1
0
Fork 0
mirror of https://github.com/graphhopper/jsprit.git synced 2020-01-24 07:45:05 +01:00

add regret strat

This commit is contained in:
oblonski 2014-11-19 07:24:53 +01:00
parent 06770c7e31
commit ac5d1b076e

View file

@ -0,0 +1,227 @@
/*******************************************************************************
* Copyright (C) 2014 Stefan Schroeder
*
* This library is free software; you can redistribute it and/or
* modify it under the terms of the GNU Lesser General Public
* License as published by the Free Software Foundation; either
* version 3.0 of the License, or (at your option) any later version.
*
* This library is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
* Lesser General Public License for more details.
*
* You should have received a copy of the GNU Lesser General Public
* License along with this library. If not, see <http://www.gnu.org/licenses/>.
******************************************************************************/
package jsprit.core.algorithm.recreate;
import jsprit.core.problem.job.Job;
import jsprit.core.problem.job.Service;
/**
* Insertion based on regret approach.
*
* <p>Basically calculates the insertion cost of the firstBest and the secondBest alternative. The score is then calculated as difference
* between secondBest and firstBest, plus additional scoring variables that can defined in this.ScoringFunction.
* The idea is that if the cost of the secondBest alternative is way higher than the first best, it seems to be important to insert this
* customer immediatedly. If difference is not that high, it might not impact solution if this customer is inserted later.
*
* @author stefan schroeder
*
*/
public class RegretInsertion implements InsertionStrategy{
/**
* Scorer to include other impacts on score such as time-window length or distance to depot.
*
* @author schroeder
*
*/
static interface ScoringFunction {
public double score(Job job);
}
/**
* Scorer that includes the length of the time-window when scoring a job. The wider the time-window, the lower the score.
*
* <p>This is the default scorer, i.e.: score = (secondBest - firstBest) + this.TimeWindowScorer.score(job)
*
* @author schroeder
*
*/
static class TimeWindowScorer implements ScoringFunction {
private double tw_scoringParam = - 0.1;
@Override
public double score(Job job) {
double twStart = 0.0;
double twEnd = 0.0;
// if(job instanceof Shipment){
// twStart = ((Shipment) job).getDeliveryTW().getStart();
// twEnd = ((Shipment) job).getDeliveryTW().getEnd();
// }
// else
if(job instanceof Service){
twStart = ((Service) job).getTimeWindow().getStart();
twEnd = ((Service) job).getTimeWindow().getEnd();
}
return (twEnd-twStart)*tw_scoringParam;
}
@Override
public String toString() {
return "[name=timeWindowScorer][scoringParam="+tw_scoringParam+"]";
}
}
public static RegretInsertion newInstance(RouteAlgorithm routeAlgorithm) {
return new RegretInsertion(routeAlgorithm);
}
private Logger logger = Logger.getLogger(RegretInsertion.class);
private RouteAlgorithm routeAlgorithm;
private ScoringFunction scoringFunction = new TimeWindowScorer();
/**
* Sets the scoring function.
*
* <p>By default, the this.TimeWindowScorer is used.
*
* @param scoringFunction
*/
public void setScoringFunction(ScoringFunction scoringFunction) {
this.scoringFunction = scoringFunction;
}
public RegretInsertion(RouteAlgorithm routeAlgorithm) {
super();
this.routeAlgorithm = routeAlgorithm;
logger.info("initialise " + this);
}
@Override
public String toString() {
return "[name=regretInsertion][additionalScorer="+scoringFunction+"]";
}
public RouteAlgorithm getRouteAlgorithm(){
return routeAlgorithm;
}
/**
* Runs insertion.
*
* <p>Before inserting a job, all unassigned jobs are scored according to its best- and secondBest-insertion plus additional scoring variables.
*
*/
@Override
public void insertJobs(Collection<VehicleRoute> routes, Collection<Job> unassignedJobs) {
List<Job> jobs = new ArrayList<Job>(unassignedJobs);
// informInsertionStarts(routes,unassignedJobs);
int inserted = 0;
while(!jobs.isEmpty()){
List<Job> unassignedJobList = new ArrayList<Job>(jobs);
ScoredJob bestScoredJob = null;
double bestScore = -1*Double.MAX_VALUE;
VehicleRoute insertIn = null;
for(Job unassignedJob : unassignedJobList){
InsertionData best = null;
InsertionData secondBest = null;
VehicleRoute bestRoute = null;
double benchmark = Double.MAX_VALUE;
for(VehicleRoute route : routes){
if(secondBest != null){
benchmark = secondBest.getInsertionCost();
}
InsertionData iData = routeAlgorithm.calculateBestInsertion(route, unassignedJob, benchmark);
if(iData instanceof NoInsertionFound) continue;
if(best == null){
best = iData;
bestRoute = route;
}
else if(iData.getInsertionCost() < best.getInsertionCost()){
secondBest = best;
best = iData;
bestRoute = route;
}
else if(secondBest == null || (iData.getInsertionCost() < secondBest.getInsertionCost())){
secondBest = iData;
}
}
if(best == null){
break;
}
double score = score(unassignedJob,best,secondBest);
if(score > bestScore){
bestScoredJob = new ScoredJob(unassignedJob,score,best,bestRoute);
bestScore = score;
}
}
Job assignedJob;
if(bestScoredJob == null){
Job job = unassignedJobList.get(0);
VehicleRoute newRoute = VehicleRoute.emptyRoute();
InsertionData bestI = routeAlgorithm.calculateBestInsertion(newRoute, job, Double.MAX_VALUE);
if(bestI instanceof InsertionData.NoInsertionFound) throw new IllegalStateException("given the vehicles, could not create a valid solution");
insertIn=newRoute;
assignedJob=job;
routeAlgorithm.insertJob(job,bestI,newRoute);
routes.add(newRoute);
jobs.remove(job);
}
else{
routeAlgorithm.insertJob(bestScoredJob.getJob(),bestScoredJob.getInsertionData(), bestScoredJob.getRoute());
insertIn=bestScoredJob.getRoute();
assignedJob=bestScoredJob.getJob();
jobs.remove(bestScoredJob.getJob());
}
inserted++;
// informJobInserted(assignedJob, insertIn);
}
}
private double score(Job unassignedJob, InsertionData best, InsertionData secondBest) {
if(best == null){
throw new IllegalStateException("cannot insert job " + unassignedJob.getId());
}
if(secondBest == null){
return Double.MAX_VALUE;
}
return (secondBest.getInsertionCost()-best.getInsertionCost()) + scoringFunction.score(unassignedJob);
}
@Override
public void removeListener(InsertionListener insertionListener) {
// TODO Auto-generated method stub
}
@Override
public Collection<InsertionListener> getListeners() {
// TODO Auto-generated method stub
return null;
}
@Override
public void addListener(InsertionListener insertionListener) {
// TODO Auto-generated method stub
}
}
}