From 18735abcbdb3112526e578ee2f6baa46a27b4185 Mon Sep 17 00:00:00 2001 From: "americo.cunhajr@gmail.com" <36556019+americocunhajr@users.noreply.github.com> Date: Mon, 2 Dec 2024 01:28:05 -0300 Subject: [PATCH] Upload Case02 --- FraCTune-1.0/Case2-EnergyHarvester/.DS_Store | Bin 0 -> 6148 bytes .../Case2-EnergyHarvester/Basinofattraction.m | 82 ++ FraCTune-1.0/Case2-EnergyHarvester/CEopt.m | 1216 +++++++++++++++++ .../FOSMCControllerEH.slx | Bin 0 -> 125251 bytes .../MainCEoptCase2_FOSMC.m | 109 ++ .../MainCEoptCase2_SMC.m | 103 ++ .../MainGAoptCase2_FOSMC.m | 122 ++ .../MainGAoptCase2_SMC.m | 115 ++ .../Results_and_Plots/.DS_Store | Bin 0 -> 6148 bytes .../Results_and_Plots/Basin_CE_FOSMC.mat | Bin 0 -> 1581 bytes .../Results_and_Plots/Basin_CE_SMC.mat | Bin 0 -> 337 bytes .../Results_and_Plots/Basin_GA_FOSMC.mat | Bin 0 -> 257 bytes .../Results_and_Plots/Basin_GA_SMC.mat | Bin 0 -> 337 bytes .../Results_and_Plots/FOSMC_GA/GA_FOSMC.mat | Bin 0 -> 1333 bytes 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100644 FraCTune-1.0/Case2-EnergyHarvester/slprj/sim/varcache/SMCControllerEH/checksumOfCache.mat create mode 100644 FraCTune-1.0/Case2-EnergyHarvester/slprj/sim/varcache/SMCControllerEH/tmwinternal/simulink_cache.xml create mode 100644 FraCTune-1.0/Case2-EnergyHarvester/slprj/sim/varcache/SMCControllerEH/varInfo.mat diff --git a/FraCTune-1.0/Case2-EnergyHarvester/.DS_Store b/FraCTune-1.0/Case2-EnergyHarvester/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..75c4407cfb1980d76cb5aa0b951fba29546b197f GIT binary patch literal 6148 zcmeHKK~BR!4D^;D1-O(O;`wtsCdPm< zU<_;=1E|?7>7JmC#(*(k3@jMn?}LXjW{N>DemXG3766#Q90hakB{;?_W{N=&D-b84 zKnZo)VmJwh-K$@w7z8DpoHid$cXryLxVSss@1r}pOwdMSz!>N zdol)$fq%t-OY(6(#FezRE?tgmt%qJfS=cWKEg=`2L6 0.01647*0.98 + valid_xdisp0 = [valid_xdisp0; xdisp0]; % Store xdisp0 in degrees + valid_dxdisp0 = [valid_dxdisp0; dxdisp0]; % Store dxdisp0 in rad/s + end + end +end + +% Save the results + save('Basin_GA_SMC.mat' , 'valid_xdisp0', 'valid_dxdisp0'); +% save('Basin_CE_SMC.mat' , 'valid_xdisp0', 'valid_dxdisp0'); +% save('Basin_GA_FOSMC.mat', 'valid_xdisp0', 'valid_dxdisp0'); +% save('Basin_CE_FOSMC.mat', 'valid_xdisp0', 'valid_dxdisp0'); + + % Plot the valid initial conditions +figure(1); +plot(valid_xdisp0, valid_dxdisp0,'or','MarkerFaceColor','red','MarkerSize',12); diff --git a/FraCTune-1.0/Case2-EnergyHarvester/CEopt.m b/FraCTune-1.0/Case2-EnergyHarvester/CEopt.m new file mode 100644 index 0000000..3b4286a --- /dev/null +++ b/FraCTune-1.0/Case2-EnergyHarvester/CEopt.m @@ -0,0 +1,1216 @@ +% ----------------------------------------------------------------- +% CEopt.m +% ----------------------------------------------------------------- +% programmer: Americo Cunha Jr +% americo.cunhajr@gmail.com +% +% Originally programmed in: Jun 18, 2021 +% Last updated in: Apr 02, 2024 +% ----------------------------------------------------------------- +% This routine employs the Cross-entropy (CE) method to solve the +% following optimization problem: +% +% Xopt = arg min F(x) +% +% subject to +% +% lb <= x <= ub +% g(x) <= 0 +% h(x) = 0 +% where: +% - F : R^Nvars -> R is a given scalar objective function +% - lb : (1 x Nvars) vector of lower bounds for the decision variables +% - ub : (1 x Nvars) vector of upper bounds for the decision variables +% - g(x): R^Nvars -> R^m is a vector of m inequality constraint functions +% - h(x): R^Nvars -> R^p is a vector of p equality constraint functions +% +% The goal is to minimize the scalar objective function F(x) defined +% within a known rectangular domain (feasible region), while also +% satisfying the given equality and inequality constraints. The feasible +% region is further defined by the constraints g(x) <= 0 and h(x) = 0, +% in addition to the bounds lb <= x <= ub. +% +% The algorithm samples the feasible region using a truncated Gaussian +% distribution and updates its parameters with the aid of an elite set +% (defined by the better samples), aiming to transform this Gaussian +% distribution into a Dirac distribution centered at the global optimum. +% For constrained optimization problems, the CE method integrates a +% mechanism for handling the constraints, such as the augmented +% Lagrangian method, to incorporate the effects of constraints into the +% optimization process. +% +% Input: +% fun - Function handle for the objective function. This function +% must accept a 1 x Nvars row vector (representing a single +% sample) or an M x Nvars matrix (representing M samples with +% variables in columns) as input and return a scalar value or +% a row vector of M scalar values (for vectorized operations) +% respectively. +% xmean0 - (1 x Nvars) initial mean +% sigma0 - (1 x Nvars) intial standard deviation +% lb - (1 x Nvars) lower bound +% ub - (1 x Nvars) upper bound +% nonlcon - nonlinear constraint function +% CEobj - Struct containing parameters and settings for the CE method. +% +% CEobj fields include: +% * Verbose : boolean flag to enable/disable screem output +% * isConstrained : boolean flag to indicate a constrained problem +% * isVectorized : boolean flag to indicate a vectorized function +% * Nvars : number of design variables in x +% * EliteFactor : proportion of samples for the elite set +% * Nsamp : number of samples to draw per iteration +% * MaxIter : maximum number of iterations +% * MaxStall : maximum number of stall iterations +% * MaxFcount : maximum number of objective function evaluations +% * MinFval : minimum admissible value for objective function +% * TolAbs : absolute tolerance +% * TolRel : relative tolerance +% * TolCon : constraint violation tolerance +% * TolFun : function value change tolerance +% * alpha : smoothing parameter for the mean update +% * beta : smoothing parameter for the std. dev. update +% * q : exponent in dynamic smoothing parameter +% * NonlconAlgorithm : algorithm to handle nonlinear constraints +% * InitialPenalty : initial penalty value for the augmented Lagrangian +% * PenaltyFactor : factor by which the penalty parameter is increased +% * xmean : history of mean value over iterations +% * xmedian : history of median over iterations +% * xbest : history of best sample point over iterations +% * Fmean : history of objective function mean over elite set +% * Fmedian : history of objective function median over elite set +% * Fbest : history of objective function best value found +% * sigma : history of standard deviation over iterations +% * ErrorS : history of standard deviation error +% * ErrorC : history of constraint violation error (for constrained problems) +% * iter : total number of iterations performed +% * stall : number of iterations without significant progress +% * Fcount : total number of function evaluations performed +% * ConvergenceStatus: boolean flag indicating if the algorithm converged +% (true) or not (false). +% +% This struct can also include additional fields for customized behavior +% or extensions of the CE method. +% +% Output: +% Xopt - (1 x Nvars) optimal point +% Fopt - scalar optimal value +% ExitFlag - Flag indicating the reason for algorithm termination: +% 0 - algorithm is running or has not been initialized +% 1 - maximum number of iterations reached +% 2 - no significant change in objective function (stalled) +% 3 - maximum number of function evaluations reached +% 4 - function change and constranint error smaller than tolerance +% 5 - std dev and constraint errors smaller than tolerance +% 6 - minimum function value criterion met +% CEobj - The updated Cross-Entropy object struct containing the final +% state of the algorithm and possibly additional diagnostic +% information. +% +% Reference: +% Reuven Y. Rubinstein, Dirk P. Kroese +% The Cross-Entropy Method: A Unified Approach to Combinatorial +% Optimization, Monte-Carlo Simulation, and Machine Learning +% Springer-Verlag, 2004. +% ----------------------------------------------------------------- +function [Xopt,Fopt,ExitFlag,CEobj] = ... + CEopt(fun,xmean0,sigma0,lb,ub,nonlcon,CEobj) + + % check number of arguments + if nargin < 5 + error('Too few inputs.') + elseif nargin > 7 + error('Too many inputs.') + end + + % consistency check for the mandatory inputs parameters + [lb,ub,xmean0,sigma0,Nvars] = CheckInput(lb,ub,xmean0,sigma0); + + % check if CEobj is not provided or is empty + if nargin < 7 || isempty(CEobj) + CEobj = struct(); + end + + % set the default parameters for CEobj (if necessary) + CEobj = InitializeCEobj(CEobj,Nvars); + + % consistency check for CEobj parameters + CheckCEobj(CEobj); + + % check if nonlcon is not provided or is empty + if nargin < 6 || isempty(nonlcon) + CEobj.isConstrained = false; + + % objective function + ObjFun = @(x) fun(x); + else + CEobj.isConstrained = true; + + % objective function + if strcmp(CEobj.NonlconAlgorithm,'AugLagrLog') + ObjFun = @(x,Lg,Lh,p) AugLagrangian1(x,fun,nonlcon,Lg,Lh,p); + else + ObjFun = @(x,Lg,Lh,p) AugLagrangian2(x,fun,nonlcon,Lg,Lh,p); + end + end + + % decide the appropriate optimization solver + if ~CEobj.isConstrained + + % CE solver for an unconstrained problem + [Xopt,Fopt,ExitFlag,CEobj] = ... + UnconstrSolverCE(ObjFun,Nvars,xmean0,sigma0,lb,ub,CEobj); + else + + % CE solver for a constrained problem + [Xopt,Fopt,ExitFlag,CEobj] = ... + ConstrSolverCE(ObjFun,Nvars,xmean0,sigma0,lb,ub,nonlcon,CEobj); + end +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% CheckInput - verify input parameters for possibles errors +% ----------------------------------------------------------------- +function [lb,ub,xmean0,sigma0,Nvars] = ... + CheckInput(lb,ub,xmean0,sigma0) + + % ensure lb and ub are row vectors + lb = lb(:)'; + ub = ub(:)'; + + % check if lb and ub are empty + if isempty(lb) || isempty(ub) + error('lb and ub must be non-empty') + end + + % number of variables + Nvars = length(lb); + + % check for consistency in lb and ub + if Nvars ~= length(ub) + error('lb and ub must have the same dimension') + end + if any(isnan(lb)) || any(isnan(ub)) + error('lb and ub cannot have a NaN components') + end + if any(lb >= ub) + error('lb < ub for all components') + end + + % define xmean0 (if necessary) + if isempty(xmean0) + xmean0 = (ub+lb)/2; + xmean0(isinf(xmean0)) = 0.0; + xmean0(isnan(xmean0)) = 0.0; + end + + % define sigma0 (if necessary) + if isempty(sigma0) + sigma0 = (ub-lb)/sqrt(12); + sigma0(isinf(sigma0)) = 1.0; + sigma0(isnan(sigma0)) = 1.0; + end + + % ensure xmean0 and sigma0 are row vectors + xmean0 = xmean0(:)'; + sigma0 = sigma0(:)'; + + % check for consistency in xmean0 and sigma0 + if size(xmean0) ~= size(sigma0) + error('xmean0 and sigma0 must have the same dimensions') + end + if any(isnan(xmean0)) || any(isnan(sigma0)) + error('xmean0 and sigma0 cannot have a NaN components') + end + if any(isinf(xmean0)) || any(isinf(sigma0)) + error('xmean0 and sigma0 cannot have a Inf components') + end + if any(xmean0 < lb) || any(xmean0 > ub) + error('xmean0 must be in [lb,ub] interval') + end + if any(sigma0 <= 0.0) + error('All components of sigma0 must be positive') + end + + % check for dimension consistency in xmean0 + if length(xmean0) ~= Nvars + error('xmean0 must be a 1 x Nvars vector') + end + + % check for dimension consistency in sigma0 + if length(sigma0) ~= Nvars + error('sigma0 must be a 1 x Nvars vector') + end +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% InitializeCEobj - initialize and set default parameters for CEobj +% ----------------------------------------------------------------- +function CEobj = InitializeCEobj(CEobj,Nvars) + + % names and values for default fields of CEobj + DefaultParams = struct( ... + 'Verbose' ,true , ... + 'isConstrained' ,false , ... + 'isVectorized' ,false , ... + 'Nvars' ,Nvars , ... + 'EliteFactor' ,0.05 , ... + 'Nsamp' ,100 , ... + 'MaxIter' ,100*Nvars , ... + 'MaxStall' ,50 , ... + 'MaxFcount' ,+Inf , ... + 'MinFval' ,-Inf , ... + 'TolAbs' ,1.0e-6 , ... + 'TolRel' ,1.0e-3 , ... + 'TolCon' ,1.0e-3 , ... + 'TolFun' ,1.0e-3 , ... + 'alpha' ,0.4 , ... + 'beta' ,0.4 , ... + 'q' ,10 , ... + 'NonlconAlgorithm','AugLagLog', ... + 'InitialPenalty' ,10 , ... + 'PenaltyFactor' ,100 ... + ); + + % assign values for undefined fields in CEobj + DefaultFields = fieldnames(DefaultParams); + for i = 1:numel(DefaultFields) + if ~isfield(CEobj, DefaultFields{i}) + CEobj.(DefaultFields{i}) = DefaultParams.