4.5 Article

Unsupervised Learning-Driven Matheuristic for Production-Distribution Problems

Related references

Note: Only part of the references are listed.
Article Management

A supervised learning-driven heuristic for solving the facility location and production planning problem

Tao Wu et al.

Summary: In this study, a supervised learning-driven heuristic is proposed to solve the capacitated facility location and production planning problem. The heuristic uses solution values from linear programming relaxation, Dantzig-Wolfe decomposition, and column generation as features and applies a naive Bayes approach to derive an offline-learned oracle. Computational results show that the proposed heuristic outperforms the commercial CPLEX solver and several state-of-the-art methods in terms of solution quality.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2022)

Article Computer Science, Interdisciplinary Applications

Predictive Search for Capacitated Multi-Item Lot Sizing Problems

Tao Wu

Summary: The study proposed a predictive search method that integrates machine learning/advanced analytics, mathematical programming, and heuristic search for capacitated multi-item lot sizing problems. The advanced analytics models are used to divide the solution space into incumbent, superincumbent, and nonincumbent regions, where an analytics-driven heuristic search procedure is applied to build restricted subproblems and solved by a combined mathematical programming technique. The method is proven to converge to the global optimal solution and outperforms other state-of-the-art methods in computational tests based on benchmark problems.

INFORMS JOURNAL ON COMPUTING (2022)

Article Computer Science, Interdisciplinary Applications

A POPMUSIC matheuristic for the capacitated vehicle routing problem

Eduardo Queiroga et al.

Summary: This study introduces a partial optimization metaheuristic (POPMUSIC) for the classical capacitated vehicle routing problem, which uses a branch-cut-and-price algorithm as a powerful heuristic to solve subproblems and consistently obtains better solutions for long runs.

COMPUTERS & OPERATIONS RESEARCH (2021)

Article Management

POPMUSIC for the travelling salesman problem

Eric D. Taillard et al.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2019)

Article Management

Solving a large multi-product production-routing problem with delivery time windows

Fabio Neves-Moreira et al.

OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE (2019)

Article Economics

Integrated optimization of location, inventory and routing in supply chain network design

Xiaojin Zheng et al.

TRANSPORTATION RESEARCH PART B-METHODOLOGICAL (2019)

Article Economics

Regression and extrapolation guided optimization for production-distribution with ship-buy-exchange options

Tao Wu et al.

TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW (2019)

Article Management

Sequential versus integrated optimization: Production, location, inventory control, and distribution

Maryam Darvish et al.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2018)

Article Operations Research & Management Science

A POPMUSIC-based approach for the berth allocation problem under time-dependent limitations

Eduardo Lalla-Ruiz et al.

ANNALS OF OPERATIONS RESEARCH (2017)

Article Economics

MIP models and a hybrid method for the capacitated air-cargo network planning and scheduling problems

Canrong Zhang et al.

TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW (2017)

Article Engineering, Industrial

A dynamic multi-plant lot-sizing and distribution problem

Maryam Darvish et al.

INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH (2016)

Article Computer Science, Interdisciplinary Applications

A bi-objective integrated procurement, production, and distribution problem of a multi-echelon supply chain network design: A new tuned MOEA

Keyvan Sarrafha et al.

COMPUTERS & OPERATIONS RESEARCH (2015)

Review Computer Science, Interdisciplinary Applications

The production routing problem: A review of formulations and solution algorithms

Yossiri Adulyasak et al.

COMPUTERS & OPERATIONS RESEARCH (2015)

Article Engineering, Industrial

An informative column generation and decomposition method for a production planning and facility location problem

Zhe Liang et al.

INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS (2015)

Article Management

Benders Decomposition for Production Routing Under Demand Uncertainty

Yossiri Adulyasak et al.

OPERATIONS RESEARCH (2015)

Review Management

Competitive supply chain network design: An overview of classifications, models, solution techniques and applications

Reza Zanjirani Farahani et al.

OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE (2014)

Article Computer Science, Interdisciplinary Applications

Formulations and Branch-and-Cut Algorithms for Multivehicle Production and Inventory Routing Problems

Yossiri Adulyasak et al.

INFORMS JOURNAL ON COMPUTING (2014)

Article Computer Science, Software Engineering

The optimal rounding

Timo Berthold

MATHEMATICAL PROGRAMMING COMPUTATION (2014)

Article Management

A matheuristic for the truck and trailer routing problem

Juan G. Villegas et al.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2013)

Article Engineering, Industrial

A matheuristic for aggregate production-distribution planning with mould sharing

Birger Raa et al.

INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS (2013)

Article Engineering, Industrial

Lagrangian relaxation heuristics for the uncapacitated single-source multi-product facility location problem

Ali Mohammad Nezhad et al.

INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS (2013)

Review Engineering, Industrial

A review and critique on integrated production-distribution planning models and techniques

Behnam Fahimnia et al.

JOURNAL OF MANUFACTURING SYSTEMS (2013)

Article Engineering, Multidisciplinary

A new approach to tactical and strategic planning in production-distribution networks

Mahdi Bashiri et al.

APPLIED MATHEMATICAL MODELLING (2012)

Article Engineering, Industrial

Genetic algorithm optimisation of an integrated aggregate production-distribution plan in supply chains

Behnam Fahimnia et al.

INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH (2012)

Article Engineering, Multidisciplinary

Integrated supply chain planning under uncertainty using an improved stochastic approach

Hadi Mohammadi Bidhandi et al.

APPLIED MATHEMATICAL MODELLING (2011)

Article Computer Science, Interdisciplinary Applications

Tabu search with path relinking for an integrated production-distribution problem

V. A. Armentano et al.

COMPUTERS & OPERATIONS RESEARCH (2011)

Article Management

An optimization framework for solving capacitated multi-level lot-sizing problems with backlogging

Tao Wu et al.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2011)

Article Computer Science, Artificial Intelligence

Biased random-key genetic algorithms for combinatorial optimization

Jose Fernando Goncalves et al.

JOURNAL OF HEURISTICS (2011)

Article Operations Research & Management Science

Exact Algorithms for Integrated Facility Location and Production Planning Problems

Thomas C. Sharkey et al.

NAVAL RESEARCH LOGISTICS (2011)

Article Computer Science, Artificial Intelligence

Application of fuzzy mathematical programming approach to the production allocation and distribution supply chain network problem

Bilge Bilgen

EXPERT SYSTEMS WITH APPLICATIONS (2010)

Article Computer Science, Hardware & Architecture

Integrating Facility Location and Production Planning Decisions

H. Edwin Romeijn et al.

NETWORKS (2010)

Review Management

Facility location and supply chain management - A review

M. T. Melo et al.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2009)

Article Computer Science, Interdisciplinary Applications

Fuzzy multi-objective production/distribution planning decisions with multi-product and multi-time period in a supply chain

Tien-Fu Liang

COMPUTERS & INDUSTRIAL ENGINEERING (2008)

Article Computer Science, Interdisciplinary Applications

A reactive GRASP and path relinking for a combined production-distribution problem

M. Boudia et al.

COMPUTERS & OPERATIONS RESEARCH (2007)

Article Management

Meta-heuristic approaches with memory and evolution for a multi-product production/distribution system design problem

Burcu B. Keskin et al.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2007)

Article Computer Science, Information Systems

Fuzzy-genetic approach to aggregate production-distribution planning in supply chain management

R. A. Aliev et al.

INFORMATION SCIENCES (2007)

Article Computer Science, Interdisciplinary Applications

Dynamic multi-commodity capacitated facility location: a mathematical modeling framework for strategic supply chain planning

MT Melo et al.

COMPUTERS & OPERATIONS RESEARCH (2006)

Article Computer Science, Software Engineering

The feasibility pump

M Fischetti et al.

MATHEMATICAL PROGRAMMING (2005)

Article Management

A hybrid genetic algorithm for production and distribution

FTS Chan et al.

OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE (2005)

Article Management

Efficient production-distribution system design

S Elhedhli et al.

MANAGEMENT SCIENCE (2005)

Article Computer Science, Interdisciplinary Applications

Hybrid genetic algorithm for multi-time period production/distribution planning

MS Gen et al.

COMPUTERS & INDUSTRIAL ENGINEERING (2005)

Article Computer Science, Software Engineering

Exploring relaxation induced neighborhoods to improve MIP solutions

E Danna et al.

MATHEMATICAL PROGRAMMING (2005)

Article Computer Science, Artificial Intelligence

An efficient k-means clustering algorithm:: Analysis and implementation

T Kanungo et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2002)

Article Management

Planning and coordination of production and distribution facilities for multiple commodities

V Jayaraman et al.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2001)

Article Engineering, Industrial

Spatial decomposition for a multi-facility production and distribution problem

C Dhaenens

INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS (2000)