Decomposition Algorithm for Geographic Information System Based Mixed-Integer Linear Programming Models: Application to Sewage Sludge Amendment

被引:1
|
作者
Vaskan, P. [1 ]
Guillen-Gosalbez, G. [1 ]
Kostin, A. [1 ]
Jimenez, L. [1 ]
机构
[1] Univ Rovira & Virgili, ETSEQ, Dept Engn Quim EQ, E-43007 Tarragona, Spain
关键词
GIS; OPTIMIZATION; RISK;
D O I
10.1021/ie402471w
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
We present a decomposition strategy for mixed-integer linear programming (MILP) models that are formulated on the basis of geographic information system (GIS) data. Our algorithm relies on decomposing the MILP into two levels, a master problem and a slave problem between which we iterate until a termination criterion is satisfied. The former is constructed using a K-clustering statistical aggregation method that reduces the computational burden of the model. The solution of this level is used to guide the search in the slave model. A case study that addresses the optimal design of sewage sludge amendment in Catalonia (NE of Spain) is introduced to illustrate the capabilities of the proposed approach.
引用
收藏
页码:17640 / 17647
页数:8
相关论文
共 50 条
  • [1] Combined use of GIS and mixed-integer linear programming for identifying optimal agricultural areas for sewage sludge amendment: A case study of Catalonia
    Vaskan, Pavel
    Passuello, Ana
    Guillen-Gosalbez, Gonzalo
    Schuhmacher, Marta
    Jimenez, Laureano
    ENVIRONMENTAL MODELLING & SOFTWARE, 2013, 46 : 163 - 169
  • [2] An algorithm for multiparametric mixed-integer linear programming problems
    Acevedo, J
    Pistikopoulos, EN
    OPERATIONS RESEARCH LETTERS, 1999, 24 (03) : 139 - 148
  • [3] AN INTELLIGENT ALGORITHM FOR MIXED-INTEGER PROGRAMMING-MODELS
    LIN, YL
    AUSTIN, LM
    BURNS, JR
    COMPUTERS & OPERATIONS RESEARCH, 1992, 19 (06) : 461 - 468
  • [4] Hybrid Quantum Benders' Decomposition For Mixed-integer Linear Programming
    Zhao, Zhongqi
    Fan, Lei
    Han, Zhu
    2022 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2022, : 2536 - 2540
  • [5] QAOA-Assisted Benders' Decomposition for Mixed-integer Linear Programming
    Zhao, Zhongqi
    Fan, Lei
    Guo, Yuanxiong
    Wang, Yu
    Han, Zhu
    Hanzo, Lajos
    ICC 2024 - IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, 2024, : 1127 - 1132
  • [6] A new cross decomposition method for stochastic mixed-integer linear programming
    Ogbe, Emmanuel
    Li, Xiang
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2017, 256 (02) : 487 - 499
  • [7] The decomposition-based outer approximation algorithm for convex mixed-integer nonlinear programming
    Muts, Pavlo
    Nowak, Ivo
    Hendrix, Eligius M. T.
    JOURNAL OF GLOBAL OPTIMIZATION, 2020, 77 (01) : 75 - 96
  • [8] The decomposition-based outer approximation algorithm for convex mixed-integer nonlinear programming
    Pavlo Muts
    Ivo Nowak
    Eligius M. T. Hendrix
    Journal of Global Optimization, 2020, 77 : 75 - 96
  • [9] Nonintrusive Load Monitoring Algorithm Using Mixed-Integer Linear Programming
    Wittmann, Fernando Marcos
    Lopez, Juan Camilo
    Rider, Marcos J.
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2018, 64 (02) : 180 - 187
  • [10] Mixed-integer linear programming algorithm for a computational protein design problem
    Zhu, Yushan
    INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2007, 46 (03) : 839 - 845