The optimization of crop seeds packaging production planning based on dynamic lot-sizing model

Crop seeds varieties and procurement constrain the seeds packaging planning.The automatic line packages faster but has higher setup cost than manual work.Setup, backlog and holding costs are considered in the objective function.Seeds packaging planning is optimized by a MILP model and a heuristic algorithm.The heuristic algorithm keeps beneficial under different parameters setting. With the competitive seeds market and development needs of seed companies, the production of crop seeds, including raw seeds procurement, processing, storage, packaging, and logistics, is complicated. Seeds packaging is one of the most important phases, including automatic and manual packaging. Automatic packaging is highly efficient with high setup costs, whereas manual packaging is the opposite. It is difficult for the managers to make the packaging planning, i.e., the number of automatic and manual packaging, based on the forecasted demand. This problem is considered to be a special dynamic lot-sizing problem but it is more complex compared to the general ones. To deal with this problem, this paper proposes a mathematical programming model with the objective of minimizing the total costs. Because the problem is Non-Deterministic Polynomial (NP) hard, the computational time for solving this model is very long. Therefore, this paper proposes a heuristic algorithm (HA) to solve the problem. Numerical results showed that the total costs calculated by the proposed HA are close enough (8.12%) to the optimal total costs of the proposed model and 22.6% lower than the traditional planning. At different scenarios, the HA can keep beneficial and reliable to a certain extent. The proposed model and HA provided detailed illustration for understanding the complexity of the seeds packaging planning and were able to deal with real situations in the seed company.

[1]  Taho Yang,et al.  A case study on the operator allocation decision for TFT‐LCD inspection and packaging process , 2006 .

[2]  Laurence A. Wolsey,et al.  Production Planning by Mixed Integer Programming (Springer Series in Operations Research and Financial Engineering) , 2006 .

[3]  Linda van Norden,et al.  Multi-product lot-sizing with a transportation capacity reservation contract , 2005, Eur. J. Oper. Res..

[4]  Laurence A. Wolsey,et al.  Solving Multi-Item Lot-Sizing Problems with an MIP Solver Using Classification and Reformulation , 2002, Manag. Sci..

[5]  Prafulla Joglekar A Heuristic to Determine Price and Lot Size in Face of a Supplier's Temporary Price Reduction over an Interval , 2005 .

[6]  Steven Nahmias,et al.  Production and operations analysis , 1992 .

[7]  Gerhard Wäscher,et al.  Tabu search heuristics for the order batching problem in manual order picking systems , 2012, Eur. J. Oper. Res..

[8]  Mohamad Y. Jaber,et al.  A review of inventory lot sizing review papers , 2015 .

[9]  Ranga V. Ramasesh Lot-sizing decisions under limited-time price incentives: A review , 2010 .

[10]  Dong X. Shaw,et al.  Complexity of the ELSP with general cyclic schedules , 1997 .

[11]  Kanchana Sethanan,et al.  Differential evolution algorithms for scheduling raw milk transportation , 2016, Comput. Electron. Agric..

[12]  Harvey M. Wagner,et al.  Dynamic Version of the Economic Lot Size Model , 2004, Manag. Sci..

[13]  John M. Wilson,et al.  A tabu search heuristic for solving the CLSP with backlogging and set-up carry-over , 2006, J. Oper. Res. Soc..

[14]  Supachai Pathumnakul,et al.  Original paper: Should feed mills go beyond traditional least cost formulation? , 2011 .

[15]  S. Pathumnakul,et al.  Integrating a shrimp-growth function, farming skills information, and a supply allocation algorithm to manage the shrimp supply chain , 2009 .

[16]  Stéphane Dauzère-Pérès,et al.  A Lagrangian heuristic for an integrated lot-sizing and fixed scheduling problem , 2015, Eur. J. Oper. Res..

[17]  John M. Wilson,et al.  The capacitated lot sizing problem: a review of models and algorithms , 2003 .

[18]  Horst Tempelmeier,et al.  Linear programming models for a stochastic dynamic capacitated lot sizing problem , 2015, Comput. Oper. Res..

[19]  Arunachalam Narayanan,et al.  Coordinated deterministic dynamic demand lot-sizing problem: A review of models and algorithms , 2009 .

[20]  S. McGuire,et al.  Farmer seed networks make a limited contribution to agriculture? Four common misconceptions , 2015 .

[21]  Laurence A. Wolsey,et al.  Production Planning by Mixed Integer Programming , 2010 .