Pei-Cheng Song
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Selected Publications (Full List)
Machine Learning-Enabled Evolutionary Two-Stage Stochastic Programming
IEEE Transactions on Emerging Topics in Computational Intelligence, 2025
For two-stage large-scale stochastic optimization problems, use machine learning to enhance the search capabilities of evolutionary algorithms while serving as a surrogate model for the problem.
Collaborative Hotspot Data Collection with Drones and 5G Edge Computing in Smart City
ACM Transactions on Internet Technology, 2023
We have proposed a multi-party and multi-objective collaborative optimization problem, which is referred to as the multi-party multi-objective optimization problem. In this problem, not only do we need to achieve multiple objectives for each party, but also collaboratively fulfill multiple overall objectives.
Concept-Level Interpretable SOM for Visual Analysis of High-Dimensional Non-dominated Solution Set
ICIC, 2024
We have achieved the conceptual visualization of the non-dominated solution set in the multi-objective optimization problem, rather than just presenting the numerical distribution that is incomprehensible to humans.
Experience
Visiting Student, ITMS, University of South Australia, 2019
Professional Services
Reviewer: Knowledge-based Systems, ISA Transactions, Journal of Supercomputing, Sensors, Drones, Concurrency and Computation: Practice and Experience, Mathematics, Sustainability, Cluster computing.
Conferences: The 20th IIH-MSP (Program Committee Member), The 7th ECC、The 18th IIH-MSP (Session Chair)