A deep reinforcement learning based searching method for source localization

•The deep reinforcement learning is firstly employed to solve source searching problem.•The belief state is maintained by the particle filter.•The feature of belief state is extracted by the DBSCAN algorithm.•Transfer learning is employed to reuse the trained Q-network in heterogeneous tasks.