Studies in Big Data. Series editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland

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1 Studies in Big Data Volume 15 Series editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland

2 About this Series The series Studies in Big Data (SBD) publishes new developments and advances in the various areas of Big Data- quickly and with a high quality. The intent is to cover the theory, research, development, and applications of Big Data, as embedded in the fields of engineering, computer science, physics, economics and life sciences. The books of the series refer to the analysis and understanding of large, complex, and/or distributed data sets generated from recent digital sources coming from sensors or other physical instruments as well as simulations, crowd sourcing, social networks or other internet transactions, such as s or video click streams and other. The series contains monographs, lecture notes and edited volumes in Big Data spanning the areas of computational intelligence incl. neural networks, evolutionary computation, soft computing, fuzzy systems, as well as artificial intelligence, data mining, modern statistics and Operations research, as well as self-organizing systems. Of particular value to both the contributors and the readership are the short publication timeframe and the world-wide distribution, which enable both wide and rapid dissemination of research output. More information about this series at

3 Ana Paula Ferreira Dias Barbosa Póvoa João Luis de Miranda Editors Operations Research and Big Data IO2015-XVII Congress of Portuguese Association of Operational Research (APDIO) ABC

4 Editors Ana Paula Ferreira Dias Barbosa Póvoa Instituto Superior Técnico Lisboa Portugal João Luis de Miranda Instituto Politécnico de Portalegre Portalegre Portugal ISSN ISSN (electronic) Studies in Big Data ISBN ISBN (ebook) DOI / Library of Congress Control Number: Springer Cham Heidelberg New York Dordrecht London c Springer International Publishing Switzerland 2015 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissions that may have been made. Printed on acid-free paper Springer International Publishing AG Switzerland is part of Springer Science+Business Media (

5 Preface It is our great pleasure to present this volume of Operations Research and Big Data, as the proceedings of the event IO 2015, the XVII Congress of the Portuguese Association of Operational Research, APDIO, held this year in Portalegre, Portugal. Through this conference we would like to highlight the contributions of the Portuguese Operational Research community to society with the focus of Operational Research and Big Data. This conference serves as a forum for scientific community and practitioners of operational research to discuss the current challenges that need to be addressed, and, to highlight new developments in the applications of methods, algorithms, and tools to solve a wide range of both real world and theoretical problems. IO 2015 includes three keynote lecturers from well-known experts in the area, Ayse Basar Bener (Ryerson University, Canada), António Pais Antunes (University of Coimbra, Portugal), and José Fernando Oliveira (University of Porto, Portugal). In addition close to 95 works will be presented, from which 29 papers have been accepted and published in this volume. These papers cover wide range of Operational Research topics and have been peer-reviewed by the scientific committee. We thank the scientific committee members for their timely and thorough reviews. We thank the IO 2015 Organization Committee for the materialization of this volume and finally, we also want to thank all the authors for their high quality manuscripts and for submitting them on time. We do hope the contents of this volume will serve as valuable reference to the scientific community and practitioners of operational research and a permanent record of the IO 2015 conference. Ana Paula Barbosa Póvoa João Miranda Susana Relvas (co-editor)

6 Contents A Model to Minimize Costs and Promote Species Persistence under Climate Change... 1 Diogo Alagador, Jorge Orestes Cerdeira A Fix-and-Relax Algorithm for Solving Parallel and Sequential Versions of a Multi-period Multi-product Closed Loop Supply Chain Design and Operation Planning Model... 9 Susana Baptista, Maria Isabel Gomes, Laureano Escudero, Pedro Medeiros, Filipe Cabrita Efficiency in Increasing Returns of Scale Frontier Juliana Benicio, João Carlos Soares de Mello, Lidia Angulo Meza Modeling Inter-sector Health Policy Options and Health Gains in a Long-term Care Network: A Location-Allocation Stochastic Planning Approach Teresa Cardoso, Mónica Duarte Oliveira, Ana Paula Barbosa-Póvoa, Stefan Nickel Optimization of Construction and Demolition Waste Management: Application to the Lisbon Metropolitan Area Mafalda Neiva Correia, Marta Castilho Gomes, Joaquim Duque Financial Structure, Product Market Decisions and Default Risk in an Asymmetric Duopoly Magali Costa, Cesaltina Pacheco Pires On the Optimization of Aircraft Maintenance Management Duarte Dinis, Ana Paula Barbosa-Póvoa

7 VIII Contents Petroleum Supply Chain Network Design and Tactical Planning with Demand Uncertainty Leão José Fernandes, Susana Relvas, Ana Paula Barbosa-Póvoa Modeling Lot Sizing and Scheduling in Practice Luis Guimarães, Gonçalo Figueira, Pedro Amorim, Bernardo Almada-Lobo Improving the Robustness of Bus Schedules Using an Optimization Model Joana Hora, Teresa Galvão Dias, Ana Camanho Airport Ground Movement Miriam Lobato, Filipe Carvalho, Ana Sofia Pereira, Agostinho Agra Optimization of a Recyclable Waste Collection System - The Valorsul Case Study Diogo Lopes, Tânia Rodrigues Pereira Ramos, Ana Paula Barbosa-Póvoa Simulated Annealing for Production Scheduling: A Case Study António Santos Marques, Nelson Chibeles-Martins, Tânia Pinto-Varela Applying Superquantile Regression to a Real-World Problem: Submariners Effort Index Analysis Sofia Isabel Miranda Recent Trends and Challenges in Planning and Scheduling of Chemical-Pharmaceutical Plants Samuel Moniz, Ana Paula Barbosa-Póvoa, Jorge Pinho de Sousa Planning Collection Routes with Multi-compartment Vehicles Adriano Dinis Oliveira, Tânia Rodrigues Pereira Ramos, Ana Lúcia Martins Pricing for Internet Sales Channels in Car Rentals Beatriz Brito Oliveira, Maria Antónia Carravilla, José Fernando Oliveira, Paula Raicar, Delfina Acácio, José Ferreira, Paulo Araújo Eco-efficiency Assessment at Firm Level: An Application to the Mining Sector Renata Oliveira, