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authorYuan Xu <yuanxu@student.ethz.ch>2023-05-24 17:35:46 +0200
committerYuan Xu <yuanxu@student.ethz.ch>2023-05-24 17:35:46 +0200
commita23ba49056a36aff221d0c23e228b981222c3576 (patch)
tree742c18cbe13c1603909b55ee82188ce6360e8fa0 /Submission files/MPC_TE.m
parentADD: declaration of originality (diff)
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+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Copyright (c) 2023, Amon Lahr, Simon Muntwiler, Antoine Leeman & Fabian Flürenbrock Institute for Dynamic Systems and Control, ETH Zurich.
+%
+% All rights reserved.
+%
+% Please see the LICENSE file that has been included as part of this package.
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+classdef MPC_TE
+ properties
+ yalmip_optimizer
+ end
+
+ methods
+ function obj = MPC_TE(Q,R,N,params)
+ % YOUR CODE HERE
+ opts = sdpsettings('verbose',1,'solver','quadprog');
+
+ % Create yalmip variables
+ U = sdpvar(repmat(params.model.nu,N,1),ones(1,N));
+ X = sdpvar(repmat(params.model.nx,N+1,1),ones(1,N+1));
+
+ % Build cost function and constraints
+ objective = 0;
+ constraints = [];
+ for k=1:N+1
+ if k <= N
+ % These constraints are for the index in 1, ..., N
+ objective = objective + X{k}' * Q * X{k} + U{k}' * R * U{k};
+ constraints = [constraints, ...
+ X{k+1} == params.model.A * X{k} + params.model.B * U{k}, ...
+ params.constraints.InputMatrix * U{k} <= params.constraints.InputRHS, ...
+ ];
+ end
+
+ % These contrains are for 1, ..., N+1
+ constraints = [constraints, ...
+ params.constraints.StateMatrix * X{k} <= params.constraints.StateRHS, ...
+ ];
+ end
+ % Terminal constraint
+ constraints = [constraints, X{N+1} == zeros(size(X{N+1}))];
+
+ obj.yalmip_optimizer = optimizer(constraints,objective,opts,X{1},{U{1} objective});
+ end
+
+ function [u, ctrl_info] = eval(obj,x)
+ %% evaluate control action by solving MPC problem, e.g.
+ tic;
+ [optimizer_out,errorcode] = obj.yalmip_optimizer(x);
+ solvetime = toc;
+ [u, objective] = optimizer_out{:};
+
+ feasible = true;
+ if (errorcode ~= 0)
+ feasible = false;
+ end
+
+ ctrl_info = struct('ctrl_feas',feasible,'objective',objective,'solvetime',solvetime);
+ end
+ end
+end \ No newline at end of file