Robust storage loading problems with stacking and payload constraints

We consider storage loading problems where items with uncertain weights have to be loaded into a storage area, taking into account stacking and payload constraints. Following the robust optimization paradigm, we propose strict and adjustable optimization models for finite and interval-based uncertainties. To solve these problems, exact decomposition and heuristic solution algorithms are developed. For strict robustness, we also propose a compact formulation based on a characterization of worst-case scenarios. Computational results for randomly generated data with up to 300 items are presented showing that the robustness concepts have different potential depending on the type of data being used.

[1]  Alberto Delgado,et al.  An Accurate Model for Seaworthy Container Vessel Stowage Planning with Ballast Tanks , 2012, ICCL.

[2]  Greet Van den Berghe,et al.  Automatic air cargo selection and weight balancing: a mixed integer programming approach , 2014 .

[3]  Wen-Jing Hsu,et al.  Automated stowage planning for large containerships with improved safety and stability , 2010, Proceedings of the 2010 Winter Simulation Conference.

[4]  Melvyn Sim,et al.  The Price of Robustness , 2004, Oper. Res..

[5]  Martin W. P. Savelsbergh,et al.  Robust Optimization for Empty Repositioning Problems , 2009, Oper. Res..

[6]  Anna Sciomachen,et al.  A MIP Heuristic for Multi Port Stowage Planning , 2015 .

[7]  Florian Bruns,et al.  Complexity results for storage loading problems with stacking constraints , 2016, Eur. J. Oper. Res..

[8]  Sigrid Knust,et al.  MIP-based approaches for robust storage loading problems with stacking constraints , 2017, Comput. Oper. Res..

[9]  Arkadi Nemirovski,et al.  Robust Convex Optimization , 1998, Math. Oper. Res..

[10]  J.-G. Kang,et al.  Stowage planning in maritime container transportation , 2002, J. Oper. Res. Soc..

[11]  Florian Bruns,et al.  Robust load planning of trains in intermodal transportation , 2014, OR Spectr..

[12]  Daniel Vanderpooten,et al.  Min-max and min-max regret versions of combinatorial optimization problems: A survey , 2009, Eur. J. Oper. Res..

[13]  Anita Schöbel,et al.  Algorithm Engineering in Robust Optimization , 2016, Algorithm Engineering.

[14]  Yong Wu,et al.  Planning and Scheduling for Maritime Container Yards: Supporting and Facilitating the Global Supply Network , 2015 .

[15]  Tao Yao,et al.  Robust optimization for emergency logistics planning: Risk mitigation in humanitarian relief supply chains , 2011 .

[16]  Anna Sciomachen,et al.  Stowing a containership: the master bay plan problem , 2004 .

[17]  Qiang Meng,et al.  Handbook of Ocean Container Transport Logistics , 2015 .

[18]  Anna Sciomachen,et al.  A decomposition heuristics for the container ship stowage problem , 2006, J. Heuristics.

[19]  Kap Hwan Kim,et al.  Deriving stacking strategies for export containers with uncertain weight information , 2006, J. Intell. Manuf..

[20]  Alberto Delgado,et al.  Generating Optimal Stowage Plans for Container Vessel Bays , 2009, CP.

[21]  Jearl Walker,et al.  Principles of physics : international student version , 2011 .

[22]  Anna Sciomachen,et al.  Experimental evaluation of mixed integer programming models for the multi-port master bay plan problem , 2015 .

[23]  Han Hoogeveen,et al.  Recoverable Robustness by Column Generation , 2011, ESA.

[24]  A. Ben-Tal,et al.  Adjustable robust solutions of uncertain linear programs , 2004, Math. Program..

[25]  Marc Goerigk,et al.  A robust bus evacuation model with delayed scenario information , 2014, OR Spectr..

[26]  김갑환,et al.  Deriving Decision Rules to Locate Export Containers in Container Yards , 1997 .

[27]  Roberto Montemanni,et al.  A Benders decomposition approach for the robust spanning tree problem with interval data , 2006, Eur. J. Oper. Res..

[28]  Alberto Delgado,et al.  A Constraint Programming model for fast optimal stowage of container vessel bays , 2012, Eur. J. Oper. Res..

[29]  Laurent El Ghaoui,et al.  Robust Optimization , 2021, ICORES.

[30]  Alberto Delgado,et al.  Fast Generation of Near-Optimal Plans for Eco-Efficient Stowage of Large Container Vessels , 2011, ICCL.

[31]  Florian Bruns,et al.  Optimized load planning of trains in intermodal transportation , 2012, OR Spectr..

[32]  A Gerodimos,et al.  Robust Discrete Optimization and its Applications , 1996, J. Oper. Res. Soc..

[33]  Constantine Caramanis,et al.  Theory and Applications of Robust Optimization , 2010, SIAM Rev..

[34]  Rune Møller Jensen,et al.  On the complexity of container stowage planning problems , 2014, Discret. Appl. Math..

[35]  Anna Sciomachen,et al.  Computational evaluation of a MIP model for multi-port stowage planning problems , 2017, Soft Comput..

[36]  Long Zhao,et al.  Solving two-stage robust optimization problems using a column-and-constraint generation method , 2013, Oper. Res. Lett..

[37]  A. Sciomachen,et al.  The master bay plan problem: a solution method based on its connection to the three‐dimensional bin packing problem , 2003 .

[38]  Harold P. Benson,et al.  Concave Minimization: Theory, Applications and Algorithms , 1995 .

[39]  Kamlesh Mathur An integer-programming-based heuristic for the balanced loading problem , 1998, Oper. Res. Lett..

[40]  Andreas Bortfeldt,et al.  Constraints in container loading - A state-of-the-art review , 2013, Eur. J. Oper. Res..

[41]  Daniele Frigioni,et al.  Robust Algorithms and Price of Robustness in Shunting Problems , 2007, ATMOS.

[42]  Rolf H. Möhring,et al.  The Concept of Recoverable Robustness, Linear Programming Recovery, and Railway Applications , 2009, Robust and Online Large-Scale Optimization.

[43]  Sigrid Knust,et al.  Loading, unloading and premarshalling of stacks in storage areas: Survey and classification , 2014, Eur. J. Oper. Res..

[44]  John H. Vande Vate,et al.  Balanced Loading , 1992, Oper. Res..