Production , Manufacturing and Logistics A stochastic aggregate production planning model in a green supply chain : con ‐ sidering flexible lead times , nonlinear purchase and shortage cost functions

In this paper we develop a stochastic programming approach to solve a multi-period multi-product multi-site aggregate production planning problem in a green supply chain for a medium-term planning horizon under the assumption of demand uncertainty. The proposed model has the following features: (i) the majority of supply chain cost parameters are considered; (ii) quantity discounts to encourage the producer to order more from the suppliers in one period, instead of splitting the order into periodical small quantities, are considered; (iii) the interrelationship between lead time and transportation cost is considered, as well as that between lead time and greenhouse gas emission level; (iv) demand uncertainty is assumed to follow a pre-specified distribution function; (v) shortages are penalized by a general multiple breakpoint function, to persuade producers to reduce backorders as much as possible; (vi) some indicators of a green supply chain, such as greenhouse gas emissions and waste management are also incorporated into the model. The proposed model is first a nonlinear mixed integer programming which is converted into a linear one by applying some theoretical and numerical techniques. Due to the convexity of the model, the local solution obtained from linear programming solvers is also the global solution. Finally, a numerical example is presented to demonstrate the validity of the proposed model.

[1]  Mir-Bahador Aryanezhad,et al.  A multi-objective robust optimization model for multi-product multi-site aggregate production planning in a supply chain under uncertainty , 2011 .

[2]  S. Zailani,et al.  Green supply chain initiatives among certified companies in Malaysia and environmental sustainability: Investigating the outcomes , 2011 .

[3]  A. Ravindran,et al.  Computational feasibility of multi-criteria models of production, planning and scheduling , 1988 .

[4]  Adil Baykasoğlu MOAPPS 1.0: Aggregate production planning using the multiple-objective tabu search , 2001 .

[5]  Kannan Govindan,et al.  An analysis of the drivers affecting the implementation of green supply chain management , 2011 .

[6]  Fengqi You,et al.  Risk Management for a Global Supply Chain Planning Under Uncertainty : Models and Algorithms , 2009 .

[7]  Sameer Kumar,et al.  A green supply chain is a requirement for profitability , 2012 .

[8]  C. T. Ng,et al.  Coordinated replenishments with alternative supply sources in two-level supply chains , 2001 .

[9]  Han-Lin Li,et al.  A global optimization method for nonconvex separable programming problems , 1999, Eur. J. Oper. Res..

[10]  Han-Lin Li,et al.  A robust optimization model for stochastic logistic problems , 2000 .

[11]  Raynard F Bohman Smart ways you can cut LTL costs , 2006 .

[12]  Jung-Fa Tsai,et al.  An optimization approach for supply chain management models with quantity discount policy , 2007, Eur. J. Oper. Res..

[13]  M. Darwish,et al.  Production and shipment lot sizing in a vendor-buyer supply chain with transportation cost , 2007, Eur. J. Oper. Res..

[14]  Joseph Sarkis,et al.  Green supplier development: analytical evaluation using rough set theory , 2010 .

[15]  Hokey Min,et al.  Green supply chain research: past, present, and future , 2012, Logist. Res..

[16]  Joseph Sarkis,et al.  RELATIONSHIPS BETWEEN OPERATIONAL PRACTICES AND PERFORMANCE AMONG EARLY ADOPTERS OF GREEN SUPPLY CHAIN MANAGEMENT PRACTICES IN CHINESE MANUFACTURING ENTERPRISES , 2004 .

[17]  Seyed Jafar Sadjadi,et al.  A Multiobjective Stochastic Production-Distribution Planning Problem in an Uncertain Environment Considering Risk and Workers Productivity , 2011 .

[18]  Jonathan D. Cohen,et al.  Los Angeles, CA, USA , 2002 .

[19]  Mohammad Ali Soukhakian,et al.  A hybrid fuzzy goal programming approach with different goal priorities to aggregate production planning , 2009, Comput. Ind. Eng..

