API (C++)

The C++ API provides access to the core optimization algorithms and benchmark functions implemented in Minion.

class CEC2011Functions : public minion::CECBase 

#include <cec2011.h>

Class encapsulating the 20 real-world CEC2011 benchmark problems.

Public Functions

CEC2011Functions(int function_number, int dimension)

Construct a new evaluator for a specific CEC2011 problem.

Parameters:

function_number – Problem index as defined by the original suite (1-20).
dimension – Decision vector dimension for the selected problem.

~CEC2011Functions() = default

class CEC20142017Functions : public minion::CECBase 

#include <cec_combine.h>

Combined benchmark suite containing CEC2014 and CEC2017.

Functions F1-F30 are mapped to CEC2014 F1-F30. Functions F31-F60 are mapped to CEC2017 F1-F30.

Public Functions

CEC20142017Functions(int function_number, int dimension)

Constructor for the combined CEC2014/CEC2017 benchmark suite.

Parameters:

function_number – Function number (1-60).
dimension – Dimension of the problem.

inline ~CEC20142017Functions(): Destructor.

class CEC2014Functions : public minion::CECBase 

#include <cec2014.h>

Class encapsulating CEC2014 test functions.

Public Functions

CEC2014Functions(int function_number, int dimension)

Constructor for CEC2014Functions.

Parameters:

function_number – Function number (1-30).
dimension – Dimension of the problem.

inline ~CEC2014Functions(): Destructor.

class CEC2017Functions : public minion::CECBase 

#include <cec2017.h>

Class encapsulating CEC2017 test functions.

Public Functions

CEC2017Functions(int function_number, int dimension)

Constructor for CEC2017Functions.

Parameters:

function_number – Function number (1-30).
dimension – Dimension of the problem.

inline ~CEC2017Functions(): Destructor.

class CEC2019Functions : public minion::CECBase 

#include <cec2019.h>

Class encapsulating CEC2019 test functions.

Public Functions

CEC2019Functions(int function_number, int dimension)

Constructor for CEC2019Functions.

Parameters:

function_number – Function number (1-10).
dimension – Dimension of the problem.

inline ~CEC2019Functions(): Destructor.

class CEC2020Functions : public minion::CECBase 

#include <cec2020.h>

Class encapsulating CEC2020 test functions.

Public Functions

CEC2020Functions(int function_number, int dimension)

Constructor for CEC2020Functions.

Parameters:

function_number – Function number (1-10).
dimension – Dimension of the problem.

inline ~CEC2020Functions(): Destructor.

class CEC2022Functions : public minion::CECBase 

#include <cec2022.h>

Class encapsulating CEC2022 test functions.

Public Functions

CEC2022Functions(int function_number, int dimension)

Constructor for CEC2022Functions.

Parameters:

function_number – Function number (1-10).
dimension – Dimension of the problem.

inline ~CEC2022Functions(): Destructor.

class CECBase

#include <cec.h>

base class for all CEC functions.

Subclassed by minion::CEC2011Functions, minion::CEC20142017Functions, minion::CEC2014Functions, minion::CEC2017Functions, minion::CEC2019Functions, minion::CEC2020Functions, minion::CEC2022Functions

Public Functions

CECBase(int function_number, int dimension)

Constructor.

Parameters:

function_number – Function number (1-10).
dimension – Dimension of the problem.

virtual ~CECBase(): destructor

virtual std::vector<double> operator()(const std::vector<std::vector<double>> &X)

Operator to evaluate CEC2020 test functions.

Parameters:: X – Input vectors to evaluate.
Returns:: Vector of function values corresponding to each input vector.

Public Members

size_t Ncalls = 0

Protected Attributes

int dimension_: Dimension of the problem.

int function_number_: Function number.

CECTestFunc testfunc

struct ProblemDefinition

Public Members

int dimension

std::vector<std::pair<double, double>> bounds

namespace minion

Typedefs

using CECTestFunc = void (*)(double*, double*, int, int, int)

Functions

void resetThreadLocalCECState()

std::string getLibraryPath()

std::string getLibraryDirectory()

std::string getResourcePath()

Variables

thread_local double *OShift

thread_local double *M

thread_local double *y

thread_local double *z

thread_local double *x_bound

thread_local int ini_flag = 0

thread_local int n_flag

thread_local int func_flag

thread_local int *SS

thread_local int cec_instance_count = 0

const std::string dirPath = getResourcePath()

namespace CEC2011

Functions

const ProblemDefinition &problemDefinition(int function_number)

Return the special dimension and bounds for a CEC2011 problem.

Parameters:: function_number – Problem number (1-22).
Returns:: Problem definition including the required dimension and bounds.

int problemDimension(int function_number): Return the required dimension for a CEC2011 problem.

const std::vector<std::pair<double, double>> &problemBounds(int function_number): Return the required bounds for a CEC2011 problem.

void evaluate(double *x, double *f, int nx, int mx, int func_num)

Evaluate CEC2011 test functions.

