PROOF COPY [BIO ] JBY

Size: px
Start display at page:

Download "PROOF COPY [BIO ] JBY"

Transcription

1 Tly P. Appelmn Joseph Mizrhi Dror Seliktr e-mil: Fulty of Biomeil Engineering, Tehnion - Isrel Institute of Tehnology, Hif 3, Isrel A Finite Element Moel of Cell-Mtrix Intertions to Stuy the Differentil Effet of Sffol Composition on Chonrogeni Response to Mehnil Stimultion Mehnilly inue ell eformtions hve een shown to influene honroyte response in 3D ulture. However, the reltionship etween the mehnil stimultion n ell response is not yet fully unerstoo. In this stuy finite element moel ws evelope to investigte ell-mtrix intertions uner unonfine ompression onitions, using tissue engineere enpsulting hyrogel seee with honroytes. Moel preitions of stress n strin istriutions within the ell n on the ell ounry were shown to exhiit spe-epenent responses tht vrie with sffol mehnil properties, the presene of periellulr mtrix (PCM), n the ell size. The simultions preite tht when the ells were initilly enpsulte into the hyrogel sffols, the ell size hrly ffete the mgnitue of the stresses n strins tht were rehing the enpsulte ells. However, with the inlusion of PCM lyer, lrger ells experiene enhne stresses n strins resulting from the mehnil stimultion. It ws lso note tht the PCM h stress shieling effet on the ells in tht the pek stresses experiene within the ells uring loing were signifintly reue. On the other hn, the PCM use the stresses t the ell-mtrix interfe to inrese. Bse on the moel preitions, the PCM moifie the sptil stress istriution within n roun the enpsulte ells y reireting the mximum stresses from the periphery of the ells to the ell nuleus. In tissue engineere rtilge expose to mehnil loing, the formtion of neo-pcm y enpsulte honroytes ppers to protet them from initilly exessive mehnil loing. Preitive moels n thus she importnt insight into how honroytes remoel their lol environment in orer to reistriute mehnil signls in tissue engineere onstruts. DOI: 0.5/ Keywors: finite element moel, rtilge tissue engineering, mehnil stimultion, hyrogel, poly(ethylene glyol), mehnotrnsution, honroyte Introution Crtilge ells re sensitive to their mehnil environment n ret iretly to mehnil stimultion. The ouple mehnil n iohemil ues t the ell surfe, where extrellulr signls re onverte to intrellulr ones, re the fol point of mehnotrnsution. Previous stuies hve shown tht the tivtion of mehnotrnsution pthwys use y ompressive strins n signifintly lter honroyte metolism 2 7. This tivtion, lthough still poorly unerstoo, ppers to inlue omintion of integrin-meite signling, strethtivte ion hnnel signling, n tin ytoskeleton eformtions 8. Other physil events pereive y enpsulte honroytes expose to mehnil loing my inlue whole ell eformtions, lol strin flututions, flui flows, osmoti hnges, n fixe hrge ensity ltertions. Theoretil moels of the honroyte miroenvironment re prtiulrly helpful in this ontext, s they enle quntittive preitions of events, Corresponing uthor. Mnusript reeive Mrh 30, 200; finl mnusript reeive Deemer 4, 200; epte mnusript poste Deemer 22, 200; pulishe online xxxxx-xxxxx-xxxxx. Asso. Eitor: Clrk T. Hung. whih re iffiult to mesure experimentlly. These moels require informtion on the onstitutive ehvior of the ells n the 9 8 sffols in whih they re emee or enpsulte. 20 In ntive rtiulr rtilge, the mehnilly loe honrotyes re enpsulte y periellulr mtrix PCM. The 22 2 PCM is istinguishe from the rest of the extrellulr mtrix 23 ECM y its unique omposition n mehnil properties. The 24 ell n PCM hve jointly een terme honron 2. The ECM 25 is omprise minly of type II ollgen n ggren proteoglyns while the PCM onsists of ollgen Types II, VI, n IX, fironetin, ggren, hyluronn, n eorin 2,3. When isolte honroytes re enpsulte in sffols, they synthesize tissue-speifi moleules tht initilly form PCM, whih therefter iffuses into the extrellulr spe to reinfore the sffol 3 30 n eomes prt of the eveloping ECM. 32 Our group hs previously reporte tht honroytes n respon ifferently when they re sujete to the sme ompres sive strin stimultion in ifferent enpsulting mteril To show this, we immoilize vrious proteins n proteoglyns 36 into poly ethylene glyol PEG se hyrogels to rete iosyntheti milieu for ultivting enpsulte honroytes uner ynmi mehnil stimultion. The honroyte-enpsulting 39 onstruts were sujete to 5% ynmi ompressive strin 40 Journl of Biomehnil Engineering Copyright 20 y ASME APRIL 20, Vol. 33 / -

2 " e Fig. Histologil ross-setions of hyrogel onstruts stine for proteoglyns with Sfrnin O: fter 24 h, n fter 28 ys with stimultion in two ifferent types of hyrogels, n n e exmples of setions inluing ifferent ells sujete to the sme mehnil stimultion ut resulting in ifferent quntities of PCM seretion. Sle rs: 0 m. 4 stimultion t Hz frequeny for 28 ys, n the ellulr response ws mesure. Our finings inite tht the mtrix prop erties i.e., iotivity n moulus signifintly influene the 44 metoli tivity of the ells, presumly through hnges in the 45 mehnotrnsution pthwys. We sought to pply finite element moel FEM to our experimentl system in orer to gin insight into how these smll hnges in the ECM properties n 48 result in ltertions to the mehnil stress n strin istriutions within n roun the enpsulte ells Finite element moeling of rtilge tissue ws previously pplie to simulte honroyte-mtrix intertions uner stey 5 52 stte 5,6, trnsient 7 9, n ynmi yli loing 53 20,2. Most of the work in this fiel hs een fouse on rtilge tissue explnts, either norml or osteorthriti, n hs s sume iphsi ehvior of the ifferent ell, PCM, n ECM 56 omponents. FEM simultions hve lso een use to lulte 57 the mehnil properties of either PCM or ell omponents y 58 inverse finite element pprohes omine with experimentl 59 t 5,22. Reently, FEM work reveling stresses n strins 60 for ifferent sffols use for rtilge tissue engineering ws 6 reporte y Blol n Bonssr 23. This work fouse on the 62 ifferenes in istriution n mgnitues of pressures, flui 63 flows, strins, n sher stresses in the entire onstrut, ut i not 64 ress istriutions of these fores t the ellulr level. In other 65 work reporte y Guilk n Mow 8, the iphsi simultion 66 prmeters were vrie to inlue grose n lginte hyrogels 67 sffols with enpsulte honroytes. Although ommonly 68 use for rtilge tissue engineering, oth lginte n grose re 69 very ifferent mterils when ompre with the PEG-protein hyrogels reporte y our group 4, n thus we pplie similr 70 7 FEM moeling pproh to our system in orer to etter unerstn our experimentl t The purpose of this stuy ws thus to evelop FEM pproh 74 to eluite the sequene of iomehnil n iohemil 75 events through whih pplie mehnil loing influenes 76 honroyte iotivity in tissue engineere rtilge in vitro. The 77 simultions were fouse on the pek mplitues uring ynmi 78 loing. We expet tht our results will provie further insight 79 into the omplex reltionship etween struture, iohemil 80 properties, metoli tivity, iomehnil performne, n tissue funtion; helping to gin etter unerstning of events 8 ssoite with tissue engineere rtilge evelopment in enpsulting PEG-se hyrogels Methos 2. Finite Element Simultions. A finite element nlysis 85 ws performe on hyrogel-enpsulte honroytes expose to 86 ompression using severl onstitutive moels. Speifilly, the 87 moeling ws se on honroytes enpsulte in four ifferent PEG-se hyrogel sffols, eh sujete to 5% y nmi ompressive strin stimultion t Hzfrequeny. The 90 mximum los t the pek 5% ompressive strin were ompre for the ifferent hyrogels 4. In other wors, the simul tions one were equivlent to the time point t the mximum 93 mplitue of 5%. The onstruts re initilly onsiere to e 94 ompose of sffol mteril n enpsulte rnomly istriute spheril honroytes. However, uring the ourse of their evelopment, the ells proue PCM roun their outer 97 periphery s eviene y our reporte experimentl finings 98 4,24 Figs.. The volume frtion of honroytes 99 ws pproximtely.6%, se on ell rius of 5 m n 00 seeing ensity ells per ui entimeter of hyrogel 0 mtrix. For our simultions volume frtion of 2% ws ssume. 02 The si unit ws tken s yliner with hrteristi height 03 of 32 m n rius 6 m, ssuming homogeneity of the 04 ells n the ove volume frtion. The enpsulte honroyte n its PCM n e moele s spheril inlusions with ell rius of 5 m n periellulr lyer of thikness of m 8. Due to xisymmetry roun the ell n symmetry 08 roun the r- plne refer to Fig. 2 for the oorinte system 09 the geometry use in the simultions ws reue to miroomin with rius of 6 m in the r iretion n height of 0 6 m in the z iretion Fig. 2. Vritions in the honroyte rius from the si 5 m were lso moele s follows: 3 2 rius of 7.5 m resulting in frtion volume of 6.8% Fig. 4 2, n rius of 0 m resulting in frtion volume of 5 6.3% Fig For ll simultions, the xil-symmetry stress-strin pplition 7 moe of the ommeril finite element softwre COMSOL MULT / Vol. 33, APRIL 20 Trnstions of the ASME

3 z r Fig. 2 2D meshes use in the xisymmetry simultion in the se of ell rii of 5 m, 7.5 m, n 0 m. The oorinte system use in the simultions n e foun in IPHYSICS CM version 3.5, COMSOL, In., Burlington, MA ws use. The mesh onsiste of tringulr elements with Lgrnge qurti sis funtions in ll ses. The mesh ws refine t the ell n PCM ounries, where higher stress grients were ntiipte. A mesh of 3750 elements ws foun suffiient for onvergene purposes for 5 m ell rius. A finer mesh with 5,000 elements resulte in less thn 0.25% ifferene in mximum von Mises stresses, n prinipl strins. In those ses where the mteril ws moele s isotropi with lrge eformtions, finer mesh of 794 elements ws require to hieve onvergene mesh not shown. A summry of the ifferent element numers for the simulte geometries is foun in Tle Governing Equtions n Constitutive Moels. Negleting the effet of oy fores, the governing eqution in eh of the suomins, the ell, the PCM, n the sffol ws given y 35 T = where T is the Cuhy stress. In ition to the xil-symmetry ounry onition roun the z xis n plne symmetry onition t z=0, onstnt presrie isplement equivlent to 5% ompressive strin ws pplie to the upper ege of the sffol suomin see Fig. 2 for oorinte system. Applying lulte ounry onitions from mrosopi moel to the miroomin Fig. 2, whih is known s the multisle pproh, ws foun unneessry ue to the efinition of the suomins s isotropi homogenous n monophsi mterils n the ssumption tht the ounry effets re negligile. With x enoting the present position n X the referene position, the eformtion grient F ws efine s F= x/ X. The Tle Mesh prmeters Cell imeter m No. of elements No. of egrees of freeom , , ,948 volume rtio ws efine s J=et F n the right n left 48 Cuhy Green eformtion tensors were given, respetively, y 49 C=F T F n B=FF T. The first eformtion invrint ws given s 50 I =C:I=B:I. To seprte volume effets the following sling 5 ws introue: C =J 2/3 C where the first invrint of C ws 52 then Ī =J 2/3 I. 53 For inompressile mterils, the inompressiility onstrint 54 on the volume rtio ws impose s follows: 55 J = et F = 2 56 while, in generl, the seon Piol Kirhhoff stress n e foun 57 y 58 S =2 W s C = W s 3 E 59 In this se, the seon Piol Kirhhoff stress ws foun y 60 S = pjc +2 W s C = pjc + W s 4 E 6 where the hyrostti pressure p is the Lgrnge multiplier rising 62 from the inompressiility onstrint n E= /2 C I is the 63 Green Lgrngin strin. 64 The Cuhy stress ws otine, fter the seon Piol 65 Kirhhoff stress ws foun, through the following inverse Piol 66 trnsformtion: 67 T = J FSF T 5 68 The strin energy of the inompressile isotropi neo-hooken 69 NH moel ws 70 W s = C I with the ition of Eq It n e shown tht the Cuhy stress in this se ws given s 73 T = pi +2C B B:I I The eformtion grient of n inompressile mteril sujete to unixil strin ws Journl of Biomehnil Engineering APRIL 20, Vol. 33 / -3