(DefaultFields{i}); + end + end + + % get the strange fields in CEobj + StrangeFields = rmfield(CEobj,DefaultFields); + + % remove the strange fields from CEobj + CEobj = rmfield(CEobj,fieldnames(StrangeFields)); + + % order the default fields in CEobj + CEobj = orderfields(CEobj,DefaultParams); + + % preallocate memory or initiate objects + CEobj.xmean = NaN*ones(CEobj.MaxIter,Nvars); + CEobj.xmedian = NaN*ones(CEobj.MaxIter,Nvars); + CEobj.xbest = NaN*ones(CEobj.MaxIter,Nvars); + CEobj.Fmean = NaN*ones(CEobj.MaxIter,1 ); + CEobj.Fmedian = NaN*ones(CEobj.MaxIter,1 ); + CEobj.Fbest = NaN*ones(CEobj.MaxIter,1 ); + CEobj.sigma = NaN*ones(CEobj.MaxIter,Nvars); + CEobj.ErrorS = NaN*ones(CEobj.MaxIter,1 ); + CEobj.ErrorC = NaN*ones(CEobj.MaxIter,1 ); + CEobj.iter = 0; + CEobj.stall = 0; + CEobj.Fcount = 0; +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% CheckCEobj - check parameters consistency for CEobj +% ----------------------------------------------------------------- +function CheckCEobj(CEobj) + + % flag to show output on screem + if mod(CEobj.Verbose,1) ~= 0 + error('Verbose must be integer') + end + + % elite samples percentage + if ~isnumeric(CEobj.PenaltyFactor) || ... + CEobj.EliteFactor <= 0 || ... + CEobj.EliteFactor > 1 + error('EliteFactor must be such that 0 < EliteFactor <= 1') + end + + % number of samples + if ~isnumeric(CEobj.Nsamp) || CEobj.Nsamp <= 1 + error('Nsamp must be greather than 1') + end + + % maximum number of iterations + if mod(CEobj.MaxIter,1) ~= 0 || CEobj.MaxIter < 1 + error('MaxIter must be a positive integer') + end + + % maximum number of stall iterations + if mod(CEobj.MaxStall,1) ~= 0 || CEobj.MaxStall < 1 + error('MaxStall must be a positive integer') + end + + % maximum number of function evaluations + if (mod(CEobj.MaxFcount,1) == 0 && CEobj.MaxFcount < 1) || ... + (mod(CEobj.MaxFcount,1) ~= 0 && CEobj.MaxFcount ~= Inf) + error('MaxFcount must be a positive integer or infinity') + end + + % minimum function value + if ~isnumeric(CEobj.MinFval) + error('MinFval must be numeric') + end + + % absolute tolerance + if ~isnumeric(CEobj.TolAbs) || any(CEobj.TolAbs <= 0.0) + error('TolAbs must be positive real') + end + + % relative tolerance + if ~isnumeric(CEobj.TolRel) || CEobj.TolRel < 0.0 + error('TolRel must be non-negative real') + end + + % constraint tolerance + if ~isnumeric(CEobj.TolCon) || CEobj.TolCon < 0.0 + error('TolCon must be non-negative real') + end + + % function tolerance + if ~isnumeric(CEobj.TolFun) || CEobj.TolFun < 0.0 + error('TolFun must be non-negative') + end + + % smoothing parameter (0 < alpha <= 1) + if ~isnumeric(CEobj.alpha) || CEobj.alpha <= 0 || CEobj.alpha > 1 + error('alpha must be such that 0 < alpha <= 1') + end + + % dynamic smoothing parameter + if ~isnumeric(CEobj.beta) || CEobj.beta <= 0 + error('beta must be non-negative') + end + + % dynamic smoothing parameter + if ~isnumeric(CEobj.q) || CEobj.q <= 0 + error('q must be non-negative') + end + + % nonlinear constraint algorithm + if ~ischar(CEobj.NonlconAlgorithm) || ... + (~strcmp(CEobj.NonlconAlgorithm,'AugLagLog') && ... + ~strcmp(CEobj.NonlconAlgorithm,'AugLagMax')) + error('Unknown option for NonlconAlgorithm') + end + + % initial penalty + if ~isnumeric(CEobj.InitialPenalty) || CEobj.InitialPenalty <= 0 + error('InitialPenalty must be must be non-negative') + end + + % penalty factor + if ~isnumeric(CEobj.PenaltyFactor) || CEobj.PenaltyFactor <= 1 + error('PenaltyFactor must be greather than 1') + end +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% UnconstrSolverCE - solve an unconstrained optimization problem +% ----------------------------------------------------------------- +function [Xopt,Fopt,ExitFlag,CEobj] = ... + UnconstrSolverCE(fun,Nvars,xmean0,sigma0,lb,ub,CEobj) + + % initialize parameters + t = 0; % iteration counter + stall = 0; % stall iterations counter + Fcount = 0; % function evaluation counter + EliteFactor = CEobj.EliteFactor; % elite factor + Nsamp = CEobj.Nsamp; % total number of samples + Nelite = EliteFactor*Nsamp; % number of elite samples + MaxIter = CEobj.MaxIter; % maximum of iterations + TolAbs = CEobj.TolAbs; % absolute tolerance + TolRel = CEobj.TolRel; % relative tolerance + alpha = CEobj.alpha; % smoothing parameter for mean + beta = CEobj.beta; % smoothing parameter for std. dev. + q = CEobj.q; % dynamic update parameter + Xopt = NaN*xmean0; % optimal point + Fopt = +Inf; % optimal value + ExitFlag = 0; % termination condition flag + + % preallocate memory for design variables samples + X = zeros(Nsamp,Nvars); + + % preallocate memory for objective function (if necessary) + if ~CEobj.isVectorized + F = NaN*ones(Nsamp,1); + end + + % loop to sample the domain and update the distribution + while ExitFlag == 0 && t <= MaxIter + + % update level counter + t = t + 1; + + % sample the domain from a truncated Gaussian distribution + X = DomainSampling(xmean0,sigma0,lb,ub,Nvars,Nsamp,X); + + % evaluate objective function + if ~CEobj.isVectorized + % case where fun is not a vectorized function + for n = 1:Nsamp + F(n) = fun(X(n,:)); + end + else + % case where fun is a vectorized function + F = fun(X); + end + + % update function evalution counter + Fcount = Fcount + Nsamp; + + % define elite samples set + EliteSetId = DefineEliteSet(F,Nelite); + + % update the distribution parameters + [xmean,xmedian,xbest,Fmean,Fmedian,Fbest,sigma] = ... + UpdateDistribution(F,X,EliteSetId,xmean0,sigma0,alpha,beta,q,t); + + % update standard deviation error + [ErrorS,SmallErrorS] = ComputeErrorS(sigma,sigma0,TolAbs,TolRel); + + % update old parameters + xmean0 = xmean; + sigma0 = sigma; + + % update the optimum + if Fbest < Fopt + Xopt = xbest; + Fopt = Fbest; + stall = 0; + else + % stall iterations counter + stall = stall + 1; + end + + % update optimization process history + CEobj.iter = t; + CEobj.stall = stall; + CEobj.Fcount = Fcount; + CEobj.xmean(t,:) = xmean; + CEobj.xmedian(t,:) = xmedian; + CEobj.xbest(t,:) = xbest; + CEobj.Fmean(t) = Fmean; + CEobj.Fmedian(t) = Fmedian; + CEobj.Fbest(t) = Fbest; + CEobj.sigma(t,:) = sigma; + CEobj.ErrorS(t) = ErrorS; + + % print iteration progress on the screen + if CEobj.Verbose + PrintProgress(t,Nvars,CEobj); + end + + % check the convergence + ExitFlag = CheckConv(Fopt,SmallErrorS,[],CEobj); + end + + % convergence check and update of 'Convergenobjatus' field + if ExitFlag > 0 + CEobj.ConvergenceStatus = true; + else + CEobj.ConvergenceStatus = false; + end + + % print resume + if CEobj.Verbose + PrintEnd(Xopt,Fopt,ExitFlag,CEobj); + end + + % delete empty entries from sampling records + CEobj = DeleteEmptyEntries(t,CEobj); +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% ConstrSolverCE - solve a constrained optimization problem +% ----------------------------------------------------------------- +function [Xopt,Fopt,ExitFlag,CEobj] = ... + ConstrSolverCE(fun,Nvars,xmean0,sigma0,lb,ub,nonlcon,CEobj) + + % initialize parameters + t = 0; % iteration counter + stall = 0; % stall iterations counter + Fcount = 0; % function evaluation counter + EliteFactor = CEobj.EliteFactor; % elite factor + Nsamp = CEobj.Nsamp; % total number of samples + Nelite = EliteFactor*Nsamp; % number of elite samples + MaxIter = CEobj.MaxIter; % maximum of iterations + TolAbs = CEobj.TolAbs; % absolute tolerance + TolRel = CEobj.TolRel; % relative tolerance + TolCon = CEobj.TolCon; % constraint tolerance + alpha = CEobj.alpha; % smoothing parameter for mean + beta = CEobj.beta; % smoothing parameter