato Hadeel Salm Al-Kutub ad Noor Akma Ibrahm Isttute for Mathematcal Research, Uverst
More informationCS5620 Intro to Computer Graphics
CS56 Itro to Computer Graphcs Geometrc Modelg art II Geometrc Modelg II hyscal Sples Curve desg pre-computers Cubc Sples Stadard sple put set of pots { } =, No dervatves specfed as put Iterpolate by cubc
More informationPart 4b Asymptotic Results for MRR2 using PRESS. Recall that the PRESS statistic is a special type of cross validation procedure (see Allen (1971))
art 4b Asymptotc Results for MRR usg RESS Recall that the RESS statstc s a specal type of cross valdato procedure (see Alle (97)) partcular to the regresso problem ad volves fdg Y $,, the estmate at the
More informationMMJ 1113 FINITE ELEMENT METHOD Introduction to PART I
MMJ FINITE EEMENT METHOD Cotut requremets Assume that the fuctos appearg uder the tegral the elemet equatos cota up to (r) th order To esure covergece N must satsf Compatblt requremet the fuctos must have
More informationA Helmholtz energy equation of state for calculating the thermodynamic properties of fluid mixtures
A Helmholtz eergy equato of state for calculatg the thermodyamc propertes of flud mxtures Erc W. Lemmo, Reer Tller-Roth Abstract New Approach based o hghly accurate EOS for the pure compoets combed at
More information