필터 지우기
필터 지우기

How to solve system of non-linear differential equations for numerical values

조회 수: 12 (최근 30일)
Emily
Emily 2023년 11월 5일
답변: Udit06 2023년 11월 16일
I am trying to model the change in concentration of chemical species over an hour long period. This requires a system of differential equations (shown in the code below). I am not sure what function to use to complete this. I tried dsolve but it did not work. Any tips would be greatly appreciated.
syms t k1 k2 k3 k4 k5 k6 k7 k8 NO(t) NO2(t) C8H18(t) O2(t) OH(t) HO2(t) O(t) O3(t) C8H17(t) OC8H17(t) O2C8H17(t) C7H17CHO(t) H2O(t)
ode1 = diff(NO,t) == k1*NO2 - k3*O3*NO - k4*HO2*NO - k7*O2C8H17*NO;
ode2 = diff(NO2,t) == k3*O3*NO + k4*HO2*NO + k7*O2C8H17*NO - k1*NO2;
ode3 = diff(O,t) == k1*NO2 - k2*O2*O;
ode4 = diff(O3,t) == k2*O2*O - k3*O3*NO;
ode5 = diff(O2,t) == k3*O3*NO - k2*O2*O - k6*C8H17*O2 - k8*OC8H17*O2;
ode6 = diff(OH,t) == k4*HO2*NO - k5*C8H18*OH;
ode7 = diff(HO2,t) == k8*OC8H17*O2 - k4*HO2*NO;
ode8 = diff(C8H18,t) == -k5*C8H18*OH;
ode9 = diff(H2O,t) == k5*C8H18*OH;
ode10 = diff(C8H17,t) == k5*C8H18*OH - k6*C8H17*O2;
ode11 = diff(O2C8H17,t) == k6*C8H17*O2 - k7*O2C8H17*NO;
ode12 = diff(OC8H17,t) == k7*O2C8H17*NO - k8*OC8H17*O2;
ode13 = diff(C7H17CHO,t) == k8*OC8H17*O2;
odes = [ode1; ode2; ode3; ode4; ode5; ode6; ode7; ode8; ode9; ode10; ode11; ode12; ode13];
cond1 = NO(0) == 0.0675;
cond2 = NO2(0) == 0.0075;
cond3 = C8H18(0) == 0.15;
cond4 = O2(0) == 210000;
cond5 = OH(0) == 4.59E-08;
cond6 = HO2(0) == 4.07E-06;
cond7 = O(0) == 0;
cond8 = O3(0) == 0;
cond9 = C8H17(0) == 0;
cond10 = OC8H17(0) == 0;
cond11 = O2C8H17(0) == 0;
cond12 = C7H17CHO(0) == 0;
cond13 = H2O(0) == 0;
conds = [cond1; cond2; cond3; cond4; cond5; cond6; cond7; cond8; cond9; cond10; cond11; cond12; cond13];
k1=0.4;
k2=21.83;
k3=26.6;
k4=12000;
k5=5272.43;
k6=1476.87;
k7=8551.09;
k8=3662.64;
timespan = [0 60]
  댓글 수: 1
Christopher McCausland
Christopher McCausland 2023년 11월 5일
Hi Emily,
If you are using the latest version of MATLAB (R2023b) there is a new function which maybe quite helpful called ode.
I hope this helps!
Christopher

댓글을 달려면 로그인하십시오.

답변 (1개)

Udit06
Udit06 2023년 11월 16일
Hi Emily,
I understand that you want to solve a system of non-linear differential equations with the given initial conditions. You can use MATLAB's "ode45" function to achieve the same. You can refer to the following MathWorks documentation to understand more about "ode45" solver.
A general approach to solve a system of differential equations with "ode45" is as follows:
1) Define your system using a function that takes time "t" and vector "y" of dependent variables as input and returns a vector containing the derivatives of the dependent variables with respect to time.
2) Create a vector containing the initial conditions for the dependent variables.
3) Define the timespan for which the system needs to be solved.
4) Call the "ode45" solver to solve the system.
You can refer to the following MATLAB answer which solves a system of non-linear differential equations using "ode45" function.
I hope this helps.

카테고리

Help CenterFile Exchange에서 Ordinary Differential Equations에 대해 자세히 알아보기

제품


릴리스

R2021b

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by