[20]  Ioannis Mallidis,et al.  Operations Research for green logistics - An overview of aspects, issues, contributions and challenges , 2011, Eur. J. Oper. Res..

[21]  Christoph Haehling von Lanzenauer Production and employment scheduling in multistage production systems , 1970 .

[22]  Joseph B. Mazzola,et al.  Multiproduct production planning in the presence of work-force learning , 1998, Eur. J. Oper. Res..

[23]  David A. Goodman,et al.  A Goal Programming Approach to Aggregate Planning of Production and Work Force , 1974 .

[24]  G. Huppes,et al.  A Framework for Quantified Eco‐efficiency Analysis , 2005 .

[25]  Donya Rahmani,et al.  An aggregate production planning model for two phase production systems: Solving with genetic algorithm and tabu search , 2012, Expert Syst. Appl..

[26]  Yue Wu,et al.  Production , Manufacturing and Logistics A robust optimization model for multi-site production planning problem in an uncertain environment , 2007 .

[27]  Xiaofan Lai,et al.  A multi-objective optimization for green supply chain network design , 2011, Decis. Support Syst..

[28]  C. Hwang,et al.  An aggregate production planning model and application of three multiple objective decision methods , 1980 .

[29]  P. Fraser Johnson,et al.  Purchasing and Supply Management , 2001 .

[30]  C. C. Holt,et al.  A Linear Decision Rule for Production and Employment Scheduling , 1955 .

[31]  Hong Zhou,et al.  Integrated production planning with sequence-dependent family setup times , 2011 .

[32]  Wei-Chang Yeh,et al.  Using multi-objective genetic algorithm for partner selection in green supply chain problems , 2011, Expert Syst. Appl..

[33]  Craig R. Carter,et al.  THE EFFECT OF LESS-THAN-TRUCKLOAD RATES ON THE PURCHASE ORDER LOT SIZE DECISION , 1995 .

[34]  Douglas J. Thomas,et al.  Coordinated supply chain management , 1996 .

[35]  Seyed Jafar Sadjadi,et al.  An efficient algorithm to solve a multi-objective robust aggregate production planning in an uncertain environment , 2012 .

[36]  G. Buxey Production Planning and Scheduling for Seasonal Demand , 1993 .

[37]  James Hill,et al.  A heuristic for single-warehouse multiretailer supply chains with all-unit transportation cost discounts , 2008, Eur. J. Oper. Res..

[38]  Jacqueline M. Bloemhof,et al.  A Methodology for Assessing Eco-Efficiency in Logistics Networks , 2007, Eur. J. Oper. Res..

[39]  Ching-Ter Chang,et al.  A modified goal programming model for piecewise linear functions , 2002, Eur. J. Oper. Res..

[40]  Armand Baboli,et al.  Aggregate production planning in a green supply chain by considering flexible lead times and multi breakpoint purchase and shortage cost functions. , 2011 .

[41]  Jiuh-Biing Sheu,et al.  Green supply chain management, reverse logistics and nuclear power generation , 2008 .

[42]  Rasaratnam Logendran,et al.  Aggregate production planning — A survey of models and methodologies , 1992 .

[43]  Mark Goh,et al.  Production , Manufacturing and Logistics A stochastic model for risk management in global supply chain networks , 2007 .

[44]  Samir K. Srivastava,et al.  Green Supply-Chain Management: A State-of-the-Art Literature Review , 2007 .

[45]  Sidney W. Hess,et al.  A Linear Programming Approach to Production and Employment Scheduling , 1960 .

[46]  Larry J. LeBlanc,et al.  Nu-kote's Spreadsheet Linear-Programming Models for Optimizing Transportation , 2004, Interfaces.

[47]  Tri Susanto Green Supply Chain Management in Indonesian Crumb Rubber Factories: Designing Strategies towards Implementation. , 2015 .

[48]  Markku Kuula,et al.  Multiperiod production planning carrying over set-up time , 2003 .