You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
126 lines
2.2 KiB
126 lines
2.2 KiB
|
|
|
|
// maze example (POMDP)
|
|
// slightly extends that presented in
|
|
// Littman, Cassandra and Kaelbling
|
|
// Learning policies for partially observable environments: Scaling up
|
|
// Technical Report CS, Brown University
|
|
// gxn 29/01/16
|
|
// Made into a MDP for documentation of stormpy.
|
|
|
|
// state space (value of variable "s")
|
|
|
|
// 0 1 2 3 4
|
|
// 5 6 7
|
|
// 8 9 10
|
|
// 11 13 12
|
|
|
|
// 13 is the target
|
|
|
|
mdp
|
|
|
|
|
|
module maze
|
|
|
|
s : [-1..13];
|
|
|
|
// initialisation
|
|
[] s=-1 -> 1/13 : (s'=0)
|
|
+ 1/13 : (s'=1)
|
|
+ 1/13 : (s'=2)
|
|
+ 1/13 : (s'=3)
|
|
+ 1/13 : (s'=4)
|
|
+ 1/13 : (s'=5)
|
|
+ 1/13 : (s'=6)
|
|
+ 1/13 : (s'=7)
|
|
+ 1/13 : (s'=8)
|
|
+ 1/13 : (s'=9)
|
|
+ 1/13 : (s'=10)
|
|
+ 1/13 : (s'=11)
|
|
+ 1/13 : (s'=12);
|
|
|
|
// moving around the maze
|
|
|
|
[east] s=0 -> (s'=1);
|
|
[west] s=0 -> (s'=0);
|
|
[north] s=0 -> (s'=0);
|
|
[south] s=0 -> (s'=5);
|
|
|
|
[east] s=1 -> (s'=2);
|
|
[west] s=1 -> (s'=0);
|
|
[north] s=1 -> (s'=1);
|
|
[south] s=1 -> (s'=1);
|
|
|
|
[east] s=2 -> (s'=3);
|
|
[west] s=2 -> (s'=1);
|
|
[north] s=2 -> (s'=2);
|
|
[south] s=2 -> (s'=6);
|
|
|
|
[east] s=3 -> (s'=4);
|
|
[west] s=3 -> (s'=2);
|
|
[north] s=3 -> (s'=3);
|
|
[south] s=3 -> (s'=3);
|
|
|
|
[east] s=4 -> (s'=4);
|
|
[west] s=4 -> (s'=3);
|
|
[north] s=4 -> (s'=4);
|
|
[south] s=4 -> (s'=7);
|
|
|
|
[east] s=5 -> (s'=5);
|
|
[west] s=5 -> (s'=5);
|
|
[north] s=5 -> (s'=0);
|
|
[south] s=5 -> (s'=8);
|
|
|
|
[east] s=6 -> (s'=6);
|
|
[west] s=6 -> (s'=6);
|
|
[north] s=6 -> (s'=2);
|
|
[south] s=6 -> (s'=9);
|
|
|
|
[east] s=7 -> (s'=7);
|
|
[west] s=7 -> (s'=7);
|
|
[north] s=7 -> (s'=4);
|
|
[south] s=7 -> (s'=10);
|
|
|
|
[east] s=8 -> (s'=8);
|
|
[west] s=8 -> (s'=8);
|
|
[north] s=8 -> (s'=5);
|
|
[south] s=8 -> (s'=11);
|
|
|
|
[east] s=9 -> (s'=9);
|
|
[west] s=9 -> (s'=9);
|
|
[north] s=9 -> (s'=6);
|
|
[south] s=9 -> (s'=13);
|
|
|
|
[east] s=10 -> (s'=9);
|
|
[west] s=10 -> (s'=9);
|
|
[north] s=10 -> (s'=7);
|
|
[south] s=10 -> (s'=12);
|
|
[east] s=11 -> (s'=11);
|
|
[west] s=11 -> (s'=11);
|
|
[north] s=11 -> (s'=8);
|
|
[south] s=11 -> (s'=11);
|
|
|
|
[east] s=12 -> (s'=12);
|
|
[west] s=12 -> (s'=12);
|
|
[north] s=12 -> (s'=10);
|
|
[south] s=12 -> (s'=12);
|
|
|
|
// loop when we reach the target
|
|
[done] s=13 -> true;
|
|
|
|
endmodule
|
|
|
|
// reward structure (number of steps to reach the target)
|
|
rewards
|
|
|
|
[east] true : 1;
|
|
[west] true : 1;
|
|
[north] true : 1;
|
|
[south] true : 1;
|
|
|
|
endrewards
|
|
|
|
// target observation
|
|
label "goal" = s=13;
|
|
|
|
|