4 F = 0 0 where is the streth rtio. This resulte in left Cuhy Green eformtion tensor of B = E sffol =0kP 8 n Cuhy stress of 82 T = 2C p 0 0 p 0 2C p C Beuse T 22 =0, it n e shown tht T =2C 2 /. Beuse the time erivtive of the true strin ws efine 85 s = the true strin ws therefore efine s =ln ; i.e., =e. The xil stress eme T =2C e 2 e. The erivtive with respet to strin t smll strins yiele C =E 0 /6, whih for n inompressile mteril orrespone to C = 0 /2. Here, E 0 n 0 re Young n sher mouli t smll eformtions, respetively. Experimentl mesurements of the sffol properties emonstrte liner true stress n true strin reltionship up to streth rtio of 0.7. The ompressive moulus use for the hyrogel ws se on the liner est fit in the strin rnge To hieve etter pproximtion to the liner ehvior reporte in the experiments, moifition ws me to the NH moel y ing oeffiient A=.075, whih ws foun y minimizing the sum of squre error SSE in the rnge of streth =:0.8 Fig. 3. COMSOL simultions gve ientil results to these lultions. This enle us to vlite the implementtion of the ove NH moel moifition into COMSOL. The strin energy of the moifie NH moel MNH ws W s = A 0 2 I In COMSOL, the following mixe formultion ws implemente for the neo-hooken inompressile mteril: W s = 0 2 Ī 3 p J p where 0 = E 0 /2 2 n p ws the hyrostti pressure Lgrngin multiplier. Therefore the moifie NH strin energy ws implemente s W s = A 0 2 Ī 3 p J p The ompressile NH moel ws implemente in COMSOL y the following strin energy: Fig. 3 Moifition of the neo-hooken moel for the sffol suomin. The moifition of the neo-hooken moel squres versus irles proue etter fit to the experimentl ehvior plin line oserve in the ompression experiments. The experimentl tren line ws se on moulus vlues tken iretly from the true stress-strin urves of the sffol uner ompression, s mesure y n Instron testing mhine 4. W s = 0 2 Ī J n ws use to represent the ell n PCM ehvior. 25 In orer to hek the effet of this moifition on the overll 26 results, set of simultions ws lso run with ll the three suomins, ell, PCM, n sffol moele s NH To further investigte the effet of the onstitutive equtions on 29 the simultion results, the three suomins were lso moele s 220 isotropi elsti mterils, while ssuming smll eformtions, using the liner reltion etween the Cuhy stress n the liner strin through the liner elstiity tensor D. In ition, the three 223 suomins were lso moele s isotropi elsti mterils, 224 while ssuming lrge eformtions. In COMSOL, this ws implemente y ssuming tht the mteril ehves s Sint Vennt Kirhhoff hyperelsti mteril, whih mens tht the strin energy n e written s W s = 2 E:D:E This results in liner reltion etween the seon Piol 230 Kirhhoff stress n the Green Lgrngin strin, through the liner elstiity tensor D, whih for the inompressile se res S = pjc + W s E = pjc + D:E In generl, the Sint Vennt Kirhhoff onstitutive eqution is 234 useful for ses tht the strins re smll n the eformtions re 235 lrge, euse t smll strins the Lgrngin strin n the 236 Cuhy liner strin re lmost equivlent to eh other, s re the 237 seon Piol Kirhhoff stress n the Cuhy stress. The vntge is tht oth S n E re ojetive, n rottions ue to lrge eformtions re orretly tken into ount. One the seon 240 Piol Kirhhoff stress ws foun, the Cuhy stress ws lulte through the inverse Piol trnsformtion Eq Moel Prmeters. The PEG-se sffols were moele s inompressile monophsi isotropi mterils with ompressive moulus rnging from 2 kp to 0 kp s mesure 245 in previous experiments 4 Tle 2. The inompressiility ssumption 0.5 ws se on the reltion etween Young s moulus mesure using n Instron testing mhine, n the sher / Vol. 33, APRIL 20 Trnstions of the ASME

5 Tle 2 Simultion prmeters Suomin Size m Type E kp Chonroyte r=5 0 Hyperelsti-neo-Hooken Isotropi-smll eformtions Isotropi-lrge eformtions 3 Results n Disussion PCM h=2.5 Hyperelsti-neo-Hooken Isotropi-smll eformtions Isotropi-lrge eformtions Sffol L=6 Hyperelsti-moifie neo-hooken Hyperelsti-neo-Hooken Isotropi-smll eformtions Isotropi-lrge eformtions moulus of the mterils, whih ws mesure y strin-rte 250 ontrolle rheometer t not shown. These mesurements resulte in rtio of elsti moulus to sher moulus somewhere in the rnge 3, whih orrespone to Poisson s rtio of In ition, severl reports hve een pulishe with the 254 ssumption tht polymeri hyrogels, prtiulrly PEG-se hyrogels, ehve s inompressile solis 25,26. Chonroyte n PCM t were tken from the relevnt literture. The PCM 257 ws moele s n isotropi mteril with Young s moulus of kp n Poisson s rtio of Chonroyte moulus ws 259 tken s 3.2 kp se on ompression tests of ells enpsulte 260 in lginte onstruts 27. Chonroytes were moele s n isotropi mteril with Poisson s rtio of ,29. Even though honroytes re known to exhiit visoelsti properties, they 263 were moele s elsti mterils for simpliity. This ws not n 264 unresonle ssumption given tht mehnil loing ws performe t Hz, n the honroytes hve relxtion time of less thn 20 s 30. Furthermore, the sffols were sujete to h of ontinuous stimultion, n previous ynmi simultions 268 hve shown tht stey stte ws hieve in less thn 5 min Given the vrious ssumptions n euse we were intereste 27 in preiting the pek vlues of stress n strin, the mximum 272 mplitue of the ell, the PCM, n the sffol were moele in 273 the nlysis. The moel preite how the mehnil loing 274 ws trnsmitte to the ells, oth t the ell-mtrix interfe n 275 within the entire honroyte, given speifie hnges in the mehnil properties of the ifferent suomins, the ell size, n the presene or sene of the PCM Effets of Sffol Moulus. The sffol moulus ffete the stresses, eformtions, isplements, n prinipl strins in ll suomins in oth ses: with the PCM n without the PCM Fig. 4. In generl, with the PCM Figs. 4 n 4, stiffer sffol resulte in n inrese in stresses throughout the suomins n in higher strins in the PCM n ellulr suomins. In ition, stiffer sffol exhiite more homogenous stress n strin fiel in the sffol suomin while softer sffol trnsferre less stresses n reue the strins rehing the ell n PCM. With the PCM, fivefol inrese in the sffol moulus use the mximum von Mises stress in the PCM suomin to inrese y ftor of 3.4 n in the sffol y ftor of 4. Without the PCM Figs. 4 n 4, stresses throughout the suomins lso inrese ue to the stiffer moulus. In the se of the ltter, inresing the sffol moulus y ftor of 5 use the mximum von Mises stress in the sffol suomin to inrese y ftor of 6. When the sffol moulus ws higher thn the ell moulus e.g., 0 kp, the ell ws sujete to higher isplements resulting in n inrese in strin reltive to tht of the sffol, whih n reh up to 9.7% strin, wheres when the ell moulus ws higher thn the sffol moulus e.g., 2 kp, the isplement fiel ppere to wrp roun the ell, resulting in less strin to the ell t not 30 shown. The mximum von Mises stresses were preite to e in 302 the res immeitely outsie the ell ounry, lose to the ellmtrix interfe Figs. 4 n 4, irrespetive of the PCM Upon loser inspetion of the von Mises stresses t the ell 305 suomin, it ws evient tht the moulus of the sffol ffete oth the mgnitue n the istriution of the stresses Fig Our finings further reinfore the previously esrie oservtions tht the PCM introues stress shieling effet to the ells 6. Aoring to our simultions, the mximum stress vlues erese y 20% n 52% in the presene of PCM with 3 30 sffol moulus of 0 kp n 2 kp, respetively, in omprison 32 to no PCM. Without the PCM, the stress grient ws in the z 33 iretion Figs. 5 n 5, wheres with the PCM, the stress 34 grient ws moifie to grient in the ril iretion with 35 higher vlues t the ell enter n lower vlues t the ounry 36 of the ell Figs. 5 n 5. In ition, the stresses were 37 istriute over wier rnge when the PCM ws present: 00 P 38 versus 20 P for sffol moulus of 0 kp n 60 P versus 39 3P for sffol moulus of 2 kp. Without the PCM, the 320 lotion of the pek stresses in the ell hnge s funtion of 32 sffol moulus. When the sffol moulus ws higher, the 322 mximum von Mises stress ws ner the lterl sie of the ell, 323 wheres when the sffol moulus erese elow the ell 324 moulus, the mximum von Mises stress ws lote ner the 325 pex of the ell. Interestingly, fter the PCM ws introue, the 326 mximum stress move to the enter of the ell where the honroyte nuleus ws lote. With the PCM in ple, oth the mximum n minimum von Mises stresses inrese s the sffol moulus inrese. Beuse the moulus inrese i not eliit hnge in the sptil istriution of stress, ut i roen 33 the rnge of the von Mises stresses, this implie tht the stress 332 grients insie the ell lso inrese. 333 An inrese in sffol moulus use n inrese in the 334 mximum von Mises stress oth in the ell omin Figs. 6 n n t the ell-mtrix ounry Figs. 6 n 6, irrespetive of the PCM. Interestingly, with the PCM, this inrese epene on the ell size Figs. 6 n 6, wheres without 338 the PCM, the ell size i not ffet these vlues Figs. 6 n The simultions showe tht lrger ell with the sme 340 PCM thikness evelope higher stresses uner the sme presrie isplements uring loing. Therefore, thiker PCM woul e require to result in the sme effetive stress shieling 343 for lrger ell. This ws importnt euse the ell size, whih 344 ws ffete y the iotivity of the sffol 3, my pt in 345 response to its surrouning n therey nee to synthesize itionl PCM, even though it is sujete to the sme mehnil strin uner loing. Aoring to these simultions, ell emee insie sffol will initilly e sujete to stresses without eing ffete y the reltive ell size. However, one the 350 Journl of Biomehnil Engineering APRIL 20, Vol. 33 / -5

6 Simultions With PCM Von-Mises Stress, E Sffol = [2 kp] [P] Simultions Without PCM Von-Mises Stress, E Sffol = [2 kp] [P] ell egins to synthesize PCM, the stresses t the ell-mtrix ounry will inrese ue to the inrese stiffness of the PCM reltive to tht of the sffol. On the other hn, the stress shieling effet of the PCM will use the overll stresses in the ell to erese when the rius of the ell is 5 m or 7.5 m. These internl stresses epen on ell size; if the ell rius is 0 m the stresses without PCM re slightly lower thn with PCM, mening tht in this se, the PCM with thikness of 2.5 m is not suffiient to use stress shieling. Higher stresses in the ell my stimulte itionl PCM synthesis s to use higher stress shieling effets. Interestingly, our previous experimentl results onur tht ells hve ifferent PCM sizes, whih my e orrelte with the ell size 4,24 Figs. n e. 3.2 Cell Size n Cell Deformtion. Compression of the enpsulting mtrix evokes signifint ell eformtions, s quntifie y the reltive ell rius hnge RRC prmeter Fig. 7. RRC prmeter ws efine s the eforme rius ivie y the initil rius. Compressive eformtion inrese the RRC prmeter in the r iretion n erese it in the z iretion. The ell eformtion inrese inrese r-rrc n erese z-rrc with n inrese in the sffol moulus, irrespetive of the PCM. With the PCM, the initil ell rius ffete the RRC, oth in the z n r iretions Figs. 7 n 7. Aoring to these simultions, ell with smller initil rius unergoes Von-Mises Stress, E Sffol = [0 kp] [P] Von-Mises Stress, E Sffol = [0 kp] [P] Fig. 4 Sffol moulus effets on the von Mises stresses with eformtions: n with PCM n n without PCM, for sffol moulus of n 2 kp n n 0 kp. Eh set of mthing figures hve the sme sle n olor r to simplify omprison. PCM prmeters re E=40 kp, =0.04, ell prmeters re E=3.2 kp, = smller eformtions in oth iretions ompre with lrger 375 ell. Without PCM, the reltive ell rius in the z iretion erese s the sffol moulus inrese, though the influene of the initil ell rius ws more evient t higher sffol moulus Fig. 7. A lrger ell use less eformtion in the z iretion when mesure reltive to the originl rius. Without 380 the PCM, the ell rius in the r iretion inrese s the sffol 38 moulus inrese, ut hrly ny ifferene ws note etween 382 the ifferent initil ell rii Fig In ells with initil rii of 5 m n 7.5 m, the PCM 384 use strin shieling irrespetive of the sffol moulus. 385 Strin shieling ws note when the overll eformtion of the 386 ell ws reue, ompre with the se without the PCM Fig In the r iretion only, there ws lso strin shieling for ells 388 hving n initil rius of 0 m. Interestingly, t tht ell rius, 389 the presene of 2.5 m PCM lyer i not reue the reltive 390 eformtion in the z iretion, ut rther, slightly inrese it 39 when ompre with the equivlent sffols without PCM Constitutive Eqution Effets. The vrious onstitutive 393 equtions evlute showe tht the moel use in the simultion 394 n gretly ffet the preite stresses n strins within the 395 suomins. In generl there ws similr tren etween the 396 ifferent simultions in eh moel type; however, ifferenes in 397 the preite mximum vlues mong the moels were more thn / Vol. 33, APRIL 20 Trnstions of the ASME

7 With PCM Without PCM E Sffol = [0 kp] [P] E Sffol = [0 kp] [P] E Sffol = [2 kp] [P] 3.4 Effets of Cell Moulus. When etermining whih prmeters to use in our moels se on reent pulitions in the relevnt literture, we note tht rnge of more thn one orer of mgnitue hs een reporte for ell moulus, epening on the E Sffol = [2 kp] [P] Fig. 5 Von Mises stresses within the ell spe n with n n without PCM for the ses tht the sffol moulus ws n 0 kp n n 2 kp. Chnges n e note in oth sptil istriution n mgnitue % in some ses. The MNH moel preite the highest 400 stresses Figs. 8 n 9 n the lrgest RRC exept in the z 40 iretion without PCM Fig. 0. Assuming lrge eformtion 402 with smll strins n thus using isotropi onstitutive equtions 403 for lrge eformtions woul hve resulte in very lrge unerestimtion of the stresses n most of the ell eformtions. In terestingly in the z iretion without the PCM, this moel preite the smllest eformtions with the softer sffol mterils, ut ultimtely preite the lrgest eformtion for the stiffer mterils. In the MNH simultion only the sffol ws moele s MNH mteril, while the PCM n ell were ssume to e neo- 40 Hooken. This smll moifition resulte in notiele stress n 4 strin hnges throughout the ifferent suomins. Consequently, if we ssume isotropi mteril ehvior with smll e formtions, this woul result in loser preition to the MNH 44 thn with the isotropi lrge eformtion theory for the stresses 45 n strins ell origin n mesurement tehnique 22,27,28, For 420 most of the simultions, we hose ell moulus of 3.2 kp, 42 vlue estimte y Knight et l. 27 from ompression tests in 422 lginte. The effet of ell moulus on simultion ws lso onsiere, n simultions were thus performe with ifferent vl ues rnging from 0.35 kp to 4 kp Fig.. In the se where 425 PCM ws present, n low sffol moulus of 2 kp ws 426 hosen, hnging the ell moulus resulte in reltively liner 427 hnge in stresses n strins. The stresses in the sffol were 428 only slightly reue kp y the inrese in ell moulus. With the inrese in ell moulus, the stresses in the ell inrese, while the stresses in the PCM erese Figs., 43 f, n g. Deformtion in the z n r iretions erese 432 with the inrese in ell moulus Figs. n. The 433 mximum von Mises stress on the ell-pcm ounry lso erese with the inrese in ell moulus Fig. e. In this se, ll the mximum vlues hnge in ner-liner pttern Effets of the PCM. The effet of PCM synthesis ws 437 lso moele using FEM nlysis. This ws simulte y inresing the moulus of the PCM suomin 0 40 kp while reu ing Poisson s rtio Fig. 2. The stresses in the 440 Journl of Biomehnil Engineering APRIL 20, Vol. 33 / -7

8 Mx Von Mises Stress in Cell Domin [N/m 2 ] Mx Von Mises Stress on Cell-PCM Bounry [N/m 2 ] Simultions With PCM Cell Rius 5µm Cell Rius 7.5µm Cell Rius 0µm 200 E Sffol [KP] Mx Von Mises Stress in Cell Domin [N/m 2 ] Simultions Without PCM Cell Rius 5µm Cell Rius 7.5µm Cell Rius 0µm 400 E Sffol [KP] E Sffol [KP] Cell Rius 5µm Cell Rius 7.5µm Cell Rius 0µm Mx Von Mises Stress on Cell-Sffol Bounry [N/m 2 ] E Sffol [KP] Cell Rius 5µm Cell Rius 7.5µm Cell Rius 0µm AQ: # Fig. 6 Mximum von Mises stresses in the n ell suomin n n on the ell-mtrix ounry s funtion of sffol moulus in the se of three ifferent ell sizes, efore n fter the PCM ws rete Simultions With PCM Reltive Cell Rius Chnge Simultions Without PCM Reltive Cell Rius Chnge Fig. 7 The effet of sffol moulus on the reltive ell rius hnge RRC, efine s the eforme rius ivie y the initil rius, in the z n r iretions, with n without PCM, for three ell sizes -8 / Vol. 33, APRIL 20 Trnstions of the ASME

9 MxVonMisesStress[N/m 2 ] Simultions With PCM Sffol-Moife Neo-Hooken PCM-Moife Neo-Hooken Cell-Moife Neo-Hooken Sffol-Isotropi, Smll eformtion PCM-Isotropi, Smll eformtion Cell--Isotropi, Smll eformtion Sffol- Neo-Hooken PCM- Neo-Hooken Cell- Neo-Hooken Sffol-Isotropi, Lrge eformtion PCM-Isotropi, Lrge eformtion Cell-Isotropi, Lrge eformtion MxVonMisesStress[N/m 2 ] 2 Simultions Without PCM Sffol-Moife Neo-Hooken Cell-Moife Neo-Hooken Sffol-Isotropi, Smll eformtion Cell-Isotropi, Smll eformtion Sffol- Neo-Hooken Cell- Neo-Hooken Sffol-Isotropi, Lrge eformtion Cell-Isotropi, Lrge eformtion 0 E Sffol [KP] 0 E Sffol [KP] Fig. 8 The effet of ifferent moeling tehniques on the mximum von Mises stress in the ifferent suomins s funtion of sffol moulus, with n without PCM. Cell rius ws tken s 5 m PCM suomin inrese with the inrese in PCM moulus Fig. 2. This susequently use erese in the mximum stresses rehing the ell suomin. On the other hn, the inrese moulus of the PCM use n inrese in the stresses t the ell-pcm ounry, prtiulrly t the lterl sie of the ell Fig. 2 where the mximum stresses in the PCM lso our Implitions on Mehnotrnsution. Signling meite through integrin hesion reeptors regultes severl hon- royte funtions inluing ifferentition, viility, mtrix remoeling, n responses to mehnil stimuli 35. Integrins, primrily integrins, re responsile for honroyte tthment to the ECM. Iniviul integrin-firinogen ons hve imeter of 5 nm 36 n hve een evlute s hving rupture fore of f=00 pn 37,38. Clulting the verge single on rupture norml stress, 4f/ 2 =imeter, yiels vlue of 566 kp. 455 Integrin-fironetin on fores hve een evlute s 20 pn , therefore resulting in lulte norml rupture stress of kp. These evlute stresses re higher thn the simulte 458 mximum stresses t the ell-mtrix ounry, whih o not exee 5 kp for ll the simultions performe. It shoul e note tht ompressive stresses n rise up to 0 20 MP within the 46 joint 40, whih is orers of mgnitue higher thn the stresses 462 we report; however, ntive ult rtiulr rtilge lso hs 463 muh higher moulus when ompre with the PEG-se hyrogels use s sffol for the tissue engineere onstruts Reent experiments showe tht hrveste humn honroytes, whih were seee on rtilge tissue, ethe t sher stresses of 70 P, 80 h postseeing 4. In this se, integrin 468 Mx Von Mises Stress on Cell-PCM Bounry [N/m 2 ] Moife Neo-Hooken Simultions With PCM Isotropi, Smll eformtion Neo-Hooken Isotropi, Lrge eformtion E Sffol [KP] Mx Von Mises Stress on Cell-Sffol Bounry [N/m 2 ] Moife Neo-Hooken Simultions Without PCM Isotropi, Smll eformtion Neo-Hooken Isotropi, Lrge eformtion 200 E Sffol [KP] Fig. 9 The effet of ifferent onstitutive moels on the mximum von Mises stress t the ell-mtrix ounry s funtion of sffol moulus, with n without PCM. Cell rius ws tken s 5 m. Journl of Biomehnil Engineering APRIL 20, Vol. 33 / -9

10 z iretion Reltive Cell Cell Dimeter Rius Chnge Chnge - With PCM With PCM Moife Neo-Hooken Isotropi, Smll eformtion Neo-Hooken Isotropi, Lrge eformtion 0.8 ziretion Reltive Cell Cell Dimeter Rius Chnge Chnge - Without Without PCM PCM Moife Neo-Hooken Isotropi, Smll eformtion Neo-Hooken Isotropi, Lrge eformtion r iretion riretion ESffol[KP] ESffol[KP] Fig. 0 The effet of ifferent onstitutive moels on the reltive ell rius hnge RRC, efine s the eforme rius ivie y the initil rius, in the z n r iretions s funtion of sffol moulus, with n without PCM. The initil ell rius ws tken s 5 m. Suomin Type E [kp]! Chonroyte NH Sffol 2 PCM Cell f PCM NH Sffol MNH g MxVonMisesStress[N/m 2 ] e Mx Von Mises Stress on Cell-PCM ounry [N/m 2 ] ECell[KP] z iretion r iretion E Cell [KP] Reltive Cell Dimeter Cell Rius Chnge Chnge ECell[KP] Fig. The effet of ell moulus on mximum von Mises stresses in the suomins, reltive ell rius hnge, efine s the eforme rius ivie y the initil rius, in the z iretion, reltive ell rius hnge. In the r iretion, n e mximum von Mises stress t the ell-pcm ounry prmeters use re summrize in. The sptil von Mises stresses n eformtion re emonstrte for the se of ell moulus of f 0.35 kp n g 4 kp. -0 / Vol. 33, APRIL 20 Trnstions of the ASME

