From: Sjoerd C. de Vries on 11 Mar 2010 06:38 Hi Steven, Your main problem seems to be the numerous syntax and logic errors in your code: 1. p is undefined 2. you use numbers such as 1*^15 where you mean 1*10^15 (*missing 10 *) 3. missing bracket in insolutemolefxlist[t_] := {XinSalt[t],XinCPA1[t] 4. variables A and NinWater0 run together to form the new ANinWater0 6. equations using = instead of == 7. FindFit statement without any parametrized model (volume is a numerical function of t) Cheers -- Sjoerd On Mar 9, 1:22 pm, "Steven Mullen" <St...(a)21cm.com> wrote: > I have been struggling for a few days to figure out how to estimate param= eters in coupled ODEs when the results from the ODEs are used as input for = the model in FindFit. > > It is a relatively straightforward mass transfer problem, with 2 componen= ts (NinWater and NinCPA1). These equations are designed to calculate the nu= mber of moles of substances per time, but I have data for total volume, so = I am evaluating an equation to calculate the volume from (moles*molar volum= e). > > I have been trying to use FindFit (for a few days now) to estimate the pa= rameters Lp and PCPA1 found in the ODEs to obtain a best fit to the volume = data (with no luck). > > Here is the code I have so far. > > Lp := 2.64*^-27; (* mol^2/(min atm um^5) *) > > Rad = 63; (* um *) > > A = 4 p Rad^2; (* um^2*) > > R=0.08206; (* L atm /(mol K) *) > > T=286; > > minutes = 10; > > Vb = 0.19; > > Vbv = 4 /3 p Rad^3 * Vb (* um^3 *) > > volconv = 1*^15 (* converts um^3 to L ; 1x10^15 um^3 per L *); > > molconv = 1*^6 (* converts moles to micromoles ; 1x10^6 umol per mol *)= ; > > PMVWater = 1.8*^7; (* um^3/umol*) > > PMVDMSO = 7.13*^7; > > PCPA1 := 4.38*^-31; > > BSalt = 2.749 (*salt*); > > BCPA1 = 2.423 (*DMSO*); > > insecondvirialcoefficientlist={BSalt, BCPA1} ; > > exsecondvirialcoefficientlist={BSalt, BCPA1} > > NinWater0 = 4/3 p Rad^3 (1-Vb)/PMVWater > > NinSalt = 1.663*2.062*^-4 (* Salts; assumes 0.3 osmolal =8A 0.176 mol= al *); > > NinCPA10 =0.1*^-100(* DMSO *); > > totmolin[t_] := (NinWater[t]+ NinSalt+ NinCPA1[t]) > > XinSalt[t_] := NinSalt/totmolin[t] > > XinCPA1[t_] := NinCPA1[t]/totmolin[t] > > insolutemolefxlist[t_] := {XinSalt[t],XinCPA1[t] > > waterin[t_]:= Total[insolutemolefxlist[t]] (1+insecondvirialcoefficient= list.insolutemolefxlist[t]) > > NexWater = 0.056*^6 (* water *); > > NexSalt = 1.663*245; (* assumes mole fraction of 0.003 *) > > NexCPA1 = 1694 (* DMSO *); > > totmolex = NexWater+ NexSalt+ NexCPA1; > > XexWater =NexWater/totmolex; > > XexSalt = NexSalt/totmolex; > > XexCPA1 = NexCPA1/totmolex; > > exsolutemolefxlist = {XexSalt,XexCPA1} > > waterex=Total[exsolutemolefxlist] * (1+exsecondvirialcoefficientlist.ex= solutemolefxlist); > > V0=NinWater0 * PMVWater + Vbv + NinCPA10*PMVDMSO > > tref=T+273.16; > > volconv = 1*^15 > > (* **********************************************************************= ********************************************* *) > > (* The 2 parameters I wish to find are Lp and PCPA1 here in the 2 ODEs *) > > solution = NDSolve[{NinWater'[t]=8A- Lp*volconv*molconv*A*R*T (watere= x - waterin[t]), > > NinCPA1'[t] =8A PCPA1*volconv*molconv*A*R*T (Log[XexCPA1]+ > > (0.5-BCPA1) XexWater (1-XexCPA1)- > > (0.5-BSalt) XexWater