The facility layout problem in non-rectangular logistics parks with split lines

We firstly model an irregular-shaped facility layout problem with split lines.The proposed approach outperforms GA when the number of FAs is large.The proposed approach outperforms GA when two split lines are crossed each other.The aspect ratio of an inscribed rectangle is used to control shapes. A logistics park is an exactly delimited domain having a large space to efficiently and effectively organize, manage, and ship goods. The facility layout problem in a logistics park is concerned with determining the proper physical organization of a number of interacting functional areas. It differs from traditional facility layout problems in the context of split lines - railways or highways - which may cross a logistics park and partition it into several parts. Logistics parks also commonly have an irregular shape instead of a rectangular shape. These additional features make the facility layout problem in a logistics park complex and require explicit modeling. This research proposes two mathematical programming models to obtain competitive solutions to the facility layout problem in a logistics park. The first model involves allocating the functional areas into different parts resulting from the given split lines. The second model uses slicing structure technique to determine the final layout of all functional areas. Given that the facility layout problem in a logistics park is NP-complete, a heuristic approach combining improved adaptive genetic algorithm with scatter search is presented. Computational results show that the both proposed models and solution approach are effective and efficient.

[1]  K. Y. Tam,et al.  Genetic algorithms, function optimization, and facility layout design , 1992 .

[2]  Han Yi Advances in Scatter Search , 2009 .

[3]  Kuan Yew Wong,et al.  Solving unequal-area static and dynamic facility layout problems using modified particle swarm optimization , 2017, J. Intell. Manuf..

[4]  Henri Pierreval,et al.  Facility layout problems: A survey , 2007, Annu. Rev. Control..

[5]  Rrk Sharma,et al.  A review of different approaches to the facility layout problems , 2006 .

[6]  Chi-Tai Wang,et al.  A graph-pair representation and MIP model based heuristic for the unequal-area facility layout problem , 2010, The 40th International Conference on Computers & Indutrial Engineering.

[7]  Qi Zhang,et al.  Application of Genetic Algorithm in Functional Area Layout of Railway Logistics Park , 2014 .

[8]  Hani Pourvaziri,et al.  A hybrid multi-population genetic algorithm for the dynamic facility layout problem , 2014, Appl. Soft Comput..

[9]  Donald M. Simmons One-Dimensional Space Allocation: An Ordering Algorithm , 1969, Oper. Res..

[10]  Richard Muther,et al.  Systematic Layout Planning , 1985 .

[11]  Hanif D. Sherali,et al.  Applying the sequence-pair representation to optimal facility layout designs , 2007, Oper. Res. Lett..

[12]  Berna Haktanirlar Ulutas,et al.  Dynamic facility layout problem in footwear industry , 2015 .

[13]  Abdullah Konak,et al.  Unequal area flexible bay facility layout using ant colony optimisation , 2011 .

[14]  Juan José Pantrigo,et al.  Scatter search for the cutwidth minimization problem , 2012, Ann. Oper. Res..

[15]  Kourosh Eshghi,et al.  An efficient tabu algorithm for the single row facility layout problem , 2010, Eur. J. Oper. Res..

[16]  Henri Pierreval,et al.  Handling qualitative aspects in Unequal Area Facility Layout Problem: An Interactive Genetic Algorithm , 2013, Appl. Soft Comput..

[17]  K. Y. Tam,et al.  A simulated annealing algorithm for allocating space to manufacturing cells , 1992 .

[18]  Yangsheng Jiang,et al.  Hybrid of the scatter search, improved adaptive genetic, and expectation maximization algorithms for phase-type distribution fitting , 2013, Appl. Math. Comput..

[19]  Arezoo Atighehchian,et al.  Facility layout design using virtual multi-agent system , 2009, J. Intell. Manuf..

[20]  Abdullah Konak,et al.  A new mixed integer programming formulation for facility layout design using flexible bays , 2006, Oper. Res. Lett..

[21]  Kyrre Glette,et al.  Adaptive variable neighborhood search for solving multi-objective facility layout problems with unequal area facilities , 2013, Swarm Evol. Comput..

[22]  Türkay Dereli,et al.  A fuzzy DEMATEL-based solution approach for facility layout problem: a case study , 2014 .

[23]  Alfred Taudes,et al.  Research on Logistics Parks: Literature Review and Outlook , 2015 .

[24]  Li Xu-hong Internal function area layout method of logistics park , 2008 .

[25]  Marián Šulgan,et al.  Logistics park development in Slovak Republic , 2006 .

[26]  F. Glover,et al.  Fundamentals of Scatter Search and Path Relinking , 2000 .

[27]  Komarudin,et al.  Solving facility layout problems using Flexible Bay Structure representation and Ant System algorithm , 2010, Expert Syst. Appl..

[28]  Ravi Shankar,et al.  An ant algorithm for the single row layout problem in flexible manufacturing systems , 2005, Comput. Oper. Res..

[29]  Michael H. Hu,et al.  Simulated annealing based parallel genetic algorithm for facility layout problem , 2011 .

[30]  Xu Chen A Hybrid Algorithm for the Logistics Park Layout Problem , 2015 .

[31]  Ramazan Sahin A simulated annealing algorithm for solving the bi-objective facility layout problem , 2011, Expert Syst. Appl..

[32]  Elwood S. Buffa,et al.  A Heuristic Algorithm and Simulation Approach to Relative Location of Facilities , 1963 .

[33]  Edsger W. Dijkstra,et al.  A note on two problems in connexion with graphs , 1959, Numerische Mathematik.

[34]  Russell D. Meller,et al.  The facility layout problem: Recent and emerging trends and perspectives , 1996 .

[35]  Sadan Kulturel-Konak,et al.  A linear programming embedded probabilistic tabu search for the unequal-area facility layout problem with flexible bays , 2012, Eur. J. Oper. Res..

[36]  Sadan Kulturel-Konak,et al.  An artificial immune system based algorithm to solve unequal area facility layout problem , 2012, Expert Syst. Appl..

[37]  Rajesh Matai,et al.  Solving multi objective facility layout problem by modified simulated annealing , 2015, Appl. Math. Comput..

[38]  Ravi Kothari,et al.  An efficient genetic algorithm for single row facility layout , 2014, Optim. Lett..

[39]  Yang Liuwen Layout Method for the Functional Area of Railway Logistics Center Based on the Improved Systematic Layout Planning , 2012 .

[40]  Lei Wang,et al.  An improved adaptive genetic algorithm based on hormone modulation mechanism for job-shop scheduling problem , 2011, Expert Syst. Appl..

[41]  Meir J. Rosenblatt,et al.  The dynamics of plant layout , 1986 .

[42]  Chaomin Luo,et al.  Elsevier Editorial System(tm) for European Journal of Operational Research Title: a Convex Optimisation Framework for the Unequal-areas Facility Layout Problem a Convex Optimisation Framework for the Unequal-areas Facility Layout Problem , 2022 .

[43]  Henri Pierreval,et al.  A novel hybrid evolutionary approach for capturing decision maker knowledge into the unequal area facility layout problem , 2015, Expert Syst. Appl..

[44]  P. Asokan,et al.  SCATTER SEARCH ALGORITHM FOR SINGLE ROW LAYOUT PROBLEM IN FMS , 2008 .

[45]  M. Krejcirik Computer-aided plant layout , 1987 .

[46]  André R. S. Amaral A new lower bound for the single row facility layout problem , 2009, Discret. Appl. Math..

[47]  Kyu-Yeul Lee,et al.  An improved genetic algorithm for facility layout problems having inner structure walls and passages , 2003, Comput. Oper. Res..