An MINLP model to support the movement and storage decisions of the Indian food grain supply chain

被引:36
|
作者
Mogale, D. G. [1 ]
Kumar, Sri Krishna [1 ]
Tiwari, Manoj Kumar [1 ]
机构
[1] Indian Inst Technol Kharagpur, Dept Ind & Syst Engn, Kharagpur 721302, W Bengal, India
关键词
Food grain distribution problem; Transportation; Inventory; Mixed Integer Non-Linear Programming; Chemical reaction optimization; CHEMICAL-REACTION OPTIMIZATION; GENETIC ALGORITHM; FIXED-CHARGE; TRANSPORTATION PROBLEM; POSTHARVEST LOSS; PARTICLE SWARM; NETWORK; LOGISTICS; COST; DESIGN;
D O I
10.1016/j.conengprac.2017.09.017
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper addresses the novel three stage food grain distribution problem of Public Distribution System (PDS) in India which comprises of farmers, procurement centers, base silos and field silos. The Indian food grain supply chain consists of various activities such as procurement, storage, transportation and distribution of food grain. In order to curb transportation and storage losses of food grain, the Food Corporation of India (FCI) is moving towards the modernized bulk food grain supply chain system. This paper develops a Mixed Integer Non-Linear Programming (MINLP) model for planning the movement and storage of food grain from surplus states to deficit states considering the seasonal procurement, silo capacity, demand satisfaction and vehicle capacity constraints. The objective function of the model seeks to minimize the bulk food grain transportation, inventory holding, and operational cost. Therein, shipment cost contains the fixed and variable cost, inventory holding and operational cost considered at the procurement centers and base silos. The developed mathematical model is computationally complex in nature due to nonlinearity, the presence of numerous binary and integer variables along with a huge number of constraints, thus, it is very difficult to solve it using exact methods. Therefore, recently developed, Hybrid Particle-Chemical Reaction Optimization (HP-CRO) algorithm has been employed to solve the MINLP model. Different problem instances with growing complexities are solved using HP-CRO and the results are compared with basic Chemical Reaction Optimization (CRO) and Particle Swarm Optimization (PSO) algorithms. The results of computational experiments illustrate that the HP-CRO algorithm is competent enough to obtain the better quality solutions within reasonable computational time. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:98 / 113
页数:16
相关论文
共 50 条
  • [41] Toward halal supply chain 4.0: MILP model for halal food distribution
    Kurniawati, Dwi Agustina
    Vanany, Iwan
    Kumarananda, Dias Dzaky
    Rochman, Muhammad Arief
    5TH INTERNATIONAL CONFERENCE ON INDUSTRY 4.0 AND SMART MANUFACTURING, ISM 2023, 2024, 232 : 1446 - 1458
  • [42] An optimization model for fresh-food electronic commerce supply chain with carbon emissions and food waste
    Wangsa, Ivan Darma
    Vanany, Iwan
    Siswanto, Nurhadi
    JOURNAL OF INDUSTRIAL AND PRODUCTION ENGINEERING, 2023, 40 (01) : 1 - 21
  • [43] A mathematical model for optimizing a biofuel supply chain with outsourcing decisions under the carbon trading mechanism
    Yasaman Memari
    Ashkan Memari
    Sadoullah Ebrahimnejad
    Robiah Ahmad
    Biomass Conversion and Biorefinery, 2023, 13 : 1047 - 1070
  • [44] AN INVESTIGATION OF THE RELATIONSHIP BETWEEN FACILITY LOCATION DECISIONS, SERVICE LEVEL AND DISTRIBUTION COSTS: A PROPOSED MODEL FOR INDONESIAN LPG SUPPLY CHAIN
    Masudin, Ilyas
    INTERNATIONAL JOURNAL OF BUSINESS AND SOCIETY, 2015, 16 (01): : 117 - 132
  • [45] Understanding the views of the UK food packaging supply chain in order to support a move to circular economy systems
    Clark, Nikki
    Trimingham, Rhoda
    Storer, Ian
    PACKAGING TECHNOLOGY AND SCIENCE, 2019, 32 (11) : 577 - 591
  • [46] Greening the food supply chain: an optimisation model for sustainable design of refrigerated automated warehouses
    Meneghetti, Antonella
    Monti, Luca
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2015, 53 (21) : 6567 - 6587
  • [47] Towards a Sustainable Agri-food Supply Chain Model. The Case of LEAF
    Perez Perales, David
    Alarcon Valero, Faustino
    Drummond, Caroline
    Ortiz, Angel
    ENGINEERING DIGITAL TRANSFORMATION, 2019, : 333 - 341
  • [48] Integrating Lean, Green, and Resilience Criteria in a Sustainable Food Supply Chain Planning Model
    Das, Kanchan
    INTERNATIONAL JOURNAL OF MATHEMATICAL ENGINEERING AND MANAGEMENT SCIENCES, 2019, 4 (02) : 259 - 275
  • [49] Recent advances and opportunities in sustainable food supply chain: a model-oriented review
    Zhu, Zhanguo
    Chu, Feng
    Dolgui, Alexandre
    Chu, Chengbin
    Zhou, Wei
    Piramuthu, Selwyn
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2018, 56 (17) : 5700 - 5722
  • [50] A decision support model for determining the level of product variety with marketing and supply chain considerations
    Syam, Siddhartha S.
    Bhatnagar, Amit
    JOURNAL OF RETAILING AND CONSUMER SERVICES, 2015, 25 : 12 - 21