XexSalt- > > Log[(NinCPA1[t]/(NinWater[t]+NinSalt+NinCPA1[t]))]- > > (0.5-BCPA1) (NinWater[t]/(NinWater[t]+NinSalt+NinCPA1[t]))= (1-(NinCPA1[t]/(NinWater[t]+NinSalt+NinCPA1[t])))+ > > (0.5-BSalt) (NinWater[t]/(NinWater[t]+NinSalt+NinCPA1[t]))= (NinSalt/(NinWater[t]+NinSalt+NinCPA1[t]))), > > NinWater[0] =8ANinWater0, NinCPA1 [0] =8A NinCPA10},{NinWater,= NinCPA1}, {t,0,minutes}] > > (* End of ODEs *) > > (*Start of Curve Fitting *) > > Vtotal[t] := (Vbv + NinWater[t]*PMVWater + NinCPA1[t]*PMVDMSO) /.soluti= on; > > (* So I am making this calculation using output from the ODEs to determin= e the total volume, which includes a fixed volume (Vbv), the result from Ni= nWater'[t] * molar volume of water, and likewise for the DMSO. The sum of a= ll 3 components is the total volume, which is what I am trying to fit to th= e data (see below). > > volume:=Evaluate[Vtotal[t]] > > Clear[Lp,PCPA1] (* It seems that I have to clear these values here to = make FindFit work to the extent it is working now) *) > > data = {1.04739=D7106,1.02856=D7106,1.01005=D7106,991863.,974012.= ,956510. ,939369.,922600.,906215.,890226.,874644.,859480.,844747.,830455= ..,816614.,803234.,790325.,777895.,765951.,754500.,743546.,733094., > > 723147.,713704.,704765.,696328.,688389.,680941.,673978.,667489.,661465.,6= 55 892.,650759.,646048.,641746.,637835.,634299.,631118.,628276.,625754.,623= 534.,621597.,619927.,618505.,617316.,616342., > > 615569.,614981.,614565.,614307.,614195.,614216.,614360.,614616.,614975.,6= 15427.,615965.,616581.,617268.,618019.,618827.,619689.,620598.,621549.,6225= 40.,623564.,624620.,625704.,626812.,627942., > > 629092.,630259.,631441.,632636.,633842.,635059.,636284.,637516.,638754.,6= 39997.,641244.,642494.,643746.,644999.,646253.,647508.,648762.,650015.,6512= 67.,652517.,653765.,655011.,656254.,657494., > > 658730.,659963.,661193.,662419.,663641.,664858.,666072.,667281.,668485.,6= 69686.,670881.,672072.,673258.,674440.,675617.,676789.,677956.,679118.,6802= 75.,681428.,682575.,683718.,684856.,685989., > > 687117.,688240.,689359.,690472.,691581.,692685.,693784.,694879.,695969.,6= 97054.,698134.,699210.,700281.,701347.,702409.,703467.,704519.,705568.,7066= 12.,707651.,708686.,709717.,710743.,711765., > > 712783.,713797.,714806.,715811.,716812.,717809.,718801.,719790.,720774.,7= 21755.,722731.,723704.,724673.,725637.,726598.,727555.,728508.,729458.,7304= 03.,731345.,732283.,733218.,734148.,735076., > > 735999.,736919.,737835.,738748.,739657.,740563.,741466.,742365.,743260.,7= 44152.,745041.,745926.,746808.,747687.,748562.,749435.,750304.,751169.,7520= 32.,752891.,753748.,754601.,755451.,756298., > > 77142.,757982.,758820.,759655.,760487.,761315.,762141.,762964.,763784.,76= 4601.,765415.,766227.,767035.,767841.,768644.,769444.,770241.,771036.,77182= 8. ,772617.,773403.,774187.,774968.,775746., > > 776522.,777295.,778066.,778834.,779599.,780362.,781122.,781880.,782635.,7= 83388.,784138.,784885.,785631.,786374.,787114.,787852.,788587.,789321.,7900= 51.,790780.,791506.,792230.,792951.,793670., > > 794387.,795102.,795814.,796524.,797232.,797937.,798640.,799341.,800040.,8= 00737.,801432.,802124.,802814.,803502.,804188.,804872.,805554.,806233.,8069= 11.,807586.,808260.,808931.,809600.,810268., > > 