How to differentiate vectors
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Hello, please I have a code with lambda and n given below. Please how do I obtain d(n)/d(lambda) and d^2(n)/d(lambda)^2 i.e. the first and second deriviative of n wrt lambda?
lambda = linspace(0.5,2.5);
n = [1.55155531233953 1.54949576778463 1.54767969992980 1.54606941077293 1.54463432037936 1.54334939304258 1.54219395936135 1.54115082328366 1.54020557725122 1.53934607132757 1.53856199764777 1.53784456219577 1.53718622338909 1.53658048225698 1.53602171281363 1.53550502400216 1.53502614662547 1.53458134019413 1.53416731575664 1.53378117163556 1.53342033964695 1.53308253988297 1.53276574252631 1.53246813546774 1.53218809673566 1.53192417093373 1.53167504903131 1.53143955097005 1.53121661064518 1.53100526289637 1.53080463220578 1.53061392285076 1.53043241030050 1.53025943367952 1.53009438914900 1.52993672407995 1.52978593191141 1.52964154760293 1.52950314360382 1.52937032627300 1.52924273269261 1.52912002782641 1.52900190198108 1.52888806853379 1.52877826189461 1.52867223567629 1.52856976104774 1.52847062525013 1.52837463025771 1.52828159156731 1.52819133710247 1.52810370622009 1.52801854880867 1.52793572446860 1.52785510176605 1.52777655755305 1.52769997634709 1.52762524976427 1.52755227600092 1.52748095935889 1.52741120981038 1.52734294259859 1.52727607787089 1.52721054034140 1.52714625898047 1.52708316672849 1.52702120023196 1.52696029959983 1.52690040817834 1.52684147234282 1.52678344130489 1.52672626693392 1.52666990359143 1.52661430797744 1.52655943898778 1.52650525758144 1.52645172665720 1.52639881093877 1.52634647686784 1.52629469250434 1.52624342743341 1.52619265267854 1.52614234062043 1.52609246492120 1.52604300045342 1.52599392323372 1.52594521036064 1.52589683995631 1.52584879111185 1.52580104383610 1.52575357900747 1.52570637832878 1.52565942428470 1.52561270010188 1.52556618971130 1.52551987771288 1.52547374934221 1.52542779043906 1.52538198741785 1.52533632723963];
plot(n,lambda)
ylabel('n','FontWeight','bold','FontSize',14)
xlabel('lambda','FontWeight','bold','FontSize',14)
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Star Strider
2022-2-15
lambda = linspace(0.5,2.5);
n = [1.55155531233953 1.54949576778463 1.54767969992980 1.54606941077293 1.54463432037936 1.54334939304258 1.54219395936135 1.54115082328366 1.54020557725122 1.53934607132757 1.53856199764777 1.53784456219577 1.53718622338909 1.53658048225698 1.53602171281363 1.53550502400216 1.53502614662547 1.53458134019413 1.53416731575664 1.53378117163556 1.53342033964695 1.53308253988297 1.53276574252631 1.53246813546774 1.53218809673566 1.53192417093373 1.53167504903131 1.53143955097005 1.53121661064518 1.53100526289637 1.53080463220578 1.53061392285076 1.53043241030050 1.53025943367952 1.53009438914900 1.52993672407995 1.52978593191141 1.52964154760293 1.52950314360382 1.52937032627300 1.52924273269261 1.52912002782641 1.52900190198108 1.52888806853379 1.52877826189461 1.52867223567629 1.52856976104774 1.52847062525013 1.52837463025771 1.52828159156731 1.52819133710247 1.52810370622009 1.52801854880867 1.52793572446860 1.52785510176605 1.52777655755305 1.52769997634709 1.52762524976427 1.52755227600092 1.52748095935889 1.52741120981038 1.52734294259859 1.52727607787089 1.52721054034140 1.52714625898047 1.52708316672849 1.52702120023196 1.52696029959983 1.52690040817834 1.52684147234282 1.52678344130489 1.52672626693392 1.52666990359143 1.52661430797744 1.52655943898778 1.52650525758144 1.52645172665720 1.52639881093877 1.52634647686784 1.52629469250434 1.52624342743341 1.52619265267854 1.52614234062043 1.52609246492120 1.52604300045342 1.52599392323372 1.52594521036064 1.52589683995631 1.52584879111185 1.52580104383610 1.52575357900747 1.52570637832878 1.52565942428470 1.52561270010188 1.52556618971130 1.52551987771288 1.52547374934221 1.52542779043906 1.52538198741785 1.52533632723963];
plot(n,lambda)
ylabel('\lambda','FontWeight','bold','FontSize',14)
xlabel('n','FontWeight','bold','FontSize',14)
dndlambda = gradient(n) ./ gradient(lambda); % First Numerical Derivative
d2ndlambda2 = gradient(dndlambda) ./ gradient(lambda); % Second NMumerical Derivative
figure
yyaxis left
plot(lambda, n, 'DisplayName','Original Data')
yyaxis right
plot(lambda, dndlambda, 'DisplayName','First Derivative')
hold on
plot(lambda, d2ndlambda2, 'DisplayName','Second Derivative')
hold off
grid
xlabel('\lambda','FontWeight','bold','FontSize',14)
legend('Location','best')
Note that the first asrgument to plot is the independent variable and the second argument is the dependent variable. I corrected the axis labels in the firsst plot to reflect this.
I used yyaxis because the magnitudes between the original data and the derivatives are significantly different.
.
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