11 MxVonMisesStress[N/m 2 ] vpcm Sffol 8000 PCM Cell EPCM[KP] Von-Mises Stress on Cell-Mtrix Bounry [P] E PCM 0 [kp], v PCM E PCM 3 [kp], v PCM E PCM 6 [kp], v PCM E PCM 9 [kp], v PCM E PCM 22 [kp], v PCM 0.36 E PCM 25 [kp], v PCM 0.27 E PCM 28 [kp], v PCM E PCM 3 [kp], v PCM 0.78 E PCM 34 [kp], v PCM 0.32 E PCM 37 [kp], v PCM E PCM 40 [kp], v PCM Ar-length x0-6 Fig. 2 PCM seretion effets on the mximum von Mises stresses in the ifferent suomins n the von Mises stresses on the ell-mtrix ounry plotte oring to the r length ons re roken ue to high sher stress levels. In our simultions, ll von Mises stresses t the ell-mtrix interfe were preite to e in the rnge etween 330 P n 0 P, therefore exeeing the experimentl effetive sher stress reporte y Kurtis et l. 4, ut lower thn the lulte on rupture stress. Therefore, the possiility tht integrin on rupturing ws involve in the ifferenes in ell mehnotrnsution ws not supporte y the moel preitions. 3.7 Limittions n Other Consiertions. It shoul e note tht the present moels hve severl limittions ue, in prt, to simplifying ssumptions. In the experiments, honroytes emee in the hyrogels sometimes exhiite nonspheril geometry, off-xis lignment, lustering of ells surroune y single PCM, n uneven PCM thikness. The ssumption of perfet sphere ws me primrily to enle us to employ n xisymmetril simplifition. This is unlike mture helthy rtilge, where the ells re firly well ligne with the iretion of tissue epth 42 n where the ell s spet rtio n e tken into ount in the efinition of the xisymmetry simultions 43. Although, initilly, the sffol n e onsiere isotropi, with the inlusion of ells n synthesize PCM, the mteril eomes inresingly nisotropi. In ition, enzymes egre the sffol in iffusion epenent mnner wy from the ell ounry; wheres hyrolysis egres the sffol in ulk. For simpliity, we ssume isotropy euse of this highly omplite egrtion profile within the hyrogel. Unfortuntely, given the hosen omin size, whih ws itte y the seeing ensity, prt of the solutions exhiite presene of ounry lyers ner the omin eges. One of the inherent ssumptions ws tht perturtions in the eformtion ue to the inlusion of the ell vnish in the fr fiel ege of the omin. Therefore, when efining the suomin ounry onition, the presene of suh itionl ounry lyers my prelue this si ssumption. These ouple effets ner the ounries of the sffol omin were intensifie s the ell size ws inrese n the ell-to-sffol volume frtion inrese. Inresing the ury of the simultions woul neessitte in this se more omplex representtion of lrger omin inluing more ells, whih is eyon the sope of this stuy. As mentione efore, the visoelsti properties of the ell n PCM were neglete s were oy fores. Crtilge hs een previously moele s iphsi mteril 44. This present stuy iffers in two mjor respets from the work of Guilk n Mow 8 : first, the rpi moe of loing n, seon, the ft tht the meium simulte is loser to hyrogel thn to rtilge. In this respet our experimentl mesurements hve showe tht the mehnil ehvior of the hyrogels ws very 54 lose to tht of n elsti mteril n for this reson monophsi moel ws juge suffiient for this stuy. The moe of lo ing for whih the simultions were me in this stuy is onsiere in rtiulr rtilge to e short-term eformtion n is thought to e ssoite with rpi movement n rerrngements 59 of the tissue uner onstnt volume 45. This is onsierly 520 ifferent from long-term eformtion, whih involves the movement of flui reltive to the ollgen network through the very fine pores forme y the proteolgyln moleules 46. Due to the 523 ssumptions of homogenous monophsi mterils n negligile 524 ounry effets, multisle moel eme unneessry n ws 525 not implemente. Moreover, honroytes hve een reporte to 526 e sensitive to the type of loing onitions: Different loing 527 frequenies hve een shown to ffet glyominoglyns 528 GAGs synthesis wheres stti loing hs een shown to hve 529 negtive effet on GAG synthesis 3. It woul pper tht 530 more omplex FEM shoul e evelope for this type of system, 53 tking into ount the ove experimentl finings. The ell, 532 PCM, n sffol were efine not to llow ny slippge or 533 reltive movement, n onstnt tthment etween the suomins ws ssume. Cell tthment to its surrouning is elieve to our t istint fol ontt points. Thus, iotive n permissive sffols use in our experimentl stuy were elieve to hve evoke very ifferent fol hesion profiles. It woul e 538 interesting to investigte how ifferent ounry onitions etween the ell n its surrouning ffet the mehnil stimuli rehing the ell, ut this is eyon the sope of the urrent report. The PCM, while eing synthesize, hnges its mehnil properties n geometry. In this work we only resse the 543 hnge in mehnil properties. Further work shoul inlue the 544 investigtion of the effet of the hnge in the PCM thikness, 545 euse notiele hnges were oserve in experimentl finings Conlusions 548 A numeril FE moel ws evelope n use to simulte 549 tests tht were previously performe in unonfine ompression 550 uner vrious onfigurtions 4. The stresses n eformtions 55 of honroytes within ifferent sffol types were preite for 552 the pek phse of yli unonfine ompression loing. Four 553 ifferent moeling methos were ompre to evlute their effets on the preite vlues. The simultions presente in this stuy emonstrte epenene of the preite stresses in the 556 ellulr environment on the ifferent onstitutive moels use for 557 Journl of Biomehnil Engineering APRIL 20, Vol. 33 / -

12 the three ifferent suomins: ell, PCM, n sffol. In ition, it ws emonstrte tht the mteril properties of the sffol n PCM, s well s ell size influene stress n strin istriutions. The numeril simultions showe tht the PCM plys ritil role in regulting the iomehnil signls rehing the ell, oth in mgnitue n in sptil istriution. Interestingly, the effets of ell size prove signifint only one the 565 PCM ws intt. These simultion results provie further insight 566 into the vritions in the metoli responses previously reporte 567 y our group, foun with ifferent PEG-se ell-seee hyrogel onstruts sujete to the sme mehnil stimultion Aknowlegment 570 The uthors grtefully knowlege the finnil support of the 57 Unite Sttes-Isrel Bintionl Siene Fountion Grnt No n the Russell Berrie Nnotehnology Institute - Tehnion. The uthors grtefully knowlege the useful isussions with M. Ruin. Referenes Wng, N., Butler, J. P., n Inger, D. E., 993, Mehnotrnsution Aross the Cell Surfe n Through the Cytoskeleton, Siene, 260 5, pp Bushmnn, M. D., Gluzn, Y. A., Grozinsky, A. J., n Hunziker, E. B., , Mehnil Compression Moultes Mtrix Biosynthesis in Chonroyte/Agrose Culture, J. Cell Si., 08 4, pp Lee, D. A., n Ber, D. L., 997, Compressive Strins t Physiologil Frequenies Influene the Metolism of Chonroytes Seee in Agrose, J. Orthop. Res., 5 2, pp Free, L. E., Vunjk-Novkovi, G., n Lnger, R., 993, Cultivtion of Cell-Polymer Crtilge Implnts in Bioretors, J. Cell. Biohem., 5 3, pp Muk, R. L., Seyhn, S. L., Ateshin, G. A., n Hung, C. T., 2002, Influene of Seeing Density n Dynmi Deformtionl Loing on the Developing Struture/Funtion Reltionships of Chonroyte-Seee Agrose Hyrogels, Ann. Biome. Eng., 30 8, pp Muk, R. L., Soltz, M. A., Wng, C. C. B., Wong, D. D., Cho, P.-H. G., Vlhmu, W. B., Hung, C. T., n Ateshin, G. A.,, Funtionl Tissue Engineering of Artiulr Crtilge Through Dynmi Loing of Chonroyte- Seee Agrose Gels, ASME J. Biomeh. Eng., 22 3, pp Wlmn, S. D., Spiteri, C. G., Grynps, M. D., Pillir, R. M., n Knel, R. A., 2004, Long-Term Intermittent Compressive Stimultion Improves the Composition n Mehnil Properties of Tissue-Engineere Crtilge, Tissue Eng., 0 9 0, pp Lee, H. S., Millwr-Sler, S. J., Wright, M. O., Nuki, G., n Slter, D. M.,, Integrin n Mehnosensitive Ion Chnnel-Depenent Tyrosine Phosphoryltion of Fol Ahesion Proteins n Bet-Ctenin in Humn Artiulr Chonroytes After Mehnil Stimultion, J. Bone Miner. Res., 5 8, pp Wright, M. O., Nishi, K., Bvington, C., Goolphin, J. L., Dunne, E., Wlmsley, S., Jonputr, P., Nuki, G., n Slter, D. M., 997, Hyperpolristion of Culture Humn Chonroytes Following Cylil Pressure-Inue Strin: Eviene of Role for Alph 5 Bet Integrin s Chonroyte Mehnoreeptor, J. Orthop. Res., 5 5, pp Cmpell, J. J., Blin, E. J., Chowhury, T. T., n Knight, M. M., 2007, Loing Alters Atin Dynmis n Up-Regultes Cofilin Gene Expression in Chonroytes, Biohem. Biophys. Res. Commun., 36 2, pp Kok, L. M., Shulz, R. M., vn Donkelr, C. C., Thummler, C. B., Ber, A., n Ito, K., 2009, RGD-Depenent Integrins Are Mehnotrnsuers in Dynmilly Compresse Tissue-Engineere Crtilge Construts, J. Biomeh., 42 3, pp Poole, C. A., 997, Artiulr Crtilge Chonrons: Form, Funtion n Filure, J. Ant., 9, pp Mrous, A., 979, Physiohemil Properties of Artiulr Crtilge, Ault Artiulr Crtilge, M. A. R. Freemn, e., Pitmn Meil, Lonon, pp Appelmn, T. P., Mizrhi, J., Elisseeff, J. H., n Seliktr, D., 2009, The Differentil Effet of Sffol Composition n Arhiteture on Chonroyte Response to Mehnil Stimultion, Biomterils, 30 4, pp Mihlek, A. J., n Itriis, J. C., 2007, A Numeril Stuy to Determine Periellulr Mtrix Moulus n Evlute Its Effets on the Miromehnil Environment of Chonroytes, J. Biomeh., 40 6, pp Alexopoulos, L. G., Setton, L. A., n Guilk, F., 2005, The Biomehnil Role of the Chonroyte Periellulr Mtrix in Artiulr Crtilge, At Biomter., 3, pp Wu, J. Z., Herzog, W., n Epstein, M., 999, Moelling of Lotion- n Time-Depenent Deformtion of Chonroytes During Crtilge Loing, J. Biomeh., 32 6, pp Guilk, F., n Mow, V. C.,, The Mehnil Environment of the Chonroyte: A Biphsi Finite Element Moel of Cell-Mtrix Intertions in Artiulr Crtilge, J. Biomeh., 33 2, pp Chhine, N. O., Hung, C. T., n Ateshin, G. A., 2007, In-Situ Mesurements of Chonroyte Deformtion Uner Trnsient Loing, Eur. Cells 638 Mter, 3, pp Kim, E., Guilk, F., n Hier, M. A., 2008, The Dynmi Mehnil 640 Environment of the Chonroyte: A Biphsi Finite Element Moel of Cell- 64 Mtrix Intertions Uner Cyli Compressive Loing, ASME J. Biomeh. 642 Eng., 30 6, p Wu, J. Z., n Herzog, W., 2006, Anlysis of the Mehnil Behvior of 644 Chonroytes in Unonfine Compression Tests for Cyli Loing, J. Biomeh., 39 4, pp Ofek, G., Ntoli, R. M., n Athnsiou, K. A., 2009, In Situ Mehnil 647 Properties of the Chonroyte Cytoplsm n Nuleus, J. Biomeh., 42 7, 648 pp Blol, O. M., n Bonssr, L. J., 2009, Prmetri Finite Element Anlysis of Physil Stimuli Resulting From Mehnil Stimultion of Tissue En gineere Crtilge, ASME J. Biomeh. Eng., 3 6, p Appelmn T. P., Mizrhi J., Elisseeff, J. H., n Seliktr, D., 20, The 653 Influene of Biologil Motifs n Dynmi Mehnil Stimultion in Hyrogel Sffol Systems on the Phenotype of Chonroytes, Biomterils, , pp Elert, D. L., n Huell, J. A., 200, Conjugte Aition Retions Comine With Free-Ril Cross-Linking for the Design of Mterils for Tissue Engineering, Biomromoleules, 2 2, pp Lio, H., Munoz-Pinto, D., Qu, X., Hou, Y., Grunln, M. A., n Hhn, M. S., , Influene of Hyrogel Mehnil Properties n Mesh Size on Vol 66 Fol Firolst Extrellulr Mtrix Proution n Phenotype, At Biomter., 4 5, pp Knight, M. M., vn e Breevrt Brvenoer, J., Lee, D. A., vn Osh, G. J., 664 Weinns, H., n Ber, D. L., 2002, Cell n Nuleus Deformtion in Compresse Chonroyte-Alginte Construts: Temporl Chnges n Clultion of Cell Moulus, Biohim. Biophys. At, 570, pp Freemn, P. M., Ntrjn, R. N., Kimur, J. H., n Anrihi, T. P., 994, 668 Chonroyte Cells Respon Mehnilly to Compressive Los, J. Orthop. 669 Res., 2 3, pp Trikey, W. R., Bijens, F. P., Lursen, T. A., Alexopoulos, L. G., n Guilk, 67 F., 2006, Determintion of the Poisson s Rtio of the Cell: Reovery Properties of Chonroytes After Relese From Complete Miropipette Aspirtion, J. Biomeh., 39, pp Drling, E. M., Topel, M., Zusher, S., Vil, T. P., n Guilk, F., 2008, 675 Visoelsti Properties of Humn Mesenhymlly-Derive Stem Cells n 676 Primry Osteolsts, Chonroytes, n Aipoytes, J. Biomeh., 4 2, pp Dikovsky D., Bino-Pele H., n Seliktr, D., 2008, Defining the Role of 679 Mtrix Compline n Proteolysis in Three-Dimensionl Cell Spreing n 680 Remoeling, Biophysil Journl, 94 7, pp Zhng, Q. Y., Wng, X. H., Wei, X. C., n Chen, W. Y., 2008, Chrteriztion of Visoelsti Properties of Norml n Osteorthriti Chonroytes in Experimentl Rit Moel, Osteorthritis Crtilge, 6 7, pp Trikey, W. R., Lee, G. M., n Guilk, F.,, Visoelsti Properties of 685 Chonroytes From Norml n Osteorthriti Humn Crtilge, J. Orthop. 686 Res., 8 6, pp Ber, D. L., Ohshi, T., Knight, M. M., Lee, D. A., n Sto, M., 2002, 688 Deformtion Properties of Artiulr Chonroytes: A Critique of Three Seprte Tehniques, Biorheology, 39 2, pp Loeser, R. F., 2002, Integrins n Cell Signling in Chonroytes, Biorheology, 39 2, pp Gllnt, N. D., n Gri, A. J., 2007, Moel of Integrin-Meite Cell 693 Ahesion Strengthening, J. Biomeh., 40 6, pp Li, F., Reik, S. D., Erikson, H. P., n Moy, V. T., 2003, Fore Mesurements of the Alph5et Integrin-Fironetin Intertion, Biophys. J., , pp Litvinov, R. I., Shumn, H., Bennett, J. S., n Weisel, J. W., 2002, Bining 698 Strength n Ativtion Stte of Single Firinogen-Integrin Pirs on Living 699 Cells, Pro. Ntl. A. Si. U.S.A., 99, pp Thoumine, O., Koin, P., Kottelt, A., n Meister, J. J.,, Short-Term 70 Bining of Firolsts to Fironetin: Optil Tweezers Experiments n 702 Proilisti Anlysis, Eur. Biophys. J., 29 6, pp Ams, M. A., 2006, The Mehnil Environment of Chonroytes in Artiulr Crtilge, Biorheology, , pp Kurtis, M. S., Shmit, T. A., Bugee, W. D., Loeser, R. F., n Sh, R. L., , Integrin-Meite Ahesion of Humn Artiulr Chonroytes to Crtilge, Arthritis Rheum., 48, pp Clrk, A. L., Brly, L. D., Mtys, J. R., n Herzog, W., 2003, In Situ 709 Chonroyte Deformtion With Physiologil Compression of the Feline Ptellofemorl Joint, J. Biomeh., 36 4, pp Hn, S. K., Feerio, S., Grillo, A., Giquint, G., n Herzog, W., 2007, The 72 Mehnil Behviour of Chonroytes Preite With Miro-Struturl 73 Moel of Artiulr Crtilge, Biomeh. Moel. Mehnoiol., 6 3, pp Kwn, M. K., Li, W. M., n Mow, V. C., 990, A Finite Deformtion 76 Theory for Crtilge n Other Soft Hyrte Connetive Tissues I. Equilirium Results, J. Biomeh., 23 2, pp Mizrhi, J., Mrous, A., Lnir, Y., Ziv, I., n Weer, T. J., 986, The 79 Instntneous Deformtion of Crtilge: Effets of Collgen Fier Orienttion n Osmoti Stress, Biorheology, 23 4, pp Mizrhi, J., Mrous, A., n Benim, E., 990, Unonfine Compression 722 for Stuying Crtilge Creep, Methos in Crtilge Reserh, J.Mizrhi,A. 723 Mrous, n E. Benim, es., Aemi, Lonon, pp / Vol. 33, APRIL 20 Trnstions of the ASME