for std. dev. + q = CEobj.q; % dynamic update parameter + Xopt = NaN*xmean0; % optimal point + Fopt = +Inf; % optimal value + ExitFlag = 0; % termination condition flag + + % initialize penalty parameters + Penalty = CEobj.InitialPenalty; + PenaltyFactor = CEobj.PenaltyFactor; + + % initialize Lagrange multipliers + [G0,H0] = nonlcon(xmean0); + if isempty(G0), G0 = 0.0; end + if isempty(H0), H0 = 0.0; end + lambdaG = zeros(size(G0)); + lambdaH = zeros(size(H0)); + + % preallocate memory for design variables samples + X = zeros(Nsamp,Nvars); + + % preallocate memory for objective function (if necessary) + if ~CEobj.isVectorized + F = NaN*ones(Nsamp,1); + end + + % loop to sample the domain and update the distribution + while ExitFlag == 0 && t <= MaxIter + + % update level counter + t = t + 1; + + % sample the domain from a truncated Gaussian distribution + X = DomainSampling(xmean0,sigma0,lb,ub,Nvars,Nsamp,X); + + % evaluate augmented Lagrangian + if ~CEobj.isVectorized + % case where fun is not a vectorized function + for n = 1:Nsamp + F(n) = fun(X(n,:),lambdaG,lambdaH,Penalty); + end + else + % case where fun is a vectorized function + F = fun(X,lambdaG,lambdaH,Penalty); + end + + % update function evalution counter + Fcount = Fcount + Nsamp; + + % define elite samples set + EliteSetId = DefineEliteSet(F,Nelite); + + % update the distribution parameters + [xmean,xmedian,xbest,Fmean,Fmedian,Fbest,sigma] = ... + UpdateDistribution(F,X,EliteSetId,xmean0,sigma0,alpha,beta,q,t); + + % standard deviation error + [ErrorS,SmallErrorS] = ComputeErrorS(sigma,sigma0,TolAbs,TolRel); + + % update Lagrange multipliers + [lambdaG,lambdaH,G,H] = ... + UpdateLagrangeMult(xbest,nonlcon,lambdaG,lambdaH,Penalty); + + % constraint error + [ErrorC,SmallErrorC] = ... + ComputeErrorC(G,H,lambdaG,lambdaH,Penalty,TolCon); + + % update pentalty parameter + Penalty = UpdatePenalty(Penalty,PenaltyFactor,SmallErrorC); + + % update old parameters + xmean0 = xmean; + sigma0 = sigma; + + % update the optimum + if Fbest < Fopt + Xopt = xbest; + Fopt = Fbest; + stall = 0; + else + % stall iterations counter + stall = stall + 1; + end + + % update optimization process history + CEobj.iter = t; + CEobj.stall = stall; + CEobj.Fcount = Fcount; + CEobj.xmean(t,:) = xmean; + CEobj.xmedian(t,:) = xmedian; + CEobj.xbest(t,:) = xbest; + CEobj.Fmean(t) = Fmean; + CEobj.Fmedian(t) = Fmedian; + CEobj.Fbest(t) = Fbest; + CEobj.sigma(t,:) = sigma; + CEobj.ErrorS(t) = ErrorS; + CEobj.ErrorC(t) = ErrorC; + + % print iteration progress on the screen + if CEobj.Verbose + PrintProgress(t,Nvars,CEobj); + end + + % check the convergence + ExitFlag = CheckConv(Fopt,SmallErrorS,SmallErrorC,CEobj); + end + + % convergence check and update of 'ConvergenceStatus' field + if ExitFlag > 0 + CEobj.ConvergenceStatus = true; + else + CEobj.ConvergenceStatus = false; + end + + % print resume + if CEobj.Verbose + PrintEnd(Xopt,Fopt,ExitFlag,CEobj); + end + + % delete empty entries from sampling records + CEobj = DeleteEmptyEntries(t,CEobj); +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% AugLagrangian1 - augmented Lagrangian function (log formulation) +% ----------------------------------------------------------------- +function [AL,F,G,H] = ... + AugLagrangian1(x,fun,nonlcon,lambdaG,lambdaH,Penalty) + + % objetive function + F = fun(x); + + % nonlinear constraints + [G,H] = nonlcon(x); + if isempty(G), G = 0.0; end + if isempty(H), H = 0.0; end + + % shift + s = lambdaG/Penalty; + + % augmented Lagrangian function + AL = F - sum((s.*lambdaG).*log(s-G+eps),2) + ... + H*(lambdaH')+ 0.5*Penalty*sum(H.^2,2); +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% AugLagrangian2 - augmented Lagrangian function (max formulation) +% ----------------------------------------------------------------- +function [AL,F,G,H] = AugLagrangian2(x,fun,nonlcon,... + lambdaG,lambdaH,Penalty) + + % objetive function + F = fun(x); + + % nonlinear constraints + [G,H] = nonlcon(x); + if isempty(G), G = 0.0; end + if isempty(H), H = 0.0; end + + % shifted equality constraint + H_s = H + lambdaH/Penalty; + + % shifted inequality constraint + G_s = G + lambdaG/Penalty; + + % augmented Lagrangian function + AL = F + 0.5*Penalty*(sum(H_s.^2,2) + sum(max(0,G_s).^2,2)); +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% DefineEliteSet - define elite samples set +% ----------------------------------------------------------------- +function EliteSetId = DefineEliteSet(F,Nelite) + + % sort ObjFunc evaluations (order statistics) + [Fsort,Isort] = sort(F); + + % elite samples indices + EliteSetId = Isort(1:Nelite); +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% UpdateDistribution - update distribution parameters +% ----------------------------------------------------------------- +function [xmean,xmedian,xbest,Fmean,Fmedian,Fbest,sigma] = ... + UpdateDistribution(F,X,EliteSetId,xmean0,sigma0,alpha,beta,q,t) + + % elite samples and values + Felite = F(EliteSetId); + Xelite = X(EliteSetId,:); + + % estimators for the ObjFunc minimum point + xmean = mean(Xelite); + xmedian = median(Xelite); + xbest = Xelite(1,:); + + % estimators for the ObjFunc minimum value + Fmean = mean(Felite); + Fmedian = median(Felite); + Fbest = Felite(1); + + % estimator for the standard deviation + sigma = std(Xelite); + + % smoothing the mean + xmean = Smoothing(xmean,xmean0,alpha); + + % dynamic smoothing parameter + beta_t = beta*(1 - (1-1/t)^q); + + % smoothing the standard deviation + sigma = Smoothing(sigma,sigma0,beta_t); +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% Smoothing - smoothing scheme for variable update +% ----------------------------------------------------------------- +function xnew = Smoothing(xnew,xold,s) + + % apply a smoothing scheme based on the parameter s + xnew = s*xnew + (1-s)*xold; +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% ComputeErrorS - compute standard deviation error +% ----------------------------------------------------------------- +function [ErrorS,SmallErrorS] = ... + ComputeErrorS(sigma,sigma0,TolAbs,TolRel) + + % error weigths vector + ewt = ErrorWeights(sigma,TolAbs,TolRel); + + % standard devition error + ErrorS = wrmsNorm(sigma-sigma0,ewt); + + % convergence metric based on standard deviation + SmallErrorS = ErrorS <= 1.0; +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% ErrorWeights - vector with the error weights +% ----------------------------------------------------------------- +function w = ErrorWeights(x,TolAbs,TolRel) + + % error weights vector + w = 1./(TolAbs + abs(x)*TolRel); +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% wrmsNorm - weigthed root-mean-square norm +% ----------------------------------------------------------------- +function wnorm = wrmsNorm(v,w) + + % weighted-root-mean-square norm + wnorm = norm(v.