PRIMA: Optimization without Using Derivatives

版本 0.7.3 (8.9 MB) 作者: Zaikun Zhang
PRIMA is a package for solving general nonlinear optimization problems without using derivatives.
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更新时间 2024/6/10
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(More information is available at http://www.libprima.net ; in case of questions or requests, open an issue at the GitHub repository of PRIMA)
PRIMA is a package for solving general nonlinear optimization problems without requiring derivatives. It is the successor of PDFO.
PRIMA provides a MATLAB functions prima, which can automatically identify the type of your problem and then solve it by one of Powell's methods, namely COBYLA, UOBYQA, NEWUOA, BOBYQA, and LINCOA.
The prima function is designed to be compatible with the fmincon function available in the Optimization Toolbox of MATLAB. You can call prima in the same way as calling fmincon:
x = prima(fun, x0)
x = prima(fun, x0, A, b)
x = prima(fun, x0, A, b, Aeq, beq)
x = prima(fun, x0, A, b, Aeq, beq, lb, ub)
x = prima(fun, x0, A, b, Aeq, beq, lb, ub, nonlcon)
x = prima(fun, x0, A, b, Aeq, beq, lb, ub, nonlcon, options)
x = prima(problem) % PROBLEM is a structure defining the optimization problem
[x, fval] = prima(___)
[x, fval, exitflag, output] = prima(___)
In addition, prima can be called in some flexible ways that are not supported by fmincon. If your problem can be solved by fmincon without specifying the derivatives, then it can probably be better solved by prima; if your problem cannot be solved by fmincon, then try prima.
For the installation of PRIMA, see https://github.com/libprima/prima/blob/main/README_mat.md .
If you need help with the setup of MEX, see https://www.mathworks.com/matlabcentral/fileexchange/127968-setup_mex .
The "P" in the name stands for Powell, and "RIMA" is an acronym for "Reference Implementation with Modernization and Amelioration".
PRIMA is dedicated to the late Professor M. J. D. Powell FRS (1936--2015).

引用格式

Z. Zhang, PRIMA: Reference Implementation for Powell's Methods with Modernization and Amelioration, available at https://github.com/libprima/prima, DOI: 10.5281/zenodo.8052655, 2023

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0.7.3

Support Apple Silicon chips.
0.7.2.0

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0.7.1.0

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0.7.0.0

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