A Physics-Informed Neural Network-based Topology Optimization (PINNTO) framework for structural optimization

•A new PINN-based topology optimization framework is proposed.•The proposed framework employs PINN to conduct structural analysis to replace FEA.•The proposed framework does not require any labelled data to train PINN.•The proposed framework can effectively optimize the problem domains.•Comparisons and discussions are provided between the topology optimization methods.