*w/length(v)); +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% UpdateLagrangeMult - update Lagrange multipliers +% ----------------------------------------------------------------- +function [lambdaG,lambdaH,G,H] = ... + UpdateLagrangeMult(x,nonlcon,lambdaG,lambdaH,Penalty) + + % nonlinear constraints at x + [G,H] = nonlcon(x); + if isempty(G), G = 0.0; end + if isempty(H), H = 0.0; end + + % update Lagrange multipliers for equality constraints + lambdaH = lambdaH + Penalty*H; + + % update Lagrange multipliers for inequality constraints + lambdaG = max(0,lambdaG + Penalty*G); +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% ComputeErrorC - compute constraint error +% ----------------------------------------------------------------- +function [ErrorC,SmallErrorC] = ... + ComputeErrorC(G,H,lambdaG,lambdaH,Penalty,TolCon) + + % constraints violation metrics + ViolationEq = max(abs(H)); + ViolationIn = max(min(-G,lambdaG/Penalty)); + + % constraints violation error + ErrorC = max(ViolationIn,ViolationEq); + + % convergence indicator for constraint violation + SmallErrorC = abs(ErrorC) <= TolCon; +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% UpdatePenalty - update penalty parameter +% ----------------------------------------------------------------- +function Penalty = UpdatePenalty(Penalty,PenaltyFactor,SmallErrorC) + + % update penalty parameter + if ~SmallErrorC + Penalty = PenaltyFactor*Penalty; + end +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% CheckConv - verify the convergence +% ----------------------------------------------------------------- +function ExitFlag = CheckConv(Fopt,SmallErrorS,SmallErrorC,CEobj) + + % check if SmallErrorC is empty + if isempty(SmallErrorC) + SmallErrorC = true; + end + + % default exit flag + ExitFlag = 0; + + % check if maximum of iterations is reached + if CEobj.iter >= CEobj.MaxIter + ExitFlag = 1; + return + end + + % check if maximum of stall iterations is reached + if CEobj.stall >= CEobj.MaxStall + ExitFlag = 2; + return + end + + % check if the maximum of function evaluations is reached + if CEobj.Fcount >= CEobj.MaxFcount + ExitFlag = 3; + return + end + + % check if both the function change and constraint error are small + if CEobj.iter >= CEobj.MaxStall + + Idx1 = CEobj.iter; + Idx0 = CEobj.iter - CEobj.MaxStall + 1; + + if range(CEobj.Fbest(Idx0:Idx1)) <= CEobj.TolFun && SmallErrorC + ExitFlag = 4; + return + end + end + + % check if standard devition and constraint errors are small + if SmallErrorS && SmallErrorC + ExitFlag = 5; + return + end + + % check if the admissible minimum is reached + if Fopt <= CEobj.MinFval + ExitFlag = 6; + return + end + +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% PrintProgress - print iteration progress on the screen +% ----------------------------------------------------------------- +function PrintProgress(t,Nvars,CEobj) + + % print header in the first level + if t == 1 && Nvars <= 5 + if CEobj.isConstrained + MyHeader = ['\n iter func value error std dev',... + ' error constr design variable(s) \n']; + else + MyHeader = ['\n iter func value error std dev',... + ' design variable(s) \n']; + end + fprintf(MyHeader); + elseif t == 1 && Nvars > 5 + MyHeader = ['It is not possible to print more than',... + ' 5 design variables on the screen \n']; + fprintf(MyHeader); + if CEobj.isConstrained + MyHeader = ['\n iter func value error std dev',... + ' error constr \n']; + else + MyHeader = '\n iter func value error std dev \n'; + end + fprintf(MyHeader); + end + + % initial string with (t, F, Error) + if CEobj.isConstrained + MyString = '\n %5g %+.9E %.9E %.9E'; + else + MyString = '\n %5g %+.9E %.9E'; + end + + % print values on screen + if Nvars <= 5 + % string with (t, F, err, x) + for i=1:Nvars + MyString = strcat(MyString,' %+.6E'); + end + % values with x + if CEobj.isConstrained + fprintf(MyString,t,CEobj.Fmean(t) ,... + CEobj.ErrorS(t),... + CEobj.ErrorC(t),... + CEobj.xmean(t,:)); + else + fprintf(MyString,t,CEobj.Fmean(t) ,... + CEobj.ErrorS(t),... + CEobj.xmean(t,:)); + end + else + % values without x + if CEobj.isConstrained + fprintf(MyString,t,CEobj.Fmean(t),CEobj.ErrorS(t),CEobj.ErrorC(t)); + else + fprintf(MyString,t,CEobj.Fmean(t),CEobj.ErrorS(t)); + end + end +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% PrintEnd - Display a summary of the optimization results +% ----------------------------------------------------------------- +function PrintEnd(Xopt, Fopt, ExitFlag, CEobj) + + % Interpret ExitFlag and display appropriate message + switch ExitFlag + case 1 + Msg = 'Maximum number of iterations reached. '; + case 2 + Msg = ['Solution stalled: no significant change in ', ... + 'objective function over a set number of iterations.']; + case 3 + Msg = 'Maximum number of function evaluations reached.'; + case 4 + Msg = ['Objective function range has not changed significantly ', ... + 'after many iterations. ']; + if CEobj.isConstrained + Msg = [Msg, 'Additionally, constraint violations are small ,', ... + 'indicating a potential solution. ']; + end + case 5 + Msg = ['Standard deviation variation is small, suggesting ', ... + 'convergence towards a solution. ']; + if CEobj.isConstrained + Msg = [Msg,'Constraint violations are also small, ', ... + 'indicating satisfactory adherence to constraints. ']; + end + case 6 + Msg = 'Minimum function value criterion met. '; + otherwise + Msg = 'Unknown termination reason. '; + end + fprintf('\n\n%s\n',Msg); + + % Provide warnings or recommendations based on ExitFlag + if ExitFlag == 1 || ExitFlag == 3 + Msg = ['\nConsider increasing the maximum number of iterations ',... + 'or function evaluations.']; + fprintf(Msg); + elseif ExitFlag == 2 || ExitFlag == 4 || ExitFlag == 5 + Msg = '\nSolution appears to be optimal within specified tolerances.'; + fprintf(Msg); + elseif ExitFlag == 6 + Msg = ['\nOptimization successfully found a solution meeting ',... + 'the minimum function value criterion.']; + fprintf(Msg); + end + + disp(' '); + disp(' '); + disp('--------------------------------------------------------'); + disp(' Summary of the Optimization Process with the CE method '); + disp('--------------------------------------------------------'); + + % Display the optimal value found + fprintf('Optimal Value Found: %+.6E\n', Fopt); + + % Display the optimal point found + fprintf('Optimal Point Found: ['); + for i = 1:length(Xopt) + fprintf('%+.6E ', Xopt(i)); + if mod(i, 5) == 0 && i ~= length(Xopt) + % Break line for readability + fprintf('...