13 NOT FOR PRINT! FOR REVIEW BY AUTHOR NOT FOR PRINT! AUTHOR QUERIES 0080JBY # Author: When there is only one sentene in figure ption, ASME style is to hve no ening puntution.

Now we must transform the original model so we can use the new parameters. = S max. Recruits

Now we must transform the original model so we can use the new parameters. = S max. Recruits MODEL FOR VARIABLE RECRUITMENT (ontinue) Alterntive Prmeteriztions of the pwner-reruit Moels We n write ny moel in numerous ifferent ut equivlent forms. Uner ertin irumstnes it is onvenient to work with

More information

for all x in [a,b], then the area of the region bounded by the graphs of f and g and the vertical lines x = a and x = b is b [ ( ) ( )] A= f x g x dx

for all x in [a,b], then the area of the region bounded by the graphs of f and g and the vertical lines x = a and x = b is b [ ( ) ( )] A= f x g x dx Applitions of Integrtion Are of Region Between Two Curves Ojetive: Fin the re of region etween two urves using integrtion. Fin the re of region etween interseting urves using integrtion. Desrie integrtion

More information

Lecture 6: Coding theory

Lecture 6: Coding theory Leture 6: Coing theory Biology 429 Crl Bergstrom Ferury 4, 2008 Soures: This leture loosely follows Cover n Thoms Chpter 5 n Yeung Chpter 3. As usul, some of the text n equtions re tken iretly from those

More information

I 3 2 = I I 4 = 2A

I 3 2 = I I 4 = 2A ECE 210 Eletril Ciruit Anlysis University of llinois t Chigo 2.13 We re ske to use KCL to fin urrents 1 4. The key point in pplying KCL in this prolem is to strt with noe where only one of the urrents

More information

First compression (0-6.3 GPa) First decompression ( GPa) Second compression ( GPa) Second decompression (35.

First compression (0-6.3 GPa) First decompression ( GPa) Second compression ( GPa) Second decompression (35. 0.9 First ompression (0-6.3 GP) First deompression (6.3-2.7 GP) Seond ompression (2.7-35.5 GP) Seond deompression (35.5-0 GP) V/V 0 0.7 0.5 0 5 10 15 20 25 30 35 P (GP) Supplementry Figure 1 Compression

More information

Eigenvectors and Eigenvalues

Eigenvectors and Eigenvalues MTB 050 1 ORIGIN 1 Eigenvets n Eigenvlues This wksheet esries the lger use to lulte "prinipl" "hrteristi" iretions lle Eigenvets n the "prinipl" "hrteristi" vlues lle Eigenvlues ssoite with these iretions.

More information

Numbers and indices. 1.1 Fractions. GCSE C Example 1. Handy hint. Key point

Numbers and indices. 1.1 Fractions. GCSE C Example 1. Handy hint. Key point GCSE C Emple 7 Work out 9 Give your nswer in its simplest form Numers n inies Reiprote mens invert or turn upsie own The reiprol of is 9 9 Mke sure you only invert the frtion you re iviing y 7 You multiply

More information

Momentum and Energy Review

Momentum and Energy Review Momentum n Energy Review Nme: Dte: 1. A 0.0600-kilogrm ll trveling t 60.0 meters per seon hits onrete wll. Wht spee must 0.0100-kilogrm ullet hve in orer to hit the wll with the sme mgnitue of momentum

More information

CS 491G Combinatorial Optimization Lecture Notes

CS 491G Combinatorial Optimization Lecture Notes CS 491G Comintoril Optimiztion Leture Notes Dvi Owen July 30, August 1 1 Mthings Figure 1: two possile mthings in simple grph. Definition 1 Given grph G = V, E, mthing is olletion of eges M suh tht e i,

More information

TIME-VARYING AND NON-LINEAR DYNAMICAL SYSTEM IDENTIFICATION USING THE HILBERT TRANSFORM

TIME-VARYING AND NON-LINEAR DYNAMICAL SYSTEM IDENTIFICATION USING THE HILBERT TRANSFORM Proeeings of ASME VIB 5: th Biennil Conferene on Mehnil Virtion n Noise Septemer 4-8, 5 Long Beh, CA, USA DETC5-84644 TIME-VARYING AND NON-LINEAR DYNAMICAL SYSTEM IDENTIFICATION USING THE HILBERT TRANSFORM

More information

Particle Physics. Michaelmas Term 2011 Prof Mark Thomson. Handout 3 : Interaction by Particle Exchange and QED. Recap

Particle Physics. Michaelmas Term 2011 Prof Mark Thomson. Handout 3 : Interaction by Particle Exchange and QED. Recap Prtile Physis Mihelms Term 2011 Prof Mrk Thomson g X g X g g Hnout 3 : Intertion y Prtile Exhnge n QED Prof. M.A. Thomson Mihelms 2011 101 Rep Working towrs proper lultion of ey n sttering proesses lnitilly

More information

Edexcel Level 3 Advanced GCE in Mathematics (9MA0) Two-year Scheme of Work

Edexcel Level 3 Advanced GCE in Mathematics (9MA0) Two-year Scheme of Work Eexel Level 3 Avne GCE in Mthemtis (9MA0) Two-yer Sheme of Work Stuents stuying A Level Mthemtis will tke 3 ppers t the en of Yer 13 s inite elow. All stuents will stuy Pure, Sttistis n Mehnis. A level

More information

CH 17: Flexible Mechanical Elements

CH 17: Flexible Mechanical Elements CH 17: lexible Mehnil Elements lexible mehnil elements (belts, hins, ropes re use in onveying systems n to trnsmit power over long istnes (inste of using shfts n gers. The use of flexible elements simplifies

More information

Factorising FACTORISING.

