PROPT Coloumb Friction 1

This page is part of the PROPT Manual. See PROPT Manual.

Minimum-Time Control of Systems With Coloumb Friction: Near Global Optima Via Mixed Integer Linear Programming, Brian J. Driessen, Structural Dynamics Department, Sandia National Labs.

4. Numerical Examples

Problem Formulation

Find u over t in [0; t_F ] to minimize

Failed to parse (SVG with PNG fallback (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle J = t_f }

subject to:

Failed to parse (SVG with PNG fallback (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \frac{d^{2}q}{dt^{2}} = u - sign(\frac{dq}{dt}) }

Failed to parse (SVG with PNG fallback (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle -2 <= u <= 2 }

Failed to parse (SVG with PNG fallback (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle q_0 = 0 }

Failed to parse (SVG with PNG fallback (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \frac{dq}{dt}_0 = 1 }

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Failed to parse (SVG with PNG fallback (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \frac{dq}{dt}_2 = 0 }

% Copyright (c) 2007-2008 by Tomlab Optimization Inc.

Problem setup

toms t
toms t_f

p = tomPhase('p', t, 0, t_f, 60);
setPhase(p);

tomStates q qdot
tomControls u

% Initial guess
x0 = {t_f == 1, icollocate(q == -t)};

% Box constraints
cbox = {-2 <= collocate(u) <= 2
    0.001 <= t_f};

% Boundary constraints
cbnd = {initial({q == 0; qdot == 1}), final({q == -1, qdot == 0})};

% ODEs and path constraints
ceq = collocate({
    dot(q)    == qdot
    dot(qdot) == u-sign(qdot)});

objective = t_f;

Solve the problem

options = struct;
options.name = 'Coloumb Friction 1';
constr = {cbox, cbnd, ceq};
solution = ezsolve(objective, constr, x0, options);

t    = subs(collocate(p,t),solution);
q    = subs(collocate(p,q),solution);
qdot = subs(collocate(p,qdot),solution);
u    = subs(collocate(p,u),solution);

Problem type appears to be: lpcon
Time for symbolic processing: 0.088289 seconds
Starting numeric solver
===== * * * =================================================================== * * *
TOMLAB - TOMLAB Development license  999007. Valid to 2011-12-31
=====================================================================================
Problem: ---  1: Coloumb Friction 1             f_k       2.070229757012032900
                                       sum(|constr|)      0.000000001042092519
                              f(x_k) + sum(|constr|)      2.070229758054125600
                                              f(x_0)      1.000000000000000000

Solver: snopt.  EXIT=0.  INFORM=1.
SNOPT 7.2-5 NLP code
Optimality conditions satisfied

FuncEv    1 ConstrEv  130 ConJacEv  130 Iter   23 MinorIter  676
CPU time: 0.187201 sec. Elapsed time: 0.179000 sec. 

Plot result

subplot(2,1,1)
plot(t,q,'*-',t,qdot,'*-');
legend('q','qdot');
title('Coloumb Friction 1 state variables');

subplot(2,1,2)
plot(t,u,'+-');
legend('u');
title('Coloumb Friction 1 control');