810933.,811596.,812257.,812917.,813574.,814229.,814882.,815534.,816183.,8= 16831.,817476.,818120.,818762.,819402.,820040.,820676.,821310.,821943.,8225= 73.,823202.,823829.,824454.,825077.,825699., > > 826319.,826937.,827553.,828167.,828780.,829391.,830000.,830607.,831213.,8= 31817.,832419.,833019.,833618.,834215.,834811.,835405.,835997.,836587.,8371= 76.,837763.,838349.,838933.,839515.,840096., > > 840675.,841253.,841829.,842403.,842976.,843547.,844117.,844685.,845252.,8= 45817.,846380.,846942.,847503.,848061.,848619.,849175.,849729.,850282.,8508= 34.,851384.,851932.,852480.,853025.,853569., > > 854112.,854653.,855193.,855732.,856269.,856804.,857339.,857872.,858403.,8= 58933.,859462.,859989.,860515.,861040.,861563.,862085.,862605.,863124.,8636= 42.,864159.,864674.,865188.,865700.,866211., > > 866721.,867230.,867737.,868243.,868748.,869252.,869754.,870255.,870754.,8= 71253.,871750.,872246.,872741.,873234.,873726.,874217.,874707.,875196.,8756= 83.,876169.,876654.,877138.,877620.,878101., > > 878582.,879061.,879538.,880015.,880490.,880965.,881438.,881910.,882381.,8= 82850.,883319.,883786.,884252.,884718.,885182.,885645.,886106.,886567.,8870= 26.,887485.,887942.,888399.,888854.,889308., > > 889761.,890213.,890664.,891113.,891562.,892010.,892456.,892902.,893346.,8= 93790.,894232.,894673.,895114.,895553.,895991.,896428.,896864.,897300.,8977= 34.,898167.,898599.,899030.,899460.,899889., > > 900318.,900745.,901171.,901596.,902020.,902443.,902866.,903287.,903707.,9= 04127.,904545.,904962.,905379.,905794.,906209.,906623.,907035.,907447.,9078= 58.,908268.,908677.,909085.,909492.,909898., > > 910303.,910708.,911111.,911514.,911916.,912316.,912716.,913115.,913513.,9= 13910.,914307.,914702.,915097.,915490.,915883.,916275.,916666.,917056.,9174= 46.,917834.,918222.,918609.,918994.,919380., > > 919764.,920147.,920530.,920911.,921292.,921672.,922052.,922430.,922807.,9= 23184.,923560.,923935.,924310.,924683.,925056.,925428.,925799.,926169.,9265= 38.,926907.,927275.,927642.,928008.,928374., > > 928739.,929103.,929466.,929828.,930190.,930551.,930911.,931270.,931629.,9= 31986.,932343.,932700.,933055.,933410.,933764.,934117.,934470.,934822.,9351= 73.,935523.,935873.,936221.,936570.,936917., > > 937264.,937610.,937955.,938299.,938643.,938986.,939328.,939670.,940011.,9= 40351.,940691.,941029.,941368.,941705.,942042.,942378.,942713.,943048.,9433= 82.,943715.,944047.,944379.,944710.,945041., > > 945371.,945700.,946028.,946356.,946683.,947010.,947336.,947661.,947985.,9= 48309.,948632.,948955.,949277.,949598.,949919.,950239.,950558.,950876.,9511= 94.,951512.,951828.,952145.,952460.,952775., > > 953089.,953402.,953715.,954028.,954339.,954650.,954961.,955271.,955580.,9= 55888.,956196.,956504.,956810.,957116.,957422.,957727.,958031.,958335.,9586= 38.,958940.,959242.,959544.,959844.,960144., > > 960444.,960743.,961041.} > > (* These data represent one datapoint per second, for 10 minutes *) > > FindFit[data,volume,{{Lp,2.64*^-27},{PCPA1, 4.38*^-31}},t] > > (* When I evaluate FindFit, I get errors suggesting it is calculating bey= ond 10 minutes. *) > > I have been trying to use the online help and past posts, but with no luc= k. If anyone can assist me I would be very grateful. > > Thank you. > > Steven F. Mullen Ph.D.
