Hey, I'm Pei-Cheng Song

宋培城

My research focuses on AI, HCI, DBIS, SR.

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Selected Publications

Machine Learning-Enabled Evolutionary Two-Stage Stochastic Programming
IEEE Transactions on Emerging Topics in Computational Intelligence, 2025
Jeng-Shyang Pan, Pei-Cheng Song, Shu-Chuan Chu, Václav Snášel, Junzo Watada

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
Pei-Cheng Song, Jeng-Shyang Pan, Han-Chieh Chao, Shu-Chuan Chu

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 2025
Pei-Cheng Song, Jeng-Shyang Pan, Xiao-xue Sun, Shu-Chuan Chu

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

PhD , Shandong University of Science and Technology, 2019-2024

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