\n '); + end + end + fprintf(']\n'); + + % Display the number of iterations performed + fprintf('Iterations Performed: %d\n', CEobj.iter); + + % Display the number of stall iterations + fprintf('Iterations on Stall: %d\n', CEobj.stall); + + % Display the total number of function evaluations + fprintf('Function Evaluations: %d\n', CEobj.Fcount); + disp('--------------------------------------------------------'); +end + +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% DeleteEmptyEntries - delete empty entries from sampling records +% ----------------------------------------------------------------- +function CEobj = DeleteEmptyEntries(t,CEobj) + + if t < CEobj.MaxIter + CEobj.xmean = CEobj.xmean(1:t,:); + CEobj.xmedian = CEobj.xmedian(1:t,:); + CEobj.xbest = CEobj.xbest(1:t,:); + CEobj.Fmean = CEobj.Fmean(1:t,1); + CEobj.Fmedian = CEobj.Fmedian(1:t,1); + CEobj.Fbest = CEobj.Fbest(1:t,1); + CEobj.sigma = CEobj.sigma(1:t,:); + CEobj.ErrorS = CEobj.ErrorS(1:t,1); + CEobj.ErrorC = CEobj.ErrorC(1:t,1); + end + if ~CEobj.isConstrained + CEobj.ErrorC = []; + end +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% DomainSampling - sample from truncated Gaussian distribution +% ----------------------------------------------------------------- +function X = DomainSampling(mu,sigma,lb,ub,Nvars,Ns,X) + + % limit vectors for standard truncated Gaussian + l = ones(Ns,1)*((lb - mu)./sigma); + u = ones(Ns,1)*((ub - mu)./sigma); + + % generate samples from truncated Gaussian distribution + for n=1:Nvars + X(:,n) = mu(n) + sigma(n)*trandn(l(:,n),u(:,n)); + end +end +% ----------------------------------------------------------------- + +% ----------------------------------------------------------------- +% trandn +% ----------------------------------------------------------------- +% This function is an efficient generator of a random vector of +% dimension length(l) = length(u) from the standard multivariate +% normal distribution, truncated over the region [l,u]. Infinite +% values for bounds 'u' and 'l' are accepted. +% +% Remark: +% If you wish to simulate a random variable 'Z' from the +% non-standard Gaussian N(m,s^2) conditional on l < Z < u, then +% first simulate X = trandn((l-m)/s,(u-m)/s) and set Z = m + s*X. +% +% Input: +% l - (Nvars x 1) lower bound +% u - (Nvars x 1) upper bound +% +% Output: +% x - (Nvars x 1) random vector with multiv. distribution N(0,1) +% +% References: +% Botev, Z. I. (2016). "The normal law under linear restrictions: +% simulation and estimation via minimax tilting". Journal of the +% Royal Statistical Society: Series B (Statistical Methodology). +% https://doi.org/10.1111/rssb.12162 +% +% MATLAB Central File Exchange: +% Z. Botev, Truncated Normal Generator +% shorturl.at/hntuB +% ----------------------------------------------------------------- +function x = trandn(l,u) + l = l(:); u = u(:); % make 'l' and 'u' column vectors + if length(l)~=length(u) + error('Truncation limits have to be vectors of the same length') + end + x = NaN(size(l)); + a = .66; % treshold for switching between methods + % threshold can be tuned for maximum speed for each Matlab version + % three cases to consider: + % case 1: a < l < u + I = l > a; + if any(I) + tl = l(I); tu = u(I); x(I) = ntail(tl,tu); + end + % case 2: l < u < -a + J = u < -a; + if any(J) + tl=-u(J); tu = -l(J); x(J) = -ntail(tl,tu); + end + % case 3: otherwise use inverse transform or accept-reject + I = ~(I|J); + if any(I) + tl = l(I); tu = u(I); x(I) = tn(tl,tu); + end +end + +% --- ntail --- +% This function samples a column vector of dimension +% length=length(l)=length(u) from the standard multivariate +% normal distribution, truncated over the region [l,u], where +% l > 0 and l and u are column vectors. It uses a sampling +% algorithm based on acceptance-rejection from a Rayleigh +% distribution similar to Marsaglia (1964). +function x = ntail(l,u) + c = l.^2/2; n = length(l); f = expm1(c-u.^2/2); + x = c - reallog(1+rand(n,1).*f); % sample using Rayleigh + % keep list of rejected + I = find(rand(n,1).^2.*x>c); d = length(I); + while d > 0 % while there are rejections + cy = c(I); % find the thresholds of rejected + y = cy - reallog(1+rand(d,1).*f(I)); + idx = rand(d,1).^2.*y tol, uses accept-reject from randn + I = abs(u-l) > tol; x = l; + if any(I) + tl = l(I); tu = u(I); x(I) = trnd(tl,tu); + end + % case: abs(u-l) < tol, uses inverse-transform + I = ~I; + if any(I) + tl = l(I); tu = u(I); + pl = erfc(tl/sqrt(2))/2; pu = erfc(tu/sqrt(2))/2; + x(I) = sqrt(2)*erfcinv(2*(pl-(pl-pu).*rand(size(tl)))); + end +end + +% --- trnd --- +% This function uses an acceptance-rejection sampling strategy +% to simulate from truncated normal. +function x = trnd(l,u) + x = randn(size(l)); % sample normal + % keep list of rejected + I = find(x < l | x > u); d=length(I); + while d>0 % while there are rejections + ly = l(I); % find the thresholds of rejected + uy = u(I); + y = randn(size(ly)); + idx = y > ly & y < uy; % accepted + x(I(idx)) = y(idx); % store the accepted + I = I(~idx); % remove accepted from list + d = length(I); % number of rejected + end +end +% ----------------------------------------------------------------- \ No newline at end of file diff --git a/FraCTune-1.0/Case2-EnergyHarvester/FOSMCControllerEH.slx b/FraCTune-1.0/Case2-EnergyHarvester/FOSMCControllerEH.slx new file mode 100644 index 0000000000000000000000000000000000000000..254c4accc574e2f41d24484cf4bc7d6d21ab46f9 GIT binary patch literal 125251 zcma&NbC4&^x;5JFo@v{*-P5*ho71*!+dXaDwr$(Lw(b7r#J=B+^PYS5j$08~6;%=W zN3OM=e4dq=B`*aEMhgT41ogKO0*MlOjR?R30cFbo0TBS906CglJ6oCCSkgPXJ35(I zJN`dUJqKG`CptH4D_|gmzy1Ds0kq9+H$<_%w)F^0BMn`RG&BE9?)66>4D;h)ru+fI 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close all; + +disp(' -------------------------- ') +disp(' MainGAoptExample2_FOSMC.m ') +disp(' -------------------------- ') +disp('Case 2: Bistable Energy Harvesting with Fractional-order Sliding Mode Control') +disp('(this case may take several minutes to run)') +disp(' Optimizer: Cross-Entropy Method') + +% random number generator (fix the seed for reproducibility) + rng_stream = RandStream('mt19937ar','Seed',30081984); + RandStream.setGlobalStream(rng_stream); + +% system parameters +global k lambda1 lambda2 lambda3 OrderD time lambda +ksi = 0.01; +chi = 0.05; +lambda = 0.05; +kappa = 0.5; +fa = 0.2; +Omega = 0.8; +phi = 0.59; +f_ref = 0.2; +Omega_ref = 0.8; +xdisp0 = 1.0; +dxdisp0 = 0.0; + +% Time / Samples +t0 = 0.0; +sampleTime = 0.1; +t1 = 100; +tspan = t0:sampleTime:t1; +time = tspan'; +simulationTime=t1; + +% objective and constraint functions +fun = @(x) MyObjFunc(x); +nonlcon = @(x) MyConstFunc(x); + +% lower and upper bounds for design variables +lb = [0 ; 0 ; 0 ; 0 ; 0.001]; +ub = [20; 20; 20; 20; 1.990]; + +% initialize mean and std. dev. vectors +xmean0 = (ub+lb)/2; +sigma0 = (ub-lb)/sqrt(12); + +% cross-entropy optimizer struct + CEobj.EliteFactor = 0.05; % Elite samples percentage + CEobj.Nsamp = 100; % Number of samples + CEobj.TolCon = 1.0e-2; % Constraint tolerance + CEobj.TolRel = 1.0e-2; % Relative tolerance + +% CE solver +tic +[Xopt,Fopt,ExitFlag,CEobj] = CEopt(fun,xmean0,sigma0,lb,ub,nonlcon,CEobj); +elapsedTime = toc; + +save Results_CE_FOSMC + +% objective functcion +function F = MyObjFunc(x) + global k lambda1 lambda2 lambda3 OrderD time lambda + k=x(1); + lambda1=x(2); + lambda2=x(3); + lambda3=x(4); + OrderD=x(5); + + sim('FOSMCControllerEH.slx'); + +% time interval of analysis +T = time(end)-time(1); +% output power +power = lambda.*(v.^2); +% mean output power +power_mean = (1/T).*trapz(time,power); + +F = 1/power_mean; +end + +% inequality constraints +function [G,H] = MyConstFunc(x) + global k lambda1 lambda2 lambda3 OrderD + k=x(1); + lambda1=x(2); + lambda2=x(3); + lambda3=x(4); + OrderD=x(5); + + sim('FOSMCControllerEH.slx'); + + G = max(abs(u)) - 5; + H = []; +end \ No newline at end of file diff --git a/FraCTune-1.0/Case2-EnergyHarvester/MainCEoptCase2_SMC.m b/FraCTune-1.0/Case2-EnergyHarvester/MainCEoptCase2_SMC.m new file mode 100644 index 0000000..343b49b --- /dev/null +++ b/FraCTune-1.0/Case2-EnergyHarvester/MainCEoptCase2_SMC.m @@ -0,0 +1,103 @@ +% ----------------------------------------------------------------- +% MainCEoptCase2_SMC.m +% ----------------------------------------------------------------- +% programmer: Julio Cesar de Castro Basilio +% basilio.julio@posgraduacao.uerj.br +% +% Originally programmed in: Nov 30, 2024 +% Last updated in: Nov 30, 2024 +% ----------------------------------------------------------------- +% Case 2: Bistable Energy Harvesting with Sliding Mode Control +% (this case may take several minutes to run) +% Optimizer: Cross-Entropy Method +% ----------------------------------------------------------------- + +clc; clear; close all; + +disp(' -------------------------- ') +disp(' MainGAoptExample2_SMC.m ') +disp(' -------------------------- ') +disp('Case 2: Bistable Energy Harvesting with Sliding Mode Control') +disp('(this case may take several minutes to run)') +disp(' Optimizer: Cross-Entropy Method') + +% random number generator (fix the seed for reproducibility) + rng_stream = RandStream('mt19937ar','Seed',30081984); + RandStream.setGlobalStream(rng_stream); + +% system parameters +global k lambda1 time lambda +ksi = 0.01; +chi = 0.05; +lambda = 0.05; +kappa = 0.5; +fa = 0.2; +Omega = 0.8; +phi = 0.59; +f_ref = 0.2; +Omega_ref = 0.8; +xdisp0 = 1.0; +dxdisp0 = 0.0; + +% Time / Samples +t0 = 0.0; +sampleTime=0.1; +t1 = 100; +tspan = t0:sampleTime:t1; +time = tspan'; +simulationTime=t1; + +% objective and constraint functions +fun = @(x) MyObjFunc(x); +nonlcon = @(x) MyConstFunc(x); + +% lower and upper bounds for design variables +lb = [0 ; 0]; +ub = [20; 20]; + +% initialize mean and std. dev. vectors +xmean0 = (ub+lb)/2; +sigma0 = (ub-lb)/sqrt(12); + +% cross-entropy optimizer struct +CEobj.EliteFactor = 0.05; % Elite samples percentage +CEobj.Nsamp = 100; % Number of samples +CEobj.TolCon = 1.0e-2; % Constraint tolerance +CEobj.TolRel = 1.0e-2; % Relative tolerance + +% CE solver +tic +[Xopt,Fopt,ExitFlag,CEobj] = CEopt(fun,xmean0,sigma0,lb,ub,nonlcon,CEobj); +elapsedTime = toc; + +save Results_CE_SMC + +% objective functcion +function F = MyObjFunc(x) + global k lambda1 time lambda + k=x(1); + lambda1=x(2); + + sim('SMCControllerEH.slx'); + +% time interval of analysis +T = time(end)-time(1); +% output power +power = lambda.*(v.^2); +% mean output power +power_mean = (1/T).*trapz(time,power); + +F = 1/power_mean; +end + +% inequality constraints +function [G,H] = MyConstFunc(x) + global k lambda1 + k=x(1); + lambda1=x(2); + + sim('SMCControllerEH.slx'); + + G = max(abs(u)) - 5; + H = []; +end \ No newline at end of file diff --git a/FraCTune-1.0/Case2-EnergyHarvester/MainGAoptCase2_FOSMC.m b/FraCTune-1.0/Case2-EnergyHarvester/MainGAoptCase2_FOSMC.m new file mode 100644 index 0000000..e8595bc --- /dev/null +++ b/FraCTune-1.0/Case2-EnergyHarvester/MainGAoptCase2_FOSMC.m @@ -0,0 +1,122 @@ +% ----------------------------------------------------------------- +% MainGAoptCase2_FOSMC.m +% ----------------------------------------------------------------- +% programmer: Julio Cesar de Castro Basilio +% basilio.julio@posgraduacao.uerj.br +% +% Originally programmed in: Nov 30, 2024 +% Last updated in: Nov 30, 2024 +% ----------------------------------------------------------------- +% Case 1: Bistable Energy Harvesting with Fractional-order Sliding Mode Control +% (this case may take several minutes to run) +% Optimizer: Genetic Algorithm Method +% ----------------------------------------------------------------- + +clc; clear; close all; + +disp(' -------------------------- ') +disp(' MainGAoptExample2_FOSMC.m ') +disp(' -------------------------- ') +disp('Case 2: Bistable Energy Harvesting with Fractional-order Sliding Mode Control') +disp('(this case may take several minutes to run)') +disp(' Optimizer: Genetic Algorithm Method') + +% random number generator (fix the seed for reproducibility) + rng_stream = RandStream('mt19937ar','Seed',30081984); + RandStream.setGlobalStream(rng_stream); + +% system parameters +global k lambda1 lambda2 lambda3 OrderD time lambda +ksi = 0.01; +chi = 0.05; +lambda = 0.05; +kappa = 0.5; +fa = 0.2; +Omega = 0.8; +phi = 0.59; +f_ref = 0.2; +Omega_ref = 0.8; +xdisp0 = 1.0; +dxdisp0 = 0.0; + +% Time / Samples +t0 = 0.0; +sampleTime=0.1; +t1 = 100; +tspan = t0:sampleTime:t1; +time = tspan'; +simulationTime=t1; + +% objective and constraint functions +fun = @(x) MyObjFunc(x); +nonlcon = @(x) MyConstFunc(x); + +Nvars=5; + +% lower and upper bounds for design variables +lb = [0 ; 0 ; 0 ; 0 ; 0.001]; +ub = [20; 20; 20; 20; 1.990]; + +% initialize mean and std. dev. vectors +xmean0 = (ub+lb)/2; +sigma0 = (ub-lb)/sqrt(12); + +% GA optimizer struct + GAobj.EliteFactor = 0.05; % Elite samples percentage + GAobj.Nsamp = 100; % Number of samples + GAobj.MaxIter = 15; % Maximum number of iterations + GAobj.TolCon = 1.0e-2; % Constraint tolerance + GAobj.TolFun = 1.0e-3; % Function tolerance + +% GA solver +tic +options = optimoptions(@ga, 'Display','iter',... + 'PopulationSize',GAobj.Nsamp,... + 'EliteCount', ceil(GAobj.EliteFactor*GAobj.Nsamp),... + 'InitialPopulationMatrix',xmean0',... + 'Generations', GAobj.MaxIter,... + 'TolFun', GAobj.TolFun,... + 'TolCon', GAobj.TolCon,... + 'OutputFcns',@ga_save_each_gen); + + +[Xopt,Fopt,exitflag,output,population,scores] = ga(fun,Nvars,[],[],[],[],lb,ub,nonlcon,options); +elapsedTime = toc; + +save Results_GA_FOSMC + +% objective functcion +function F = MyObjFunc(x) + global k lambda1 lambda2 lambda3 OrderD time lambda + k=x(1); + lambda1=x(2); + lambda2=x(3); + lambda3=x(4); + OrderD=x(5); + + sim('FOSMCControllerEH.slx'); + +% time interval of analysis +T = time(end)-time(1); +% output power +power = lambda.*(v.^2); +% mean output power +power_mean = (1/T).*trapz(time,power); + +F = 1/power_mean; +end + +% inequality constraints +function [G,H] = MyConstFunc(x) + global k lambda1 lambda2 lambda3 OrderD + k=x(1); + lambda1=x(2); + lambda2=x(3); + lambda3=x(4); + OrderD=x(5); + + sim('FOSMCControllerEH.slx'); + + G = max(abs(u)) - 5; + H = []; +end \ No newline at end of file diff --git a/FraCTune-1.0/Case2-EnergyHarvester/MainGAoptCase2_SMC.m b/FraCTune-1.0/Case2-EnergyHarvester/MainGAoptCase2_SMC.m new file mode 100644 index 0000000..0adab80 --- /dev/null +++ b/FraCTune-1.0/Case2-EnergyHarvester/MainGAoptCase2_SMC.m @@ -0,0 +1,115 @@ +% ----------------------------------------------------------------- +% MainGAoptCase2_SMC.m +% ----------------------------------------------------------------- +% programmer: Julio Cesar de Castro Basilio +% basilio.julio@posgraduacao.uerj.br +% +% Originally programmed in: Nov 30, 2024 +% Last updated in: Nov 30, 2024 +% ----------------------------------------------------------------- +% Case 2: Bistable Energy Harvesting with Sliding Mode Control +% (this case may take several minutes to run) +% Optimizer: Genetic Algorithm Method +% ----------------------------------------------------------------- + +clc; clear; close all; + +disp(' -------------------------- ') +disp(' MainGAoptExample2_SMC.m ') +disp(' -------------------------- ') +disp('Case 2: Bistable Energy Harvesting with Sliding Mode Control') +disp('(this case may take several minutes to run)') +disp(' Optimizer: Genetic Algorithm Method') + +% random number generator (fix the seed for reproducibility) + rng_stream = RandStream('mt19937ar','Seed',30081984); + RandStream.setGlobalStream(rng_stream); + +% system parameters +global k lambda1 time lambda +ksi = 0.01; +chi = 0.05; +lambda = 0.05; +kappa = 0.5; +fa = 0.2; +Omega = 0.8; +phi = 0.59; +f_ref = 0.2; +Omega_ref = 0.8; +xdisp0 = 1.0; +dxdisp0 = 0.0; + +% Time / Samples +t0 = 0.0; +sampleTime=0.1; +t1 = 100; +tspan = t0:sampleTime:t1; +time = tspan'; +simulationTime=t1; + +% objective and constraint functions +fun = @(x) MyObjFunc(x); +nonlcon = @(x) MyConstFunc(x); + +Nvars=2; + +% lower and upper bounds for design variables +lb = [0 ; 0]; +ub = [20; 20]; + +% initialize mean and std. dev. vectors +xmean0 = (ub+lb)/2; +sigma0 = (ub-lb)/sqrt(12); + +% GA optimizer struct +GAobj.EliteFactor = 0.05; % Elite samples percentage +GAobj.Nsamp = 100; % Number of samples +GAobj.MaxIter = 15; % Maximum number of iterations +GAobj.TolCon = 1.0e-2; % Constraint tolerance +GAobj.TolFun = 1.0e-3; % Function tolerance + +% GA solver +tic +options = optimoptions(@ga, 'Display','iter',... + 'PopulationSize',GAobj.Nsamp,... + 'EliteCount', ceil(GAobj.EliteFactor*GAobj.Nsamp),... + 'InitialPopulationMatrix',xmean0',... + 'Generations', GAobj.MaxIter,... + 'TolFun', 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[J(1+n,2),Ind(1+n)]= min(Score_gen); + +%else +% [J(1+n,2),Ind(1+n)]= min(Score_gen*0); +%end +X_param(1+n,2:6)=Population_gen(Ind(1+n),:); +%J(1+n,2)=min(Score_gen); + +end + +% for n = 100:103 +% +% load(sprintf(['gen_0', num2str(n)])); +% +% [J(1+n,2),Ind(1+n)]=min(Score_gen(Score_gen>0)); +% +% X_param(1+n,2:6)=Population_gen(Ind(1+n),:); +% +% %J(1+n,2)=min(Score_gen); +% +% end + +J_GA_FOSMC=J; +X_param_GA_FOSMC=X_param; + +save('GA_FOSMC.mat','J_GA_FOSMC','X_param_GA_FOSMC') + +figure(1) +plot(J(:,1),J(:,2),'o','linewidth',2) +%title('Minimum obj function per generation/iteration') +xlabel('Iterations/Generation'); +ylabel('Minimum obj function'); +%ylim([-1 0]) + +figure(2) +plot(X_param(:,2:6),'linewidth',2) +%title('Minimum obj function per generation/iteration') +xlabel('Iterations/Generation'); +%ylabel('Minimum obj function'); \ No newline at end of file diff --git a/FraCTune-1.0/Case2-EnergyHarvester/Results_and_Plots/FOSMC_GA/gen_0000.mat 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zcmeZu4DoSvQZUssQ1EpO(M`+DN!3vZ$Vn_o%P-2cQV4Jk_w+L}(NSc8%k51YoVb*ek|J&o;8_%0vNQUUbL4qf%QIWw zn(LrZD*95Fc%&xr^PcQ)6LDaVcxe4=g71{xx!YbY(yTw* z7RM8Puq7n1^5Z8cIl~Gzg*4N^#ZZJwl+`hp6jGusNtc$`=z`<>8I%yofmYQJqj;*PUmB7 zPYNjz@HykH*m-G@NkPS@XV#uhN=)~fBL+Crkc5AXJAg#jecf}4rhy|#TI>ua}IdUImU6!pwD>5fyg0 + + [J(1,2),Ind(1)]=min(Score_gen); + +%else +% [J(1,2),Ind(1)]=min(Score_gen*0); +%end +X_param(1,2:3)=Population_gen(Ind(1),:); + + +for n = 1:9 + +load(sprintf(['gen_000', num2str(n)])); + + +%if min(Score_gen)>0 + + [J(1+n,2),Ind(1+n)]= min(Score_gen); + +%else +% [J(1+n,2),Ind(1+n)]= min(Score_gen*0); +%end +X_param(1+n,2:3)=Population_gen(Ind(1+n),:); + +%J(1+n,2)=min(Score_gen); + +end + +for n = 10:num_gen-1 + +load(sprintf(['gen_00', num2str(n)])); + +%if min(Score_gen)>0 + + [J(1+n,2),Ind(1+n)]= min(Score_gen); + +%else +% [J(1+n,2),Ind(1+n)]= min(Score_gen*0); +%end +X_param(1+n,2:3)=Population_gen(Ind(1+n),:); +%J(1+n,2)=min(Score_gen); + +end + +% for n = 100:103 +% +% load(sprintf(['gen_0', num2str(n)])); +% +% [J(1+n,2),Ind(1+n)]=min(Score_gen(Score_gen>0)); +% +% X_param(1+n,2:6)=Population_gen(Ind(1+n),:); +% +% %J(1+n,2)=min(Score_gen); +% +% end + +J_GA_SMC=J; +X_param_GA_SMC=X_param; + +save('GA_SMC.mat','J_GA_SMC','X_param_GA_SMC') + +figure(1) +plot(J(:,1),J(:,2),'o','linewidth',2) +%title('Minimum obj function per generation/iteration') +xlabel('Iterations/Generation'); +ylabel('Minimum obj function'); +%ylim([-1 0]) + +figure(2) +plot(X_param(:,2:3),'linewidth',2) +%title('Minimum obj function per generation/iteration') +xlabel('Iterations/Generation'); +%ylabel('Minimum obj function'); \ No newline at end of file diff --git a/FraCTune-1.0/Case2-EnergyHarvester/Results_and_Plots/SMC_GA/gen_0000.mat b/FraCTune-1.0/Case2-EnergyHarvester/Results_and_Plots/SMC_GA/gen_0000.mat new file mode 100644 index 0000000000000000000000000000000000000000..cbd6672a8f3f76a412015472e48bc548b1cd9568 GIT binary patch literal 2163 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