Factorising FACTORISING. Ftorising FACTORISING www.mthletis.om.u Ftorising FACTORISING Ftorising is the opposite of expning. It is the proess of putting expressions into rkets rther thn expning them out. In this setion you will

More information

Surds and Indices. Surds and Indices. Curriculum Ready ACMNA: 233,

Surds and Indices. Surds and Indices. Curriculum Ready ACMNA: 233, Surs n Inies Surs n Inies Curriulum Rey ACMNA:, 6 www.mthletis.om Surs SURDS & & Inies INDICES Inies n surs re very losely relte. A numer uner (squre root sign) is lle sur if the squre root n t e simplifie.

More information

WORKSHOP 7 PARASOLID SOLID EXAMPLE

WORKSHOP 7 PARASOLID SOLID EXAMPLE WORKSHOP 7 PARASOLID SOLID EXAMPLE WS7-1 WS7-2 Workshop Ojetives Lern some of the steps tht n e use to rete B-rep soli, i.e. extrue surfe, shell, n ege len. Then, rete the finite element moel. Anlyze the

More information

2.4 Theoretical Foundations

2.4 Theoretical Foundations 2 Progrmming Lnguge Syntx 2.4 Theoretil Fountions As note in the min text, snners n prsers re se on the finite utomt n pushown utomt tht form the ottom two levels of the Chomsky lnguge hierrhy. At eh level

More information

Counting Paths Between Vertices. Isomorphism of Graphs. Isomorphism of Graphs. Isomorphism of Graphs. Isomorphism of Graphs. Isomorphism of Graphs

Counting Paths Between Vertices. Isomorphism of Graphs. Isomorphism of Graphs. Isomorphism of Graphs. Isomorphism of Graphs. Isomorphism of Graphs Isomorphism of Grphs Definition The simple grphs G 1 = (V 1, E 1 ) n G = (V, E ) re isomorphi if there is ijetion (n oneto-one n onto funtion) f from V 1 to V with the property tht n re jent in G 1 if

More information

22: Union Find. CS 473u - Algorithms - Spring April 14, We want to maintain a collection of sets, under the operations of:

22: Union Find. CS 473u - Algorithms - Spring April 14, We want to maintain a collection of sets, under the operations of: 22: Union Fin CS 473u - Algorithms - Spring 2005 April 14, 2005 1 Union-Fin We wnt to mintin olletion of sets, uner the opertions of: 1. MkeSet(x) - rete set tht ontins the single element x. 2. Fin(x)

More information

1 This diagram represents the energy change that occurs when a d electron in a transition metal ion is excited by visible light.

1 This diagram represents the energy change that occurs when a d electron in a transition metal ion is excited by visible light. 1 This igrm represents the energy hnge tht ours when eletron in trnsition metl ion is exite y visile light. Give the eqution tht reltes the energy hnge ΔE to the Plnk onstnt, h, n the frequeny, v, of the

More information

A Primer on Continuous-time Economic Dynamics

A Primer on Continuous-time Economic Dynamics Eonomis 205A Fll 2008 K Kletzer A Primer on Continuous-time Eonomi Dnmis A Liner Differentil Eqution Sstems (i) Simplest se We egin with the simple liner first-orer ifferentil eqution The generl solution

More information

ERT 316: REACTION ENGINEERING CHAPTER 3 RATE LAWS & STOICHIOMETRY

ERT 316: REACTION ENGINEERING CHAPTER 3 RATE LAWS & STOICHIOMETRY ER 316: REIO EGIEERIG HER 3 RE LWS & SOIHIOMERY 1 OULIE R 1: Rte Lws Reltive Rtes of Retion Retion Orer & Rte Lw Retion Rte onstnt, k R 2: Stoihiometry th System Stoihiometri le low System Stoihiometri

More information

MCH T 111 Handout Triangle Review Page 1 of 3

MCH T 111 Handout Triangle Review Page 1 of 3 Hnout Tringle Review Pge of 3 In the stuy of sttis, it is importnt tht you e le to solve lgeri equtions n tringle prolems using trigonometry. The following is review of trigonometry sis. Right Tringle:

More information

SIMPLE NONLINEAR GRAPHS

SIMPLE NONLINEAR GRAPHS S i m p l e N o n l i n e r G r p h s SIMPLE NONLINEAR GRAPHS www.mthletis.om.u Simple SIMPLE Nonliner NONLINEAR Grphs GRAPHS Liner equtions hve the form = m+ where the power of (n ) is lws. The re lle

More information

CS 2204 DIGITAL LOGIC & STATE MACHINE DESIGN SPRING 2014

CS 2204 DIGITAL LOGIC & STATE MACHINE DESIGN SPRING 2014 S 224 DIGITAL LOGI & STATE MAHINE DESIGN SPRING 214 DUE : Mrh 27, 214 HOMEWORK III READ : Relte portions of hpters VII n VIII ASSIGNMENT : There re three questions. Solve ll homework n exm prolems s shown

More information

The Stirling Engine: The Heat Engine

The Stirling Engine: The Heat Engine Memoril University of Newfounln Deprtment of Physis n Physil Oenogrphy Physis 2053 Lortory he Stirling Engine: he Het Engine Do not ttempt to operte the engine without supervision. Introution Het engines

More information

Electronic Circuits I Revision after midterm

Electronic Circuits I Revision after midterm Eletroni Ciruits I Revision fter miterm Dr. Ahme ElShfee, ACU : Fll 2018, Eletroni Ciruits I -1 / 14 - MCQ1 # Question If the frequeny of the input voltge in Figure 2 36 is inrese, the output voltge will

More information

Generalization of 2-Corner Frequency Source Models Used in SMSIM

Generalization of 2-Corner Frequency Source Models Used in SMSIM Generliztion o 2-Corner Frequeny Soure Models Used in SMSIM Dvid M. Boore 26 Mrh 213, orreted Figure 1 nd 2 legends on 5 April 213, dditionl smll orretions on 29 My 213 Mny o the soure spetr models ville

More information

Threshold and Above-Threshold Performance of Various Distributed Feedback Laser Diodes

Threshold and Above-Threshold Performance of Various Distributed Feedback Laser Diodes Threshol n Aove-Threshol Performne of Vrious Distriute Feek Lser Dioes C. F. Fernnes Instituto e Teleomunições, Instituto Superior Ténio, 1049-001 Liso, Portugl Astrt A omprtive nlysis of the threshol

More information

Stress concentration in castellated I-beams under transverse bending

Stress concentration in castellated I-beams under transverse bending 466 ISSN 13921207. MECHANIKA. 2016 olume 22(6): 466473 Stress onentrtion in stellte I-ems uner trnsverse ening A. Pritykin Kliningr Stte Tehnil University (KGTU), Sovetsky v. 1, 236022, Kliningr, Russi,

More information

THE INFLUENCE OF MODEL RESOLUTION ON AN EXPRESSION OF THE ATMOSPHERIC BOUNDARY LAYER IN A SINGLE-COLUMN MODEL

THE INFLUENCE OF MODEL RESOLUTION ON AN EXPRESSION OF THE ATMOSPHERIC BOUNDARY LAYER IN A SINGLE-COLUMN MODEL THE INFLUENCE OF MODEL RESOLUTION ON AN EXPRESSION OF THE ATMOSPHERIC BOUNDARY LAYER IN A SINGLE-COLUMN MODEL P3.1 Kot Iwmur*, Hiroto Kitgw Jpn Meteorologil Ageny 1. INTRODUCTION Jpn Meteorologil Ageny

More information

Interaction of a Synthetic Jet with a Flat Plate Boundary Layer

Interaction of a Synthetic Jet with a Flat Plate Boundary Layer AIAA 001 773 Intertion of Syntheti Jet with Flt Plte Bounry Lyer R. Mittl 1 P. Rmpunggoon Deprtment of Mehnil Engineering University of Flori Ginesville, Flori, 3611 H. S. Uykumr 3 Deprtment of Mehnil

More information

ANALYSIS AND MODELLING OF RAINFALL EVENTS

ANALYSIS AND MODELLING OF RAINFALL EVENTS Proeedings of the 14 th Interntionl Conferene on Environmentl Siene nd Tehnology Athens, Greee, 3-5 Septemer 215 ANALYSIS AND MODELLING OF RAINFALL EVENTS IOANNIDIS K., KARAGRIGORIOU A. nd LEKKAS D.F.

More information

Analysis of Temporal Interactions with Link Streams and Stream Graphs

Analysis of Temporal Interactions with Link Streams and Stream Graphs Anlysis of Temporl Intertions with n Strem Grphs, Tiphine Vir, Clémene Mgnien http:// ltpy@ LIP6 CNRS n Soronne Université Pris, Frne 1/23 intertions over time 0 2 4 6 8,,, n for 10 time units time 2/23

More information

Stochastic Subsurface Data Integration Assessing Aquifer Parameter and Boundary Condition Uncertainty

Stochastic Subsurface Data Integration Assessing Aquifer Parameter and Boundary Condition Uncertainty Journl of Hyrology mnusript No. (will e inserte y the eitor) Stohsti Susurfe Dt Integrtion Assessing Aquifer Prmeter n Bounry Conition Unertinty Dongong Wng Ye Zhng Reeive: te / Aepte: te Astrt This reserh

More information

Electromagnetism Notes, NYU Spring 2018

Electromagnetism Notes, NYU Spring 2018 Eletromgnetism Notes, NYU Spring 208 April 2, 208 Ation formultion of EM. Free field desription Let us first onsider the free EM field, i.e. in the bsene of ny hrges or urrents. To tret this s mehnil system

More information

INVESTIGATION OF THE OSL SIGNAL FROM VERY DEEP TRAPS IN NATURAL QUARTZ

INVESTIGATION OF THE OSL SIGNAL FROM VERY DEEP TRAPS IN NATURAL QUARTZ Meiterrnen Arheology n Arheometry, Vol. 010, No., pp. 9 98 Copyright 010 MAA Printe in Greee. All rights reserve. INVESTIGATION OF THE SIGNAL FROM VERY DEEP TRAPS IN NATURAL QUARTZ G. Kitis 1, N.G. Kiyk,

More information

SOME COPLANAR POINTS IN TETRAHEDRON

SOME COPLANAR POINTS IN TETRAHEDRON Journl of Pure n Applie Mthemtis: Avnes n Applitions Volume 16, Numer 2, 2016, Pges 109-114 Aville t http://sientifivnes.o.in DOI: http://x.oi.org/10.18642/jpm_7100121752 SOME COPLANAR POINTS IN TETRAHEDRON

More information

VISIBLE AND INFRARED ABSORPTION SPECTRA OF COVERING MATERIALS FOR SOLAR COLLECTORS

VISIBLE AND INFRARED ABSORPTION SPECTRA OF COVERING MATERIALS FOR SOLAR COLLECTORS AGRICULTURAL ENGINEERING VISIBLE AND INFRARED ABSORPTION SPECTRA OF COVERING MATERIALS FOR SOLAR COLLECTORS Ltvi University of Agriulture E-mil: ilze.pelee@llu.lv Astrt Use of solr energy inreses every

More information

U Q W The First Law of Thermodynamics. Efficiency. Closed cycle steam power plant. First page of S. Carnot s paper. Sadi Carnot ( )

U Q W The First Law of Thermodynamics. Efficiency. Closed cycle steam power plant. First page of S. Carnot s paper. Sadi Carnot ( ) 0-9-0 he First Lw of hermoynmis Effiieny When severl lterntive proesses involving het n work re ville to hnge system from n initil stte hrterize y given vlues of the mrosopi prmeters (pressure p i, temperture

More information

Bivariate drought analysis using entropy theory

Bivariate drought analysis using entropy theory Purue University Purue e-pus Symposium on Dt-Driven Approhes to Droughts Drought Reserh Inititive Network -3- Bivrite rought nlysis using entropy theory Zengho Ho exs A & M University - College Sttion,

More information

Solutions for HW9. Bipartite: put the red vertices in V 1 and the black in V 2. Not bipartite!

