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[ÇóÖú] MATLAB¼ÆË㶯Á¦Ñ§²ÎÊýʱ³öÏÖÎó²î´óµÄÎÊÌâ ÒÑÓÐ2È˲ÎÓë

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CODE:
function Kinetics2
clear all; clc
format long
k0=[0 0 0 0 0 0 0 0];
tspan=[0 2 4 6 8 10 15 20 25 30 40 50 60 75 90 105 120];             %²ÎÊý³õÖµ
lb=[0 0 0 0 0 0 0 0];  ub = [1 1 1 1 1 1 1 1]*1e1;  %lb¡¢ub£º²ÎÊýÏÂÏÞºÍÉÏÏÞ
Y0=[0 0];
Kinetics1=[0        0        0
2        0.101406296        0.025750304
4        0.148139381        0.077208075
6        0.171971874        0.097848253
8        0.200101464        0.131543106
10        0.223088343        0.149258466
15        0.268349285        0.206242074
20        0.319194899        0.249534539
25        0.352139308        0.280899049
30        0.373849138        0.309100951
40        0.4145939        0.348550324
50        0.442947836        0.381294016
60        0.460584916        0.395704095
75        0.483226647        0.421979897
90        0.499672966        0.430587898
105        0.50291736        0.452012783
120        0.518449036        0.452107899];
yexp=Kinetics1(1:17,2:3);            

%ʹÓú¯Êýfmincon()½øÐвÎÊý¹À¼Æ
[k,fval,flag]=fmincon(@ObjFunc4Fmincon,k0,[],[],[],[],lb,ub,[],[],Y0,yexp);
fprintf('\n ʹÓú¯Êýfmincon()¹À¼ÆµÃµ½µÄ²ÎÊýֵΪ:\n')
fprintf('\tk1=%.4f\n',k(1)), fprintf('\tk2=%.4f\n',k(2)), fprintf('\tk3=%.4f\n',k(3)),fprintf('\tk4=%.4f\n',k(4)), fprintf('\tk5=%.4f\n',k(5)),fprintf('\tk6=%.4f\n',k(6)),fprintf('\tk7=%.4f\n',k(7)),fprintf('\tk8=%.4f\n',k(8));
fprintf(' The sum of the squares is:%.1e\n\n', fval);
k_fmincon=k;

ts=0:1:max(tspan);
[ts ys] = ode45(@func,ts,Y0,[],k);
yy = [Kinetics1(:,2) Kinetics1(:,3)];
plot(ts,ys(:,1),'b',tspan,yy(:,1),'bo',ts,ys(:,2),'r',tspan,yy(:,2),'ro'),
legend('Y1µÄ¼ÆËãÖµ','Y1µÄʵÑéÖµ','Y2µÄ¼ÆËãÖµ','Y2µÄʵÑéÖµ','Location','best');

function f=ObjFunc4Fmincon(k,Y0,yexp)
tspan=[0 2 4 6 8 10 15 20 25 30 40 50 60 75 90 105 120];
[t,Y]=ode45(@func,tspan,Y0,[],k);
y(:,1)=Y(:,1);y(:,2:3)=Y(:,1:2);
f=sum((y(:,2)-yexp(:,1)).^2)+sum((y(:,3)-yexp(:,2)).^2)

function dYdt=func(t,Y,k)
k1=k(1);k2=k(2);k3=k(3);k4=k(4);k5=k(5);k6=k(6);k7=k(7);k8=k(8);
f1=(k1.*k2.*k3.*k4.*(1-Y(1)).*6.25.*(1-Y(2)).*3.125-k5.*k6.*k7.*k8.*Y(1).*6.25.*Y(2).*3.125)./(((k1.*k2.*k7+k1.*k2.*k4).*(1-Y(1)).*6.25+(k5.*k3.*k4+k2.*k3.*k4).*(1-Y(2)).*3.125+(k5.*k6.*k7+k1.*k6.*k7).*Y(1).*6.25+(k2.*k6.*k8+k5.*k7.*k8).*Y(2).*3.125+(k1.*k3.*k4+k1.*k2.*k3).*(1-Y(1)).*6.25.*(1-Y(2)).*3.125+(k1.*k6.*k7+k5.*k6.*k4).*(1-Y(1)).*6.25.*Y(1).*6.25+(k2.*k4.*k8+k5.*k3.*k8).*(1-Y(2)).*3.125+(k6.*k7.*k8+k5.*k6.*k8).*Y(1).*6.25.*Y(2).*3.125).*6.125);
f2=(k1.*k2.*k3.*k4.*(1-Y(1)).*6.25.*(1-Y(2)).*3.125-k5.*k6.*k7.*k8.*Y(1).*6.25.*Y(2).*3.125)./(((k1.*k2.*k7+k1.*k2.*k4).*(1-Y(1)).*6.25+(k5.*k3.*k4+k2.*k3.*k4).*(1-Y(2)).*3.125+(k5.*k6.*k7+k1.*k6.*k7).*Y(1).*6.25+(k2.*k6.*k8+k5.*k7.*k8).*Y(2).*3.125+(k1.*k3.*k4+k1.*k2.*k3).*(1-Y(1)).*6.25.*(1-Y(2)).*3.125+(k1.*k6.*k7+k5.*k6.*k4).*(1-Y(1)).*6.25.*Y(1).*6.25+(k2.*k4.*k8+k5.*k3.*k8).*(1-Y(2)).*3.125+(k6.*k7.*k8+k5.*k6.*k8).*Y(1).*6.25.*Y(2).*3.125).*3.125);
dYdt=[f1;f2];