Parameters:

x – Flattened decision vectors (mx consecutive blocks of nx values).
f – Output buffer receiving mx objective values.
nx – Decision vector dimension.
mx – Number of vectors to evaluate.
func_num – Problem number (1-20).

namespace CEC2014

Functions

void cec14_test_func(double *x, double *f, int nx, int mx, int func_num): All function below are unmodified from the original source : https://github.com/P-N-Suganthan/CEC2014

void sphere_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void ellips_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void bent_cigar_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void discus_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void dif_powers_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void rosenbrock_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void schaffer_F7_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void ackley_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void weierstrass_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void griewank_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void step_rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void schwefel_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void katsuura_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void bi_rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void grie_rosen_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void escaffer6_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void happycat_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void hgbat_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void hf01(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf02(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf03(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf04(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf05(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf06(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void cf01(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf02(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf03(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf04(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf05(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf06(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf07(double *x, double *f, int nx, double *Os, double *Mr, int *SS, int r_flag)

void cf08(double *x, double *f, int nx, double *Os, double *Mr, int *SS, int r_flag)

void shiftfunc(double *x, double *xshift, int nx, double *Os)

void rotatefunc(double *x, double *xrot, int nx, double *Mr)

void sr_func(double *x, double *sr_x, int nx, double *Os, double *Mr, double sh_rate, int s_flag, int r_flag)

void asyfunc(double *x, double *xasy, int nx, double beta)

void oszfunc(double *x, double *xosz, int nx)

void cf_cal(double *x, double *f, int nx, double *Os, double *delta, double *bias, double *fit, int cf_num)

namespace CEC20142017

Functions

void cec_combined_test_func(double *x, double *f, int nx, int mx, int func_num): Combined benchmark evaluator for CEC2014 and CEC2017.

namespace CEC2017

Functions

void cec17_test_func(double *x, double *f, int nx, int mx, int func_num): All function below are unmodified from the original source : https://github.com/P-N-Suganthan/CEC2017-BoundContrained

void sphere_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void ellips_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void sum_diff_pow_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void zakharov_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void levy_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void dixon_price_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void bent_cigar_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void discus_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void dif_powers_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void rosenbrock_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void schaffer_F7_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void ackley_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void weierstrass_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void griewank_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void step_rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void schwefel_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void katsuura_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void bi_rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void grie_rosen_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void escaffer6_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void happycat_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void hgbat_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void hf01(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf02(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf03(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf04(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf05(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf06(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf07(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf08(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf09(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf10(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void cf01(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf02(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf03(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf04(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf05(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf06(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf07(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf08(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf09(double *x, double *f, int nx, double *Os, double *Mr, int *SS, int r_flag)

void cf10(double *x, double *f, int nx, double *Os, double *Mr, int *SS, int r_flag)

void shiftfunc(double *x, double *xshift, int nx, double *Os)

void rotatefunc(double *x, double *xrot, int nx, double *Mr)

void sr_func(double *x, double *sr_x, int nx, double *Os, double *Mr, double sh_rate, int s_flag, int r_flag)

void asyfunc(double *x, double *xasy, int nx, double beta)

void oszfunc(double *x, double *xosz, int nx)

void cf_cal(double *x, double *f, int nx, double *Os, double *delta, double *bias, double *fit, int cf_num)

namespace CEC2019

Functions

void cec19_test_func(double *x, double *f, int nx, int mx, int func_num)

void schaffer_F7_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void griewank_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void ackley_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void weierstrass_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void step_rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void schwefel_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void escaffer6_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void happycat_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void shiftfunc(double *x, double *xshift, int nx, double *Os)

void rotatefunc(double *x, double *xrot, int nx, double *Mr)

void sr_func(double *x, double *sr_x, int nx, double *Os, double *Mr, double sh_rate, int s_flag, int r_flag)

void asyfunc(double *x, double *xasy, int nx, double beta)

void oszfunc(double *x, double *xosz, int nx)

void Lennard_Jones(double *x, int D, double *f): All function below are unmodified from the original source : https://github.com/P-N-Suganthan/CEC2019

void Hilbert(double *x, int D, double *f)

void Chebyshev(double *x, int D, double *f)

namespace CEC2020

Functions

void cec20_test_func(double *x, double *f, int nx, int mx, int func_num0): All function below are unmodified from the original source : https://github.com/7zaa/IEEE-Congress-on-Evolutionary-Computation-Benchmark-functions-suite

void sphere_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void ellips_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void sum_diff_pow_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void zakharov_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void levy_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void dixon_price_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void bent_cigar_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void discus_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void dif_powers_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void rosenbrock_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void schaffer_F7_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void ackley_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void weierstrass_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void griewank_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void step_rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void schwefel_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void katsuura_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void bi_rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void grie_rosen_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void escaffer6_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void happycat_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void hgbat_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void hf01(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf02(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf03(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf04(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf05(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf06(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf07(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf08(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf09(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf10(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void cf01(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf02(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf03(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf04(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf05(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf06(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf07(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf08(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf09(double *x, double *f, int nx, double *Os, double *Mr, int *SS, int r_flag)

void cf10(double *x, double *f, int nx, double *Os, double *Mr, int *SS, int r_flag)

