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// GRID WORLD MODEL OF A SEMIAUTONOMOUS EXPLORING ROBOT
// Sebastian Junges, RWTH Aachen University
// As described in
// Junges, Jansen, Dehnert, Topcu, Katoen:
// Safety Constrained Reinforcement Learning
// Proc. of TACAS16
mdp
//PARAMETERS
//The difference of the reliability of the channels between the worst and at the best position
const double pLDiff=0.1;
const double pHDiff=0.1;
//Scaling factor for the minimum reliability of the channels
const double pL;//=8/9;
const double pH;//=1;
//CONSTANTS
//The minimum reliablities
const double pLMin=pL*(1-pLDiff);
const double pHMin=pH*(1-pHDiff);
// Grid size
const int Xsize;
const int Ysize;
// Number of tries before an error
const int MAXTRIES;
// Ball within the robot has to move.
const int B;
formula T = (xLoc = Xsize & yLoc = Ysize);
module robot
xLoc : [1..Ysize] init 1;
yLoc : [1..Xsize] init 1;
unreported : [0..B] init 0;
hasSendNow : bool init false;
tries : [0..MAXTRIES] init 0;
[up] xLoc < Xsize & !T & hasSendNow -> 1:(xLoc'=xLoc+1) & (unreported' = 0) & (hasSendNow'=false);
[up] xLoc < Xsize & !T & !hasSendNow -> 1:(xLoc'=xLoc+1) & (unreported'=min(unreported+1, B));
[right] yLoc < Ysize & !T & hasSendNow -> 1:(yLoc'=yLoc+1) & (unreported' = 0)& (hasSendNow'=false);
[right] yLoc < Ysize & !T & !hasSendNow -> 1:(yLoc'=yLoc+1) & (unreported'=min(unreported+1,B));
[sendL] !hasSendNow & !T & tries < MAXTRIES -> (pLMin + pLDiff * xLoc/Xsize):(hasSendNow'=true) & (tries'=0) + (1 - pLMin - pLDiff * xLoc/Xsize): (tries'=tries+1);
[sendH] !hasSendNow & !T & tries < MAXTRIES -> (pHMin + pHDiff * yLoc/Ysize):(hasSendNow'=true) & (tries'=0) + (1 - pHMin - pHDiff * yLoc/Ysize): (tries'=tries+1);
[done] T -> 1:true;
endmodule
rewards "sendbased"
[up] true: 0.03;
[right] true: 0.03;
[sendL] true: max(10, min(11 + xLoc - yLoc, 20));
[sendH] true: min(13 + xLoc + yLoc, 24);
endrewards
rewards "sendbased_lower"
[up] true: 0.03;
[right] true: 0.03;
[sendL] true: 10;
[sendH] true: 12;
endrewards
rewards "sendbased_upper"
[up] true: 0.03;
[right] true: 0.03;
[sendL] true: 20;
[sendH] true: 24;
endrewards
label "Target" = T;
label "Crash" = unreported=B;