Solutions for HW9. Bipartite: put the red vertices in V 1 and the black in V 2. Not bipartite! Solutions for HW9 Exerise 28. () Drw C 6, W 6 K 6, n K 5,3. C 6 : W 6 : K 6 : K 5,3 : () Whih of the following re iprtite? Justify your nswer. Biprtite: put the re verties in V 1 n the lk in V 2. Biprtite:

More information

Technology Mapping Method for Low Power Consumption and High Performance in General-Synchronous Framework

Technology Mapping Method for Low Power Consumption and High Performance in General-Synchronous Framework R-17 SASIMI 015 Proeeings Tehnology Mpping Metho for Low Power Consumption n High Performne in Generl-Synhronous Frmework Junki Kwguhi Yukihie Kohir Shool of Computer Siene, the University of Aizu Aizu-Wkmtsu

More information

MATH 122, Final Exam

MATH 122, Final Exam MATH, Finl Exm Winter Nme: Setion: You must show ll of your work on the exm pper, legily n in etil, to reeive reit. A formul sheet is tthe.. (7 pts eh) Evlute the following integrls. () 3x + x x Solution.

More information

Necessary and sucient conditions for some two. Abstract. Further we show that the necessary conditions for the existence of an OD(44 s 1 s 2 )

Necessary and sucient conditions for some two. Abstract. Further we show that the necessary conditions for the existence of an OD(44 s 1 s 2 ) Neessry n suient onitions for some two vrile orthogonl esigns in orer 44 C. Koukouvinos, M. Mitrouli y, n Jennifer Seerry z Deite to Professor Anne Penfol Street Astrt We give new lgorithm whih llows us

More information

1 PYTHAGORAS THEOREM 1. Given a right angled triangle, the square of the hypotenuse is equal to the sum of the squares of the other two sides.

1 PYTHAGORAS THEOREM 1. Given a right angled triangle, the square of the hypotenuse is equal to the sum of the squares of the other two sides. 1 PYTHAGORAS THEOREM 1 1 Pythgors Theorem In this setion we will present geometri proof of the fmous theorem of Pythgors. Given right ngled tringle, the squre of the hypotenuse is equl to the sum of the

More information

Aluminizing of Nickel-Based Superalloys Grade IN 738 by Powder Liquid Coating

Aluminizing of Nickel-Based Superalloys Grade IN 738 by Powder Liquid Coating Mterils Trnstions, Vol. 51, No. 5 (2010) pp. 982 to 987 #2010 The Jpn Institute of Metls Aluminizing of Nikel-Bse Superlloys Gre IN 738 y Power Liqui Coting Ptm Visuttipitukul 1; *, Nuntiy Limvnutpong

More information

EXTENSION OF THE GCD STAR OF DAVID THEOREM TO MORE THAN TWO GCDS CALVIN LONG AND EDWARD KORNTVED

EXTENSION OF THE GCD STAR OF DAVID THEOREM TO MORE THAN TWO GCDS CALVIN LONG AND EDWARD KORNTVED EXTENSION OF THE GCD STAR OF DAVID THEOREM TO MORE THAN TWO GCDS CALVIN LONG AND EDWARD KORNTVED Astrt. The GCD Str of Dvi Theorem n the numerous ppers relte to it hve lrgel een evote to shoing the equlit

More information

Slope Lengths for 2-Bridge Parent Manifolds. Martin D. Bobb

Slope Lengths for 2-Bridge Parent Manifolds. Martin D. Bobb Cliorni Stte University, Sn Bernrino Reserh Experiene or Unergrutes Knot Theory Otoer 28, 2013 Hyperoli Knot Complements Hyperoli Knots Deinition A knot or link K is hyperoli i hyperoli metri n e ple on

More information

Chapter 16: Magnetic Materials and a Few Devices

Chapter 16: Magnetic Materials and a Few Devices ELECTROMAGNETIC COMPATIBILITY HANDBOOK 1 Chpter 16: Mgneti Mterils n Few Devies 16.1 For the mgneti iruit given in Figure 1 ontining liner mterils (free spe surrouns the ore), etermine the flu, mgneti

More information

Finite Element Simulation on Frictional and Brittle Preseismic fault slip

Finite Element Simulation on Frictional and Brittle Preseismic fault slip Finite Element Simultion on Fritionl nd Brittle Preseismi fult slip Zhishen Wu (1) Yun Go (1) Yutk Murkmi (2) (1) Deprtment of Urn & Civil Engineering. Irki University, Jpn (e-mil: zswu@ip.irki..jp; goyun@hs.irki..jp,

More information

SOME INTEGRAL INEQUALITIES FOR HARMONICALLY CONVEX STOCHASTIC PROCESSES ON THE CO-ORDINATES

SOME INTEGRAL INEQUALITIES FOR HARMONICALLY CONVEX STOCHASTIC PROCESSES ON THE CO-ORDINATES Avne Mth Moels & Applitions Vol3 No 8 pp63-75 SOME INTEGRAL INEQUALITIES FOR HARMONICALLY CONVE STOCHASTIC PROCESSES ON THE CO-ORDINATES Nurgül Okur * Imt Işn Yusuf Ust 3 3 Giresun University Deprtment

More information

Project 6: Minigoals Towards Simplifying and Rewriting Expressions

Project 6: Minigoals Towards Simplifying and Rewriting Expressions MAT 51 Wldis Projet 6: Minigols Towrds Simplifying nd Rewriting Expressions The distriutive property nd like terms You hve proly lerned in previous lsses out dding like terms ut one prolem with the wy

More information

Solids of Revolution

Solids of Revolution Solis of Revolution Solis of revolution re rete tking n re n revolving it roun n is of rottion. There re two methos to etermine the volume of the soli of revolution: the isk metho n the shell metho. Disk

More information

F / x everywhere in some domain containing R. Then, + ). (10.4.1)

F / x everywhere in some domain containing R. Then, + ). (10.4.1) 0.4 Green's theorem in the plne Double integrls over plne region my be trnsforme into line integrls over the bounry of the region n onversely. This is of prtil interest beuse it my simplify the evlution

More information

3D modelling of heating of thermionic cathodes by high-pressure arc plasmas

3D modelling of heating of thermionic cathodes by high-pressure arc plasmas INSTITUTE OF PHYSICS PUBLISHING JOURNAL OF PHYSICS D: APPLIED PHYSICS J. Phys. D: Appl. Phys. 39 (2006) 2124 2134 oi:10.1088/0022-3727/39/10/024 3D moelling of heting of thermioni thoes y high-pressure

More information

THE PYTHAGOREAN THEOREM

THE PYTHAGOREAN THEOREM THE PYTHAGOREAN THEOREM The Pythgoren Theorem is one of the most well-known nd widely used theorems in mthemtis. We will first look t n informl investigtion of the Pythgoren Theorem, nd then pply this

More information

University of Sioux Falls. MAT204/205 Calculus I/II

University of Sioux Falls. MAT204/205 Calculus I/II University of Sioux Flls MAT204/205 Clulus I/II Conepts ddressed: Clulus Textook: Thoms Clulus, 11 th ed., Weir, Hss, Giordno 1. Use stndrd differentition nd integrtion tehniques. Differentition tehniques

More information

Lecture 8: Abstract Algebra

Lecture 8: Abstract Algebra Mth 94 Professor: Pri Brtlett Leture 8: Astrt Alger Week 8 UCSB 2015 This is the eighth week of the Mthemtis Sujet Test GRE prep ourse; here, we run very rough-n-tumle review of strt lger! As lwys, this

More information

supplementary information

supplementary information DOI: 1.138/n2131 Protein levels (% of ) e Full-length protein remining (%) 1 5 1 5 1 1 5 5 Hs7 Syt1 Syt2 β-atin CSP +tsyn Hs7 Syt1 Syt2 P4 rin.1.1.1 1 [Trypsin] (g/l) f +tsyn SNARE-omplexes remining (%)

More information

Comparing the Pre-image and Image of a Dilation

Comparing the Pre-image and Image of a Dilation hpter Summry Key Terms Postultes nd Theorems similr tringles (.1) inluded ngle (.2) inluded side (.2) geometri men (.) indiret mesurement (.6) ngle-ngle Similrity Theorem (.2) Side-Side-Side Similrity

More information

Conservation Law. Chapter Goal. 6.2 Theory

Conservation Law. Chapter Goal. 6.2 Theory Chpter 6 Conservtion Lw 6.1 Gol Our long term gol is to unerstn how mthemticl moels re erive. Here, we will stuy how certin quntity chnges with time in given region (sptil omin). We then first erive the

More information

CIT 596 Theory of Computation 1. Graphs and Digraphs

CIT 596 Theory of Computation 1. Graphs and Digraphs CIT 596 Theory of Computtion 1 A grph G = (V (G), E(G)) onsists of two finite sets: V (G), the vertex set of the grph, often enote y just V, whih is nonempty set of elements lle verties, n E(G), the ege

More information

Mathematical Proofs Table of Contents

Mathematical Proofs Table of Contents Mthemtil Proofs Tle of Contents Proof Stnr Pge(s) Are of Trpezoi 7MG. Geometry 8.0 Are of Cirle 6MG., 9 6MG. 7MG. Geometry 8.0 Volume of Right Cirulr Cyliner 6MG. 4 7MG. Geometry 8.0 Volume of Sphere Geometry

More information

arxiv:nlin/ v1 [nlin.cd] 10 Mar 2005 GALTON BOARD

arxiv:nlin/ v1 [nlin.cd] 10 Mar 2005 GALTON BOARD REGULAR AND CHAOTIC DYNAMICS, V. 8, í4, 2003 431 V.V.KOZLOV Deprtment of Mehnis n Mthemtis Mosow Stte University, Voro ievy Gory 119899, Mosow, Russi M. Yu. MITROFANOVA E-mil: mitrofnov@reitmeier.e rxiv:nlin/0503024v1

More information

DIFFERENCE BETWEEN TWO RIEMANN-STIELTJES INTEGRAL MEANS

DIFFERENCE BETWEEN TWO RIEMANN-STIELTJES INTEGRAL MEANS Krgujev Journl of Mthemtis Volume 38() (204), Pges 35 49. DIFFERENCE BETWEEN TWO RIEMANN-STIELTJES INTEGRAL MEANS MOHAMMAD W. ALOMARI Abstrt. In this pper, severl bouns for the ifferene between two Riemn-

More information

Lecture Notes No. 10

Lecture Notes No. 10 2.6 System Identifition, Estimtion, nd Lerning Leture otes o. Mrh 3, 26 6 Model Struture of Liner ime Invrint Systems 6. Model Struture In representing dynmil system, the first step is to find n pproprite

More information

Chapter 4rth LIQUIDS AND SOLIDS MCQs

Chapter 4rth LIQUIDS AND SOLIDS MCQs Chpter 4rth LIQUIDS AND SOLIDS MCQs Q.1 Ioni solis re hrterize y () low melting points () goo onutivity in soli stte () high vpour pressure () soluility in polr solvents Q.2 Amorphous solis. () hve shrp

More information

Appendix A: HVAC Equipment Efficiency Tables

Appendix A: HVAC Equipment Efficiency Tables Appenix A: HVAC Equipment Effiieny Tles Figure A.1 Resientil Centrl Air Conitioner FEMP Effiieny Reommention Prout Type Reommene Level Best Aville 11.0 or more EER 14.6 EER Split Systems 13.0 or more SEER

More information

Lecture 2: Cayley Graphs

Lecture 2: Cayley Graphs Mth 137B Professor: Pri Brtlett Leture 2: Cyley Grphs Week 3 UCSB 2014 (Relevnt soure mteril: Setion VIII.1 of Bollos s Moern Grph Theory; 3.7 of Gosil n Royle s Algeri Grph Theory; vrious ppers I ve re

