Search Results - "Su, Chupeng"
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Extended residual learning with one-shot imitation learning for robotic assembly in semi-structured environment
Published in Frontiers in neurorobotics (29-04-2024)“…Robotic assembly tasks require precise manipulation and coordination, often necessitating advanced learning techniques to achieve efficient and effective…”
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High-dimensional expensive optimization by Kriging-assisted multiobjective evolutionary algorithm with dimensionality reduction
Published in Information sciences (01-02-2025)“…Surrogate-assisted multi-objective evolutionary algorithms (SA-MOEAs) have made significant progress in solving expensive multi- and many-objective…”
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Evolution strategies-based optimized graph reinforcement learning for solving dynamic job shop scheduling problem
Published in Applied soft computing (01-09-2023)“…The job shop scheduling problem (JSSP) with dynamic events and uncertainty is a strongly NP-hard combinatorial optimization problem (COP) with extensive…”
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A dimensionality reduction assisted evolutionary algorithm for high-dimensional expensive multi/many-objective optimization
Published in Swarm and evolutionary computation (01-12-2024)“…Surrogate-assisted multi/many-objective evolutionary algorithms (SA-MOEAs) have shown significant progress in tackling expensive optimization problems…”
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Task attention-based multimodal fusion and curriculum residual learning for context generalization in robotic assembly
Published in Applied intelligence (Dordrecht, Netherlands) (01-03-2024)“…In the domain of flexible manufacturing, Deep Reinforcement Learning (DRL) has emerged as a pivotal technology for robotic assembly tasks. Despite advancements…”
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Fast Pareto set approximation for multi-objective flexible job shop scheduling via parallel preference-conditioned graph reinforcement learning
Published in Swarm and evolutionary computation (01-07-2024)“…The Multi-Objective Flexible Job Shop Scheduling Problem (MOFJSP) is a complex challenge in manufacturing, requiring balancing multiple, often conflicting…”
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Deep Reinforcement Learning with Shaping Exploration Space for Robotic Assembly
Published in 2021 3rd International Symposium on Robotics & Intelligent Manufacturing Technology (ISRIMT) (24-09-2021)“…Assembly is an essential part of complex product manufacturing. Due to the complexity of assembly operations and rapidly changing market demands, it is a…”
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