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What is wrong with my Gompertz Equation?

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Police6969
Police6969 on 26 Oct 2020
Commented: Police6969 on 2 Nov 2020 at 17:06
Hello, I was wondering what is wrong with my code below, it states that there is an error in line 2, which is V=p(1)*(p(2)/p(1))^exp(-p(3)*t)
function V =gompertz(p,t) %#ok<*FNDEF>
V=p(1)*(p(2)/p(1))^exp(-p(3)*t);
%p(1)=K, p(2)=initial population and p(3)=r
%define data
years=[1950, 1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019];
pops=[554419273,569909117,582576491,593365877,603052324,612241554,621363234,630677645,640295772,650212734,660408056,670952695,682102655,694339083,708254597,724218968,742414885,762581176,784074709,805985939,827601394,848759710,869485964,889485372,908464198,926240885,942685411,957891272,972205442,986132202,1000089235,1014022212,1027948987,1042431412,1058171976,1075589361,1095014109,1116095476,1137724227,1158357397,1176883674,1192897284,1206711244,1218817055,1230020031,1240920535,1251636186,1261996012,1271982350,12815148321290550765,1299129752,1307352257,1315303521,1323084641,1330776380,1338408647,1345993888,1353569484,1361169419,1368810615,1376497639,1384206401,1391883330,1399453965,140684870,1414049351,1421021791,1427647786,1433783686];
p0 = [.01 1000 554419273];
options=optimset('MaxFunEvals',10000,'MaxIter',5000);
[p,error]=lsqcurvefit(@gompertz,p0,years,pops,[],[],options); %#ok<ASGLU>
%plot solution
modelpops = gompertz(pops,years);
plot(x,y,'o',x,modelpops);
end

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Answers (1)

Walter Roberson
Walter Roberson on 26 Oct 2020
V=p(1)*(p(2)/p(1)).^exp(-p(3)*t);
Notice the .^ instead of ^ .
Your t is a vector, and the ^ operator is the matrix power operator, the generalization of repeated algebraic matrix multiplication
A^3 -> A*A*A but that is A inner-product A inner-product A
The ^ operator cannot be used with non-scalar power.
You want element-by-element power.
Note that your gompertz function expects to be passed in a vector with three values as the first parameter, but that when you go to plot the solution, you are passing it in over 30 values.

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Police6969
Police6969 on 2 Nov 2020 at 10:09
Hello Alex Sha, i have fixed the value for 2015 to be 1406847870. Could you perhaps show me how you had managed to graph the equation?
Alex Sha
Alex Sha on 2 Nov 2020 at 12:56
Hi, the Gompertz function will be as "y=p1*exp(p2*exp(p3*x))", or as you used one "y=p1*(p2/p1)^exp(-p3*x)"?, generaly, the former is right one.
If use function type as "y=p1*exp(p2*exp(p3*x))", the result will be:
Root of Mean Square Error (RMSE): 21238286.4659304
Sum of Squared Residual: 3.15745368406247E16
Correlation Coef. (R): 0.997214434090321
R-Square: 0.994436627558079
Adjusted R-Square: 0.994270556738917
Parameter Best Estimate
---------- -------------
p1 1796330144.59206
p2 -1.35298148327126E22
p3 -0.0260125710402262
While if use "y=p1*(p2/p1)^exp(-p3*x)", the result is:
Root of Mean Square Error (RMSE): 61518184.3459848
Sum of Squared Residual: 2.6491409036586E17
Correlation Coef. (R): 0.976698363677716
R-Square: 0.953939693610727
Adjusted R-Square: 0.952564759091645
Parameter Best Estimate
---------- -------------
p1 187801397010.571
p2 2.30183479705941E-312
p3 0.00249872332405853
Police6969
Police6969 on 2 Nov 2020 at 17:06
Thanks for your help, but could you send me your entire code?, I am still slightly confused.

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