From: Sjoerd C. de Vries on 11 Mar 2010 06:38 In addition to the other errors I mentioned, volume is defined with superfluous brackets. Cheers -- Sjoerd On Mar 9, 1:22 pm, "Steven Mullen" <St...(a)21cm.com> wrote: > I have been struggling for a few days to figure out how to estimate param= eters in coupled ODEs when the results from the ODEs are used as input for = the model in FindFit. > > It is a relatively straightforward mass transfer problem, with 2 componen= ts (NinWater and NinCPA1). These equations are designed to calculate the nu= mber of moles of substances per time, but I have data for total volume, so = I am evaluating an equation to calculate the volume from (moles*molar volum= e). > > I have been trying to use FindFit (for a few days now) to estimate the pa= rameters Lp and PCPA1 found in the ODEs to obtain a best fit to the volume = data (with no luck). > > Here is the code I have so far. > > Lp := 2.64*^-27; (* mol^2/(min atm um^5) *) > > Rad = 63; (* um *) > > A = 4 p Rad^2; (* um^2*) > > R=0.08206; (* L atm /(mol K) *) > > T=286; > > minutes = 10; > > Vb = 0.19; > > Vbv = 4 /3 p Rad^3 * Vb (* um^3 *) > > volconv = 1*^15 (* converts um^3 to L ; 1x10^15 um^3 per L *); > > molconv = 1*^6 (* converts moles to micromoles ; 1x10^6 umol per mol *)= ; > > PMVWater = 1.8*^7; (* um^3/umol*) > > PMVDMSO = 7.13*^7; > > PCPA1 := 4.38*^-31; > > BSalt = 2.749 (*salt*); > > BCPA1 = 2.423 (*DMSO*); > > insecondvirialcoefficientlist={BSalt, BCPA1} ; > > exsecondvirialcoefficientlist={BSalt, BCPA1} > > NinWater0 = 4/3 p Rad^3 (1-Vb)/PMVWater > > NinSalt = 1.663*2.062*^-4 (* Salts; assumes 0.3 osmolal =8A 0.176 mol= al *); > > NinCPA10 =0.1*^-100(* DMSO *); > > totmolin[t_] := (NinWater[t]+ NinSalt+ NinCPA1[t]) > > XinSalt[t_] := NinSalt/totmolin[t] > > XinCPA1[t_] := NinCPA1[t]/totmolin[t] > > insolutemolefxlist[t_] := {XinSalt[t],XinCPA1[t] > > waterin[t_]:= Total[insolutemolefxlist[t]] (1+insecondvirialcoefficient= list.insolutemolefxlist[t]) > > NexWater = 0.056*^6 (* water *); > > NexSalt = 1.663*245; (* assumes mole fraction of 0.003 *) > > NexCPA1 = 1694 (* DMSO *); > > totmolex = NexWater+ NexSalt+ NexCPA1; > > XexWater =NexWater/totmolex; > > XexSalt = NexSalt/totmolex; > > XexCPA1 = NexCPA1/totmolex; > > exsolutemolefxlist = {XexSalt,XexCPA1} > > waterex=Total[exsolutemolefxlist] * (1+exsecondvirialcoefficientlist.ex= solutemolefxlist); > > V0=NinWater0 * PMVWater + Vbv + NinCPA10*PMVDMSO > > tref=T+273.16; > > volconv = 1*^15 > > (* **********************************************************************= ********************************************* *) > > (* The 2 parameters I wish to find are Lp and PCPA1 here in the 2 ODEs *) > > solution = NDSolve[{NinWater'[t]=8A- Lp*volconv*molconv*A*R*T (watere= x - waterin[t]), > > NinCPA1'[t] =8A PCPA1*volconv*molconv*A*R*T (Log[XexCPA1]+ > > (0.5-BCPA1) XexWater (1-XexCPA1)- > > (0.5-BSalt) XexWater XexSalt- > > Log[(NinCPA1[t]/(NinWater[t]+NinSalt+NinCPA1[t]))]- > > (0.5-BCPA1) (NinWater[t]/(NinWater[t]+NinSalt+NinCPA1[t]))= (1-(NinCPA1[t]/(NinWater[t]+NinSalt+NinCPA1[t])))+ > > (0.5-BSalt) (NinWater[t]/(NinWater[t]+NinSalt+NinCPA1[t]))= (NinSalt/(NinWater[t]+NinSalt+NinCPA1[t]))), > > NinWater[0] =8ANinWater0, NinCPA1 [0] =8A NinCPA10},{NinWater,= NinCPA1}, {t,0,minutes}] > > (* End of ODEs *) > > (*Start of Curve Fitting *) > > Vtotal[t] := (Vbv + NinWater[t]*PMVWater + NinCPA1[t]*PMVDMSO) /.soluti= on; > > (* So I am making this calculation using output from the ODEs to determin= e the total volume, which includes a fixed volume (Vbv), the result from Ni= nWater'[t] * molar volume of water, and likewise for the DMSO. The sum of a= ll 3 components is the total volume, which is what I am trying to fit to th= e data (see below). > > volume:=Evaluate[Vtotal[t]] > > Clear[Lp,PCPA1] (* It seems that I have to clear these values here to = make FindFit work to the extent it is working now) *) > > data = {1.04739=D7106,1.02856=D7106,1.01005=D7106,991863.,974012.= ,956510. ,939369.,922600.,906215.,890226.,874644.,859480.,844747.,830455= ..,816614.,803234.,790325.,777895.,765951.,754500.,743546.,733094., > > 723147.,713704.,704765.,696328.,688389.,680941.,673978.,667489.,661465.,6= 55 892.,650759.,646048.,641746.,637835.,634299.,631118.,628276.,625754.,623= 534.,621597.,619927.,618505.,617316.,616342., > > 615569.,614981.,614565.,614307.,614195.,614216.,614360.,614616.,614975.,6= 15427.,615965.,616581.,617268.,618019.,618827.,619689.,620598.,621549.,6225= 40.,623564.,624620.,625704.,626812.,627942., > > 629092.,630259.,631441.,632636.,633842.,635059.,636284.,637516.,638754.,6= 39997.,641244.,642494.,643746.,644999.,646253.,647508.,648762.,650015.,6512= 67.,652517.,653765.,655011.,656254.,657494., > > 658730.,659963.,661193.,662419.,663641.,664858.,666072.,667281.,668485.,6= 69686.,670881.,672072.,673258.,674440.,675617.,676789.,677956.,679118.,6802= 75.,681428.,682575.,683718.,684856.,685989., > > 687117.,688240.,689359.,690472.,691581.,692685.,693784.,694879.,695969.,6= 97054.,698134.,699210.,700281.,701347.,702409.,703467.,704519.,705568.,7066= 12.,707651.,708686.,709717.,710743.,711765., > > 712783.,713797.,714806.,715811.,716812.,717809.,718801.,719790.,720774.,7= 21755.,722731.,723704.,724673.,725637.,726598.,727555.,728508.,729458.,7304= 03.,731345.,732283.,733218.,734148.,735076., > > 735999.,736919.,737835.,738748.,739657.,740563.,741466.,742365.,743260.,7= 44152.,745041.,745926.,746808.,747687.,748562.,749435.,750304.,751169.,7520= 32.,752891.,753748.,754601.,755451.,756298., > > 77142.,757982.,758820.,759655.,760487.,761315.,762141.,762964.,763784.,76= 4601.,765415.,766227.,767035.,767841.,768644.,769444.,770241.,771036.,77182= 8. ,772617.,773403.,774187.,774968.,775746., > > 776522.,777295.,778066.,778834.,779599.,780362.,781122.,781880.,782635.,7= 83388.,784138.,784885.,785631.,786374.,787114.,787852.,788587.,789321.,7900= 51.,790780.,791506.,792230.,792951.,793670., > > 794387.,795102.,795814.,796524.,797232.,797937.,798640.,799341.,800040.,8= 00737.,801432.,802124.,802814.,803502.,804188.,804872.,805554.,806233.,8069= 11.,807586.,808260.,808931.,809600.,810268., > > 810933.,811596.,812257.,812917.,813574.,814229.,814882.,815534.,816183.,8= 16831.,817476.,818120.,818762.,819402.,820040.,820676.,821310.,821943.,8225= 73.,823202.,823829.,824454.,825077.,825699., > > 826319.,826937.,827553.,828167.,828780.,829391.,830000.,830607.,831213.,8= 31817.,832419.,833019.,833618.,834215.,834811.,835405.,835997.,836587.,8371= 