Facility Layout in Horizontal Cylindrical Space Based on Adaptive Gradient Descent Algorithm

被引:0
|
作者
Yuan, Peng [1 ]
Miao, Yiran [2 ]
Huang, Deqing [1 ]
Hao, Junkai [2 ]
Qin, Na [1 ]
机构
[1] Southwest Jiaotong Univ, Sch Elect Engn, Chengdu 611756, Peoples R China
[2] Nucl Power Inst China, Sci & Technol Reactor Syst Design Technol Lab, Chengdu 610041, Peoples R China
关键词
facility layout problem; horizontal cylinder space; gradient descent algorithm; PACKING; PLANT; DESIGN;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
FLP(Facility layout problem) is a common problem in engineering field. The past research tend to focus on the twodimensional space and a small amount of three-dimensional box space as well as vertical cylinder space. The FLP in horizontal cylinder space is less researched. Lots of FLP of box space and vertical cylinder space can transform to FLP of two-dimensional space easily, however, the FLP of horizontal cylinder space need design special calculation method of overlap constraint and boundary constraint. This paper designed the calculation method of overlap constraint and boundary constraint, used adaptive gradient descent algorithm with heuristic strategy to optimize the facility layout in horizontal cylinder space. On this basis, added symmetry constraint, absolute height constraint and relative distance constraint to close to the real engineering demand. The experiment results confirm the feasible of proposed scheme.
引用
收藏
页码:1931 / 1936
页数:6
相关论文
共 50 条
  • [1] An Improved Wild Horse Algorithm to Solve Facility Layout in Horizontal Cylinder Space
    Fu, Kequan
    Qin, Na
    Wan, Jiaqi
    Zhou, Qi
    Wang, Tianwei
    2022 IEEE 17TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2022, : 348 - 353
  • [2] A Stochastic Gradient Descent Algorithm Based on Adaptive Differential Privacy
    Deng, Yupeng
    Li, Xiong
    He, Jiabei
    Liu, Yuzhen
    Liang, Wei
    COLLABORATIVE COMPUTING: NETWORKING, APPLICATIONS AND WORKSHARING, COLLABORATECOM 2022, PT II, 2022, 461 : 133 - 152
  • [3] An improved adaptive momentum gradient descent algorithm
    Jiang Z.
    Song J.
    Liu Y.
    Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2023, 51 (05): : 137 - 143
  • [4] A Fast and Adaptive Search Algorithm Based on Rood Pattern and Gradient Descent
    Lin, Mu-Long
    Yi, Qing-Ming
    Shi, Min
    2012 INTERNATIONAL CONFERENCE ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING (ICMPBE2012), 2012, 33 : 1526 - 1532
  • [5] An adaptive gradient descent attitude estimation algorithm based on a fuzzy system for UUVs
    Lyu, Feng
    Xu, Xin
    Zha, Xin
    OCEAN ENGINEERING, 2022, 266
  • [6] Wavefront sensorless adaptive optics based on the gradient descent algorithm with Hadamard model
    Chen, B. (chenbo182001@163.com), 2013, Science Press (40):
  • [7] Study on adaptive fuzzy control system based on gradient descent learning algorithm
    College of Electronic Information Eng., Chongqing University of Science and Technology, Chongqing 400050, China
    不详
    Xitong Fangzhen Xuebao, 2007, 6 (1265-1268+1273):
  • [8] A GRADIENT DESCENT SARSA(λ) ALGORITHM BASED ON THE ADAPTIVE REWARD-SHAPING MECHANISM
    Liu, Quan
    Fu, QiMing
    Xiao, Fei
    Fu, YuChen
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2013, 19 (04): : 599 - 612
  • [9] Study on adaptive fuzzy control system based on gradient descent learning algorithm
    Xiong, Jundi
    Li, Taifu
    Xiao, Huihui
    Deng, Renming
    FUZZY INFORMATION AND ENGINEERING, PROCEEDINGS, 2007, 40 : 1009 - +
  • [10] A normalized gradient descent algorithm for nonlinear adaptive filters using a gradient adaptive step size
    Mandic, DP
    Hanna, AI
    Razaz, M
    IEEE SIGNAL PROCESSING LETTERS, 2001, 8 (11) : 295 - 297