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【学术通知】南方科技大学前沿与交叉科学研究院博士后陈文杰:Intelligent Simulation Optimization: An Example in Multi-fidelity Simulation Modeling

  • 发布日期:2022-11-22
  • 点击数:

  

喻园管理论坛2022年第44期(总第813期)

演讲主题: Intelligent Simulation Optimization: An Example in Multi-fidelity Simulation Modeling

主 讲 人: 陈文杰,南方科技大学前沿与交叉科学研究院博士后

主 持 人: 关旭,亚搏手机登录主页生产运作与物流管理系教授

活动时间2022年11月24日(周四)14:30-16:00

活动地点腾讯会议ID:413-381-235

主讲人简介:

陈文杰博士,南方科技大学前沿与交叉科学研究院博士后。2016年获得亚搏手机登录主页人工智能与自动化学院学士学位,2020年获得香港城市大学数据科学学院哲学博士学位。研究方向为智能仿真优化理论及其在智慧医疗、社交网络等领域的应用,研究已被《IEEE Transactions on Automation Science and Engineering》、《International Journal of Production Research》和《Production and Operations Management》接受。

活动简介:

Simulation efficiency and accuracy have been the core challengesinsimulation optimization. This talk introduces how artificial intelligence techniques (e.g. computational intelligence, machine learning) can effectively address the pain points in simulation optimization. The speaker also shares her studies in intelligent simulation optimization and introduces the application of computational intelligence to multi-fidelity simulation modelling as a detailed case. This example describes how computational intelligence replaces manual modeling to build more and better multi-fidelity simulation models for simulation optimization. The core idea is to formulate multi-fidelity simulation modeling as a bi-objective simulation optimization problem to optimize speed and accuracy and use optimization algorithms to select high-quality models. This work realizes the transformation of manual modeling to intelligent modeling in simulation.

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