More information

Review Topic 14: Relationships between two numerical variables

Review Topic 14: Relationships between two numerical variables Review Topi 14: Reltionships etween two numeril vriles Multiple hoie 1. Whih of the following stterplots est demonstrtes line of est fit? A B C D E 2. The regression line eqution for the following grph

More information

Activities. 4.1 Pythagoras' Theorem 4.2 Spirals 4.3 Clinometers 4.4 Radar 4.5 Posting Parcels 4.6 Interlocking Pipes 4.7 Sine Rule Notes and Solutions

Activities. 4.1 Pythagoras' Theorem 4.2 Spirals 4.3 Clinometers 4.4 Radar 4.5 Posting Parcels 4.6 Interlocking Pipes 4.7 Sine Rule Notes and Solutions MEP: Demonstrtion Projet UNIT 4: Trigonometry UNIT 4 Trigonometry tivities tivities 4. Pythgors' Theorem 4.2 Spirls 4.3 linometers 4.4 Rdr 4.5 Posting Prels 4.6 Interloking Pipes 4.7 Sine Rule Notes nd

More information

Let s divide up the interval [ ab, ] into n subintervals with the same length, so we have

Let s divide up the interval [ ab, ] into n subintervals with the same length, so we have III. INTEGRATION Eonomists seem muh more intereste in mrginl effets n ifferentition thn in integrtion. Integrtion is importnt for fining the epete vlue n vrine of rnom vriles, whih is use in eonometris

More information

Section 2.3. Matrix Inverses

Section 2.3. Matrix Inverses Mtri lger Mtri nverses Setion.. Mtri nverses hree si opertions on mtries, ition, multiplition, n sutrtion, re nlogues for mtries of the sme opertions for numers. n this setion we introue the mtri nlogue

More information

Section 2.1 Special Right Triangles

Section 2.1 Special Right Triangles Se..1 Speil Rigt Tringles 49 Te --90 Tringle Setion.1 Speil Rigt Tringles Te --90 tringle (or just 0-60-90) is so nme euse of its ngle mesures. Te lengts of te sies, toug, ve very speifi pttern to tem

More information

Restraint of purlins for various roof systems

Restraint of purlins for various roof systems NS009 Restrint of purlins for vrious roof systems T. Vrny, M. Brhm & A. Beli ulty of ivil Engineering, zeh Tehnil University, Prh, zehi Astron Buildings S.A., Diekirh, Luxemourg, A memer of the Lind Group

More information

Statistics in medicine

Statistics in medicine Sttistis in meiine Workshop 1: Sreening n ignosti test evlution Septemer 22, 2016 10:00 AM to 11:50 AM Hope 110 Ftm Shel, MD, MS, MPH, PhD Assistnt Professor Chroni Epiemiology Deprtment Yle Shool of Puli

More information

Applied. Grade 9 Assessment of Mathematics. Multiple-Choice Items. Winter 2005

Applied. Grade 9 Assessment of Mathematics. Multiple-Choice Items. Winter 2005 Applie Gre 9 Assessment of Mthemtis Multiple-Choie Items Winter 2005 Plese note: The formt of these ooklets is slightly ifferent from tht use for the ssessment. The items themselves remin the sme. . Multiple-Choie

More information

Total score: /100 points

Total score: /100 points Points misse: Stuent's Nme: Totl sore: /100 points Est Tennessee Stte University Deprtment of Computer n Informtion Sienes CSCI 2710 (Trnoff) Disrete Strutures TEST 2 for Fll Semester, 2004 Re this efore

More information

PAIR OF LINEAR EQUATIONS IN TWO VARIABLES

PAIR OF LINEAR EQUATIONS IN TWO VARIABLES PAIR OF LINEAR EQUATIONS IN TWO VARIABLES. Two liner equtions in the sme two vriles re lled pir of liner equtions in two vriles. The most generl form of pir of liner equtions is x + y + 0 x + y + 0 where,,,,,,

More information

SEMI-EXCIRCLE OF QUADRILATERAL

SEMI-EXCIRCLE OF QUADRILATERAL JP Journl of Mthemtil Sienes Volume 5, Issue &, 05, Pges - 05 Ishn Pulishing House This pper is ville online t http://wwwiphsiom SEMI-EXCIRCLE OF QUADRILATERAL MASHADI, SRI GEMAWATI, HASRIATI AND HESY

More information

Thermal energy 2 U Q W. 23 April The First Law of Thermodynamics. Or, if we want to obtain external work: The trick of using steam

Thermal energy 2 U Q W. 23 April The First Law of Thermodynamics. Or, if we want to obtain external work: The trick of using steam April 08 Therml energy Soures of het Trnsport of het How to use het The First Lw of Thermoynmis U W Or, if we wnt to otin externl work: U W 009 vrije Universiteit msterm Close yle stem power plnt The trik

More information

18.06 Problem Set 4 Due Wednesday, Oct. 11, 2006 at 4:00 p.m. in 2-106

18.06 Problem Set 4 Due Wednesday, Oct. 11, 2006 at 4:00 p.m. in 2-106 8. Problem Set Due Wenesy, Ot., t : p.m. in - Problem Mony / Consier the eight vetors 5, 5, 5,..., () List ll of the one-element, linerly epenent sets forme from these. (b) Wht re the two-element, linerly

More information

6.3.2 Spectroscopy. N Goalby chemrevise.org 1 NO 2 CH 3. CH 3 C a. NMR spectroscopy. Different types of NMR

6.3.2 Spectroscopy. N Goalby chemrevise.org 1 NO 2 CH 3. CH 3 C a. NMR spectroscopy. Different types of NMR 6.. Spetrosopy NMR spetrosopy Different types of NMR NMR spetrosopy involves intertion of mterils with the lowenergy rdiowve region of the eletromgneti spetrum NMR spetrosopy is the sme tehnology s tht

More information

Controlled Manipulation of Small- and Large- Scales in a Turbulent Shear Layer, Part I: Experimental Studies

Controlled Manipulation of Small- and Large- Scales in a Turbulent Shear Layer, Part I: Experimental Studies AIAA-25-4753 Controlle Mnipultion of Smll- n Lrge- Sles in Turulent Sher Lyer, Prt I: Experimentl Stuies Bojn Vuksinovi *, Dvison G. Lus, n Ari Glezer Wooruff Shool of Mehnil Engineering, Georgi Institute

More information

The DOACROSS statement

The DOACROSS statement The DOACROSS sttement Is prllel loop similr to DOALL, ut it llows prouer-onsumer type of synhroniztion. Synhroniztion is llowe from lower to higher itertions sine it is ssume tht lower itertions re selete

More information

Chapter 19: The Second Law of Thermodynamics

Chapter 19: The Second Law of Thermodynamics hpter 9: he Seon Lw of hermoynmis Diretions of thermoynmi proesses Irreversile n reversile proesses hermoynmi proesses tht our in nture re ll irreversile proesses whih proee spontneously in one iretion

More information

SECTION A STUDENT MATERIAL. Part 1. What and Why.?

SECTION A STUDENT MATERIAL. Part 1. What and Why.? SECTION A STUDENT MATERIAL Prt Wht nd Wh.? Student Mteril Prt Prolem n > 0 n > 0 Is the onverse true? Prolem If n is even then n is even. If n is even then n is even. Wht nd Wh? Eploring Pure Mths Are

More information

SIDESWAY MAGNIFICATION FACTORS FOR STEEL MOMENT FRAMES WITH VARIOUS TYPES OF COLUMN BASES

SIDESWAY MAGNIFICATION FACTORS FOR STEEL MOMENT FRAMES WITH VARIOUS TYPES OF COLUMN BASES Advned Steel Constrution Vol., No., pp. 7-88 () 7 SIDESWAY MAGNIFICATION FACTORS FOR STEEL MOMENT FRAMES WIT VARIOUS TYPES OF COLUMN BASES J. ent sio Assoite Professor, Deprtment of Civil nd Environmentl

More information

Introduction to Olympiad Inequalities

Introduction to Olympiad Inequalities Introdution to Olympid Inequlities Edutionl Studies Progrm HSSP Msshusetts Institute of Tehnology Snj Simonovikj Spring 207 Contents Wrm up nd Am-Gm inequlity 2. Elementry inequlities......................

More information

1B40 Practical Skills

1B40 Practical Skills B40 Prcticl Skills Comining uncertinties from severl quntities error propgtion We usully encounter situtions where the result of n experiment is given in terms of two (or more) quntities. We then need

More information

Novel Fiber-Optical Refractometric Sensor Employing Hemispherically-Shaped Detection Element

Novel Fiber-Optical Refractometric Sensor Employing Hemispherically-Shaped Detection Element Novel Fier-Optil Refrtometri Sensor Employing Hemispherilly-Shped Detetion Element SERGEI KHOTIAINTSEV, VLADIMIR SVIRID Deprtment of Eletril Engineering, Fulty of Engineering Ntionl Autonomous University

More information

8 THREE PHASE A.C. CIRCUITS

8 THREE PHASE A.C. CIRCUITS 8 THREE PHSE.. IRUITS The signls in hpter 7 were sinusoidl lternting voltges nd urrents of the so-lled single se type. n emf of suh type n e esily generted y rotting single loop of ondutor (or single winding),

More information

Ranking Generalized Fuzzy Numbers using centroid of centroids

Ranking Generalized Fuzzy Numbers using centroid of centroids Interntionl Journl of Fuzzy Logi Systems (IJFLS) Vol. No. July ning Generlize Fuzzy Numers using entroi of entrois S.Suresh u Y.L.P. Thorni N.vi Shnr Dept. of pplie Mthemtis GIS GITM University Vishptnm

More information

Lesson 2: The Pythagorean Theorem and Similar Triangles. A Brief Review of the Pythagorean Theorem.

Lesson 2: The Pythagorean Theorem and Similar Triangles. A Brief Review of the Pythagorean Theorem. 27 Lesson 2: The Pythgoren Theorem nd Similr Tringles A Brief Review of the Pythgoren Theorem. Rell tht n ngle whih mesures 90º is lled right ngle. If one of the ngles of tringle is right ngle, then we

More information

A Study on the Properties of Rational Triangles

A Study on the Properties of Rational Triangles Interntionl Journl of Mthemtis Reserh. ISSN 0976-5840 Volume 6, Numer (04), pp. 8-9 Interntionl Reserh Pulition House http://www.irphouse.om Study on the Properties of Rtionl Tringles M. Q. lm, M.R. Hssn

More information

CS 360 Exam 2 Fall 2014 Name

CS 360 Exam 2 Fall 2014 Name CS 360 Exm 2 Fll 2014 Nme 1. The lsses shown elow efine singly-linke list n stk. Write three ifferent O(n)-time versions of the reverse_print metho s speifie elow. Eh version of the metho shoul output

More information

SECOND HARMONIC GENERATION OF Bi 4 Ti 3 O 12 FILMS

SECOND HARMONIC GENERATION OF Bi 4 Ti 3 O 12 FILMS SECOND HARMONIC GENERATION OF Bi 4 Ti 3 O 12 FILMS IN-SITU PROBING OF DOMAIN POLING IN Bi 4 Ti 3 O 12 THIN FILMS BY OPTICAL SECOND HARMONIC GENERATION YANIV BARAD, VENKATRAMAN GOPALAN Mterils Reserh Lortory

More information

CHEM1611 Answers to Problem Sheet 9

CHEM1611 Answers to Problem Sheet 9 CEM1611 Answers to Prolem Sheet 9 1. Tutomers re struturl isomers whih re relte y migrtion of hyrogen tom n the exhnge of single on n jent oule on. Compoun Tutomer 2 2 2 2 2 2 2 2 2 2 2 2. () Whih pir

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This rtile ppere in journl pulishe y Elsevier. The tthe opy is furnishe to the uthor for internl non-ommeril reserh n eution use, inluing for instrution t the uthors institution n shring with ollegues.

More information