76.,837763.,838349.,838933.,839515.,840096., > > 840675.,841253.,841829.,842403.,842976.,843547.,844117.,844685.,845252.,8= 45817.,846380.,846942.,847503.,848061.,848619.,849175.,849729.,850282.,8508= 34.,851384.,851932.,852480.,853025.,853569., > > 854112.,854653.,855193.,855732.,856269.,856804.,857339.,857872.,858403.,8= 58933.,859462.,859989.,860515.,861040.,861563.,862085.,862605.,863124.,8636= 42.,864159.,864674.,865188.,865700.,866211., > > 866721.,867230.,867737.,868243.,868748.,869252.,869754.,870255.,870754.,8= 71253.,871750.,872246.,872741.,873234.,873726.,874217.,874707.,875196.,8756= 83.,876169.,876654.,877138.,877620.,878101., > > 878582.,879061.,879538.,880015.,880490.,880965.,881438.,881910.,882381.,8= 82850.,883319.,883786.,884252.,884718.,885182.,885645.,886106.,886567.,8870= 26.,887485.,887942.,888399.,888854.,889308., > > 889761.,890213.,890664.,891113.,891562.,892010.,892456.,892902.,893346.,8= 93790.,894232.,894673.,895114.,895553.,895991.,896428.,896864.,897300.,8977= 34.,898167.,898599.,899030.,899460.,899889., > > 900318.,900745.,901171.,901596.,902020.,902443.,902866.,903287.,903707.,9= 04127.,904545.,904962.,905379.,905794.,906209.,906623.,907035.,907447.,9078= 58.,908268.,908677.,909085.,909492.,909898., > > 910303.,910708.,911111.,911514.,911916.,912316.,912716.,913115.,913513.,9= 13910.,914307.,914702.,915097.,915490.,915883.,916275.,916666.,917056.,9174= 46.,917834.,918222.,918609.,918994.,919380., > > 919764.,920147.,920530.,920911.,921292.,921672.,922052.,922430.,922807.,9= 23184.,923560.,923935.,924310.,924683.,925056.,925428.,925799.,926169.,9265= 38.,926907.,927275.,927642.,928008.,928374., > > 928739.,929103.,929466.,929828.,930190.,930551.,930911.,931270.,931629.,9= 31986.,932343.,932700.,933055.,933410.,933764.,934117.,934470.,934822.,9351= 73.,935523.,935873.,936221.,936570.,936917., > > 937264.,937610.,937955.,938299.,938643.,938986.,939328.,939670.,940011.,9= 40351.,940691.,941029.,941368.,941705.,942042.,942378.,942713.,943048.,9433= 82.,943715.,944047.,944379.,944710.,945041., > > 945371.,945700.,946028.,946356.,946683.,947010.,947336.,947661.,947985.,9= 48309.,948632.,948955.,949277.,949598.,949919.,950239.,950558.,950876.,9511= 94.,951512.,951828.,952145.,952460.,952775., > > 953089.,953402.,953715.,954028.,954339.,954650.,954961.,955271.,955580.,9= 55888.,956196.,956504.,956810.,957116.,957422.,957727.,958031.,958335.,9586= 38.,958940.,959242.,959544.,959844.,960144., > > 960444.,960743.,961041.} > > (* These data represent one datapoint per second, for 10 minutes *) > > FindFit[data,volume,{{Lp,2.64*^-27},{PCPA1, 4.38*^-31}},t] > > (* When I evaluate FindFit, I get errors suggesting it is calculating bey= ond 10 minutes. *) > > I have been trying to use the online help and past posts, but with no luc= k. If anyone can assist me I would be very grateful. > > Thank you. > > Steven F. Mullen Ph.D.