void shiftfunc(double *x, double *xshift, int nx, double *Os)

void rotatefunc(double *x, double *xrot, int nx, double *Mr)

void sr_func(double *x, double *sr_x, int nx, double *Os, double *Mr, double sh_rate, int s_flag, int r_flag)

void asyfunc(double *x, double *xasy, int nx, double beta)

void oszfunc(double *x, double *xosz, int nx)

void cf_cal(double *x, double *f, int nx, double *Os, double *delta, double *bias, double *fit, int cf_num)

namespace CEC2022

Functions

void cec22_test_func(double *x, double *f, int nx, int mx, int func_num): All function below are unmodified from the original source : https://github.com/P-N-Suganthan/2022-SO-BO

void ellips_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void bent_cigar_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void discus_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void rosenbrock_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void ackley_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void griewank_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void schwefel_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void grie_rosen_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void escaffer6_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void happycat_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void hgbat_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void schaffer_F7_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void step_rastrigin_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void levy_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void zakharov_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void katsuura_func(double *x, double *f, int nx, double *Os, double *Mr, int s_flag, int r_flag)

void hf02(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf10(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void hf06(double *x, double *f, int nx, double *Os, double *Mr, int *S, int s_flag, int r_flag)

void cf01(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf02(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf06(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void cf07(double *x, double *f, int nx, double *Os, double *Mr, int r_flag)

void shiftfunc(double *x, double *xshift, int nx, double *Os)

void rotatefunc(double *x, double *xrot, int nx, double *Mr)

void sr_func(double *x, double *sr_x, int nx, double *Os, double *Mr, double sh_rate, int s_flag, int r_flag)

void asyfunc(double *x, double *xasy, int nx, double beta)

void oszfunc(double *x, double *xosz, int nx)

void cf_cal(double *x, double *f, int nx, double *Os, double *delta, double *bias, double *fit, int cf_num)

namespace mgadsm

file cec.cpp: #include “cec.h”

#include <string>

#include <vector>

#include “path_utils.h”

#include <dlfcn.h>

#include <limits.h>

#include <sys/stat.h>

#include <unistd.h>

file cec.h

#include <stdio.h>

#include <math.h>

#include <stdlib.h>

#include <vector>

#include <string>

#include <cstdio>

#include <cstdlib>

#include <iostream>

#include <exception>

Defines

INF

EPS

E

PI

file cec2011.cpp

#include “cec2011.h”

#include <algorithm>

#include <array>

#include <cmath>

#include <unordered_map>

#include <limits>

#include <numeric>

#include <stdexcept>

#include <vector>

#include <Eigen/Dense>

#include “cec2011_f4_reference.inl”

Variables

double R1

double R2

double A

double B

double lambda1

double lambda2

double lambda3

double c

double d

double n

double gamma

double h

int from

int to

double reactance

double capacity

double cost

double limit

double lower

double upper

double pmin

double pmax

double a

double b

double e

double f

double upRamp

double downRamp

double initial

std::vector<ProhibitedZone> zones

std::vector<double> B1

std::vector<double> B2

double B3

int units

int hours

std::vector<double> demand

std::vector<UnitData> unitData

LossCoefficients loss

double penaltyBalance

double penaltyCapacity

double penaltyRamp

double penaltyPoz

bool roundLoss

double qmin

double qmax

double phMin

double phMax

double vmin

double vmax

double vInitial

double vFinal

int delay

int upstreamCount

std::array<double, 6> coeffs

std::vector<double> inflow

std::vector<ProhibitedZone> poz

double balance

double hydroCapacity

double thermalCapacity

double discharge

double storage

double reservoir

double ptMin

double ptMax

HydroThermalWeights weights

bool valvePoint

std::vector<int> sequence

MGADSMObjectiveType objective

double rpTarget

double eTarget

Eigen::Vector3d v1

Eigen::Vector3d v2

double semiMajor

double p

Eigen::MatrixXd X

std::array<double, kProblem9Lines.size()> fcWeights = {}

std::array<double, kProblem9GeneratorBuses.size()> btRowSums = {}

std::array<double, kProblem9LoadBuses.size()> btColSums = {}

file cec2011.h: #include “cec.h”

#include <Eigen/Dense>

#include <utility>

#include <vector>

file cec2011_f4_reference.inl

Variables

static constexpr std::array<double, 5001> kProblem4Reference

file cec2014.cpp: #include “cec2014.h”

file cec2014.h: #include “cec.h”

file cec2017.cpp: #include “cec2017.h”

file cec2017.h: #include “cec.h”

file cec2019.cpp: #include “cec2019.h”

file cec2019.h: #include “cec.h”

file cec2020.cpp: #include “cec2020.h”

file cec2020.h: #include “cec.h”

file cec2022.cpp: #include “cec2022.h”

file cec2022.h: #include “cec.h”

file cec_combine.cpp: #include “cec_combine.h”

#include “cec2014.h”

#include “cec2017.h”

file cec_combine.h: #include “cec.h”

dir minion/cec

dir minion