紧急:用matlab中的最小二乘法拟合指数函数(人口问题)

来源:百度知道 编辑:UC知道 时间:2024/06/06 14:53:58
t=[1971:1:1990];
y=[8.5229 8.7177 8.9221 9.0859 9.2420 9.3717 9.4974 9.6259 9.7542 9.8705 10.0072 10.1654 10.3008 10.4357 10.5851 10.7507 10.9300 11.1026 11.2704 11.4333];
拟合曲线y=exp(a*t+b)
希望您上机操作一下,给出具体的编写程序.

x=[1971:1990];
y=[8.5229 8.7177 8.9221 9.0859 9.2420 9.3717 9.4974 9.6259 9.7542 9.8705 10.0072 10.1654 10.3008 10.4357 10.5851 10.7507 10.9300 11.1026 11.2704 11.4333];
z=log(y);
p=polyfit(x,z,1)
y1=polyval(p,x);
由此程序求得y1=exp(0.0147*x-26.7773)
再绘图plot(x,y,'o',x,y1),结果点都在拟合的曲线的下面,谁能帮我找出毛病并修改一下?
并写出答案的结果

呵呵,还需要转换一次啊。及y1=exp(z1)

clear all
x=[1971:1990];
y=[8.5229 8.7177 8.9221 9.0859 9.2420 9.3717 9.4974 9.6259 9.7542 9.8705 10.0072 10.1654 10.3008 10.4357 10.5851 10.7507 10.9300 11.1026 11.2704 11.4333];
fun=inline('exp(a(1)*t+a(2))','a','t')
a=nlinfit(x,y,fun,[0.01 -20])
xx=1970:1990;
yy=exp(a(1)*xx+a(2));
plot(x,y,'o',xx,yy)

z=log(y);
p=polyfit(x,z,1)
z1=polyval(p,x);
y1=exp(z1);
figure
plot(x,y,'*',x,y1)

结果:
a =

0.014631 -26.68

p =

0.01468 -26.777

y1要取指数吧!

x=[1971:1990];
y=[8.5229 8.7177 8.9221 9.0859 9.2420 9.3717 9.4974 9.6259 9.7542 9.8705 10.0072 10.1654 10.3008 10.4357 10.5851 10.7507 10.9300 11.1026 11.2704 11.4333];
z=log(y);
>> p=polyfit(x,z,1)

p =

0.0147 -26.7773

>> y1=polyval(p,x);
>>