From: Valeri Astanoff on 12 Mar 2010 07:13 Good day, I tried and fix a few things : (I truncated data to 10 minutes) In[1]:= Lp := 2.64*^-27;(*mol^2/(min atm um^5)*) Rad = 63;(*um*)A = 4 \[Pi] Rad^2;(*um^2*) R = 0.08206;(*L atm/(mol K)*) T = 286; minutes = 10; Vb = 0.19; Vbv = 4/3 \[Pi] Rad^3*Vb (*um^3*); volconv = 1*^15 (*converts um^3 to L;1x10^15 um^3 per L*); molconv = 1*^6 (*converts moles to micromoles;1x10^6 umol per mol*); PMVWater = 1.8*^7;(*um^3/umol*)PMVDMSO = 7.13*^7; PCPA1 := 4.38*^-31; BSalt = 2.749 (*salt*); BCPA1 = 2.423 (*DMSO*); insecondvirialcoefficientlist = {BSalt, BCPA1}; exsecondvirialcoefficientlist = {BSalt, BCPA1}; NinWater0 = 4/3 \[Pi] Rad^3 (1 - Vb)/PMVWater; NinSalt = 1.663*2.062*^-4 (*Salts;assumes 0.3 osmolal=8A 0.176 molal*); NinCPA10 = 0.1*^-100(*DMSO*); In[19]:= totmolin[t_] := (NinWater[t] + NinSalt + NinCPA1[t]); XinSalt[t_] := NinSalt/totmolin[t]; XinCPA1[t_] := NinCPA1[t]/totmolin[t]; insolutemolefxlist[t_] := {XinSalt[t], XinCPA1[t]}; waterin[t_] := Total[insolutemolefxlist[t]] (1 + insecondvirialcoefficientlist.insolutemolefxlist[t]); NexWater = 0.056*^6 (*water*); NexSalt = 1.663*245;(*assumes mole fraction of 0.003*) NexCPA1 = 1694 (*DMSO*); totmolex = NexWater + NexSalt + NexCPA1; XexWater = NexWater/totmolex; XexSalt = NexSalt/totmolex; XexCPA1 = NexCPA1/totmolex; exsolutemolefxlist = {XexSalt, XexCPA1} ; waterex = Total[exsolutemolefxlist]*(1 + exsecondvirialcoefficientlist.exsolutemolefxlist); V0 = NinWater0*PMVWater + Vbv + NinCPA10*PMVDMSO ; tref = T + 273.16; volconv = 1*^15; In[35]:= (*The 2 parameters I wish to find are Lp and PCPA1 here in \ the 2 ODEs*) solution[Lp_?NumericQ, PCPA1_?NumericQ] := NDSolve[{NinWater'[t] == 8 A - Lp*volconv*molconv*A*R*T (waterex - waterin[t]), NinCPA1'[t] == 8 A PCPA1*volconv*molconv*A*R*T (Log[XexCPA1] + (0.5 - BCPA1) XexWater (1 - XexCPA1) - (0.5 - BSalt) XexWater XexSalt - Log[(NinCPA1[t]/(NinWater[t] + NinSalt + NinCPA1[t]))] - (0.5 - BCPA1) (NinWater[t]/ (NinWater[t] + NinSalt + NinCPA1[t])) (1 - (NinCPA1[t]/ (NinWater[t] + NinSalt + NinCPA1[t]))) + (0.5 - BSalt) (NinWater[t]/ (NinWater[t] + NinSalt + NinCPA1[t])) (NinSalt/(NinWater[t] + NinSalt + NinCPA1[t]))), NinWater[0] == 8 A NinWater0, NinCPA1[0] == 8 A NinCPA10}, {NinWater, NinCPA1}, {t, 0, minutes}] (*End of ODEs*) In[36]:= fNinWater[t_?NumericQ, Lp_?NumericQ, PCPA1_?NumericQ] := (NinWater /. solution[Lp, PCPA1][[1]])[t]; fNinCPA1[t_?NumericQ, Lp_?NumericQ, PCPA1_?NumericQ] := (NinCPA1 /. solution[Lp, PCPA1][[1]])[t]; Check : In[38]:= fNinWater[1, 1, 1] Out[38]= 0.0471314 In[39]:= (*Start of Curve Fitting*) Vtotal[t_?NumericQ, Lp_?NumericQ, PCPA1_?NumericQ] := (Vbv + fNinWater[t, Lp, PCPA1]*PMVWater + fNinCPA1[t, Lp, PCPA1]*PMVDMSO); (*So I am making this calculation using output from the ODEs to determine the total volume,which includes a fixed volume (Vbv), the result from NinWater'[t]*molar volume of water,and likewise for \ the DMSO. The sum of all 3 components is the total volume,which is what I am \ trying to fit to the data (see below).*) Check : In[40]:= Vtotal[1, 1, 1] Out[40]= 1.14902*10^6 In[41]:= data = {1.047397 10^6, 1.028567106, 1.010057 10^6, 991863, 974012, 956510, 939369, 922600, 906215, 890226}; In[42]:= ClearAll[Lp, PCPA1]; FindFit[data, Vtotal[t, Lp, PCPA1], {{Lp, 2.64*^-27}, {PCPA1, 4.38*^-31}}, t] During evaluation of In[42]:= NDSolve::nderr: Error test failure at t \ == 4.159268807727241`*^-6; unable to continue. >> Out[43]= {Lp -> 8.55856*10^-28, PCPA1 -> -3.67101*10^-17} hth -- V.Astanoff
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