matlab指数增长和阻滞增长拟合代码

代码：

t=1:13;

x=[3.04,6.63,11.13,28.43,49.22,87.85,134.11,200.00,208.69,303.03,410.73,580.00,728.57];

c=[0.40,0.97,2.31,4.45,7.63,10.11,19.86,33.44,38.03,75.07,112.08,152.39,226.55];

d=[2.06,2.35,3.17,8.06,15.22,28.82,43.31,54.67,55.83,75.26,102.01,174.05,200.95];

e=[0.54,1.18,1.98,5.06,8.77,15.65,23.89,36.63,37.17,53.98,73.16,123.31,159.78];

%指数增长模型

y=log(x);

cc=log(c);

dd=log(d);

ee=log(e);

a=polyfit(t,y,1);

h= polyfit(t,cc,1);

i= polyfit(t,dd,1);

k= polyfit(t,ee,1);

r=a(1);

r2=h(1);

r3=i(1);

r4=k(1);

x0=exp(a(2));

x1=x0*exp(r*t);

c0=exp(h(2));

c1=c0*exp(r2*t);

d0=exp(i(2));

d1=d0*exp(r3*t);

e0=exp(k(2));

e1=e0*exp(r4*t);

%阻滞增长模型

f=@(a,t) a(1)./(1+(a(1)/x(1)-1)*exp(-a(2)*(t-t(1))));

f=@(h,t) h(1)./(1+(h(1)/c(1)-1)*exp(-h(2)*(t-t(1))));

f=@(i,t) i(1)./(1+(i(1)/d(1)-1)*exp(-i(2)*(t-t(1))));

f=@(k,t) k(1)./(1+(k(1)/e(1)-1)*exp(-k(2)*(t-t(1))));

a=lsqcurvefit(f,[800 1],t,x);

h=lsqcurvefit(f,[800 1],t,c);

i=lsqcurvefit(f,[800 1],t,d);

k=lsqcurvefit(f,[800 1],t,e);

figure(1);

subplot(2,1,1);

plot(t,x,'o',t,x1,'r:.');

x2=f(a,t);

plot(t,x,'o',t,x1,'r:.',t,x2,'g*--')

legend('原始数据','指数增长模型','阻滞增长模型',2)

xlabel 时间段

ylabel 公众号总量(万)

title('资讯类');

figure(1)

subplot(2,1,2);

plot(t,c,'o',t,c1,'r:.');

c2=f(h,t);

plot(t,c,'o',t,c1,'r:.',t,c2,'g*--')

legend('原始数据','指数增长模型','阻滞增长模型',2)

xlabel 时间段

ylabel 公众号总量(万)

title('生活类');

figure(2)

subplot(2,1,1);

plot(t,d,'o',t,d1,'r:.');

d2=f(i,t);

plot(t,d,'o',t,d1,'r:.',t,d2,'g*--')

legend('原始数据','指数增长模型','阻滞增长模型',2)

xlabel 时间段

ylabel 公众号总量(万)

title('娱乐类');

figure(2)

subplot(2,1,2);

plot(t,e,'o',t,e1,'r:.');

e2=f(k,t);

plot(t,e,'o',t,e1,'r:.',t,e2,'g*--')

legend('原始数据','指数增长模型','阻滞增长模型',2)

xlabel 时间段

ylabel 公众号总量(万)

title('其他');

参数资讯类生活类娱乐类其他类公众号总量

程序代码：

x=[1:2:26]';

y=[3.04,6.63,11.13,28.43,49.22,87.85,134.11,200.00,208.69,303.03,410.73,580.00,728.57]';

b=[2.04,2.14,3.68,10.86,17.60,33.27,47.05,75.26,77.66,88.72,123.48,130.25,141.29]';

c=[0.40,0.97,2.31,4.45,7.63,10.11,19.86,33.44,38.03,75.07,112.08,152.39,22