Deep reinforcement learning algorithms for flexible job shop scheduling problems

The introudce of code files

agents

the deep reinforcement learnging angents, including in DA3C/MPTD3/HMPSAC.

environmet

the scheduling environment of SO_DFJSP/MO_FJSSP/MO_DFJSP.

network

the trained policy network of agents.

data

the instance data for papers.

result

the result of all instance in data, including in tables/figures.

rules

scheduling rules for comparison

reference code

the relevance code for linear programming.

single-objective dynamic problem(SO_DFJSP)-DA3C

multi-objective static problem(MO_FJSSP)-MPTD3

multi-objective dynamic problem(MO_DFJSP)-HMPSAC