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ygqsgc: ½ð±Ò+3, ¡ï¡ï¡ïºÜÓаïÖú 2021-07-23 15:18:05
ÒýÓûØÌû:
4Â¥: Originally posted by ygqsgc at 2021-07-18 16:37:00
лл£¬µ«ÊÇÎÒÐÞ¸ÄÕâÀïºÃÏñûʲô±ä»¯¡£ÎÒ½ñÌìÓÖ·¢ÏÖ³õÖµ±ä»¯»áºÜ´óµÄÓ°Ïì½á¹û£¬ÇëÎÊÄúÓÐʲô½¨ÒéÂð£¿...

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5Â¥2021-07-18 17:32:29
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y(:,1)=Y(:,1);y(:,2:3)=Y(:,1:2);
f=sum((y(:,2)-yexp(:,1)).^2)+sum((y(:,3)-yexp(:,2)).^2)
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2Â¥2021-07-17 23:47:54
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

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¡ï ¡ï ¡ï ¡ï ¡ï ¡ï ¡ï
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¶À¹ÂÉñÓî: ½ð±Ò+5, ¹ÄÀø½»Á÷ 2021-07-18 11:01:36
ygqsgc: ½ð±Ò+2, ¡ï¡ï¡ïºÜÓаïÖú 2021-07-23 15:17:58
ÓÃ1stOptÊÔÁËÏ£¬ËƺõÊǶà½â°É£º

1£º
¾ù·½²î(RMSE): 0.133593203954135
²Ð²îƽ·½ºÍ(SSR): 0.571108612567395
Ïà¹ØÏµÊý(R): 0.999611248630951
Ïà¹ØÏµÊý֮ƽ·½(R^2): 0.999222648389528
ÐÞÕýRƽ·½(Adj. R^2): 0.999028310594448
È·¶¨ÏµÊý(DC): 0.0502878953255795
Fͳ¼Æ(F-Statistic): 1.32838081213258

²ÎÊý                  ×î¼Ñ¹ÀËã
--------------------        -------------
k1        0.127201864728704
k2        0.733927119057626
k3        0.153739275177941
k4        0.802137681283057
k5        0.132858854951337
k6        0.190315517131239
k7        0.547878187848255
k8        0.303434451713526

2£º
¾ù·½²î(RMSE): 0.133593202692168
²Ð²îƽ·½ºÍ(SSR): 0.571108601777619
Ïà¹ØÏµÊý(R): 0.999611260251213
Ïà¹ØÏµÊý֮ƽ·½(R^2): 0.999222671621019
ÐÞÕýRƽ·½(Adj. R^2): 0.999028339634003
È·¶¨ÏµÊý(DC): 0.0502879151372654
Fͳ¼Æ(F-Statistic): 1.32838018712688

²ÎÊý                  ×î¼Ñ¹ÀËã
--------------------        -------------
k1        0.477143075782806
k2        0.955948247341439
k3        0.221367547288537
k4        0.15762852341868
k5        0.999996228278175
k6        0.39574211416766
k7        0.175285259028897
k8        0.365239513210575

3£º
¾ù·½²î(RMSE): 0.133593217021487
²Ð²îƽ·½ºÍ(SSR): 0.571108724292805
Ïà¹ØÏµÊý(R): 0.999611167855669
Ïà¹ØÏµÊý֮ƽ·½(R^2): 0.999222486901774
ÐÞÕýRƽ·½(Adj. R^2): 0.999028108733572
È·¶¨ÏµÊý(DC): 0.0502875041008147
Fͳ¼Æ(F-Statistic): 1.32840750182457

²ÎÊý                  ×î¼Ñ¹ÀËã
--------------------        -------------
k1        0.174350587941431
k2        0.96796438540332
k3        0.997777812182903
k4        0.830312095815316
k5        0.99999988343245
k6        0.757243090774864
k7        0.197815090185031
k8        0.39528880243776
3Â¥2021-07-18 10:50:32
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

ygqsgc

гæ (³õÈëÎÄ̳)

ÒýÓûØÌû:
2Â¥: Originally posted by ¶À¹ÂÉñÓî at 2021-07-17 23:47:54
y(:,1)=Y(:,1);y(:,2:3)=Y(:,1:2);
f=sum((y(:,2)-yexp(:,1)).^2)+sum((y(:,3)-yexp(:,2)).^2)
¼ì²éÒ»ÏÂÕâÀÓÈÆäÊǵÚÒ»ÐÐ

лл£¬µ«ÊÇÎÒÐÞ¸ÄÕâÀïºÃÏñûʲô±ä»¯¡£ÎÒ½ñÌìÓÖ·¢ÏÖ³õÖµ±ä»¯»áºÜ´óµÄÓ°Ïì½á¹û£¬ÇëÎÊÄúÓÐʲô½¨ÒéÂð£¿
4Â¥2021-07-18 16:37:00
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