• 研究背景(方向)

     Theoretical research

    This research focus brings together all theory-level efforts aimed at developing optimization methods that support decision making in general and intelligent. It also includes mathematical modeling, statistical analysis and data mining, as they can lead to the formulation of optimization questions that are directly relevant to the nature of the decisions to be made.

    • Optimization: Mathematical modeling (Combinatorial optimization such as Integer programming, mixed programming), graph theory, heuristics and meta-heuristics for optimization.
    • Statistics, data mining, artificial intelligence: Data mining based on statistical methods, classification approaches, neural network methods, mathematical statistics, variance analysis for estimators, expert systems.
    • Simulation: Development of efficient and reliable Monte Carlo simulation techniques for stochastic optimization in particular.

    Application research

    This research focus brings together all the significant applications that provide us with practical modeling and optimization problems. Some of the applications can occasionally give rise to new questions, the answers to which can lead to important and lasting theoretical developments.

    • Logistics in manufacturing systems, transportation systems
    • Scheduling in distribution systems, production systems
    • Data Intelligence in real-world applications

  • 学术博客

    本文将详细介绍一下Milk Collection Problem(牛奶收集问题)的数学模型,并给出其python的代码实现,其中调用了gurobi求解器,并采用了懒惰约束的方式。由于python...
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      一、Lost Luggage Distribution Problem介绍 这一部分详细介绍介绍一下这个问题以及笔者在学习这一问题时的心得,对于这个问题比较了解的大佬可直接跳转到第二...
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    在调用gurobi来求解TSP问题时,常常会用到懒惰约束,但由于API的不同,使用python和matlab这两种方式调用gurobi时会有很大差别。matlab通过yalmip工具包来调...
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      下载链接:http://www.zgglkx.com/CN/Y2023/V31/I3/38 成果快照|医药电商考虑信息动态更新和最小化拆单率的订单重分配优化研究 01 研究背景 ...
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    一、旅行商问题(Traveling Salesman Problem)介绍 旅行商问题描述如下:假设有若干个城市,且任何两个城市之间的距离是确定的,现有一个旅行商人要拜访这些城市,要求旅行商...
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  • 科技数据库检索与查询书签

    中文数据库刊源检索:

    中国知网,选取数据库刊源导航校内点击访问

     

    论文检索(校内):

     

    学术期刊:

    • OR
    • EJOR
    • COR
    • CIE

  • 学习书籍

    • 经典最优化
      • Operations_research_4th_Wayne_L_Winston_Jeffrey_B_Goldberg ~ 国外经典运筹教材1 (含列生成等大规模优化方法)
      • Introduction.to.Operations.Research.FREDERICK.S.HILLIER.9th.Edition ~ 国外经典运筹教材2 (内容全面, 紧跟时代)
      • Model Building in Mathematical Programming 5th_H.Paul Williams ~ 数学建模角度谈优化
      • ColumnGeneration_Guy Desaulniers_GERAD ~ 加拿大GERAD团队出品(少数针对列生成书籍)
      • Introduction to Linear Optimization and Extensions with MATLAB ~ 基于Matlab对运筹优化求解方法进行实现现代优化
    • 现代智能优化
    • 数据挖掘与机器学习
      • DataMining Concepts and Techniques J.W.Han ~ 经典数据挖掘理论导论书籍
      • Pattern Recognition and Machine Learning ~ 机器学习理论巨著
      • 机器学习_周志华 ~ 中文优秀
    • 人工智能之深度学习
      • Hands_on_Machine_Learning_with_Scikit_Learn_and_TensorFlow ~ 基于Scikit的机器学习和TensorFlow的深度学习实战 - 入门
      • Deep Learning with Python ~ 基于Keras的深度学习 - 进阶
      • Deep Learning_Ian Goodfellow ~ 深度学习理论巨著 - 内功
    • 组合优化问题
      • Vehicle_Routing-Problems, Methods, and Applications. SecondEdition_Paolo Toth_ Daniele Vigo_2014 ~ VRP经典书籍
      • The Traveling Salesman Problem And Its Variations ~ TSP问题书籍
    • 软件
      • Matlab/Python 数据科学
      • Cplex/Gurubi 经典最优化求解器
      • Weka/Spss_Moduler 数据挖掘/机器学习
      • Python Packages: Scikit_Learn/TensorFlow/Kaffe/Keras 机器学习与深度学习
      • SPSS/R 统计分析
      • TABLEAU/Plotly 数据可视化
      • Simulink/Simio/Flaxsim/Anylogic 仿真优化
  • 资源访问(校内IP)

    ( 内含大量数据, 软件, 电子书籍, 案例等,如需访问请联系~ )

    校内FTP地址: 10.196.131.166; 

    人工智能平台地址:10.196.131.10; 

    商务智能平台地址:http://10.196.131.85:37799/webroot/decision

    Anylogic地址:10.196.131.18

    云桌面地址:10.196.131.35; 

    vsphere client 软件

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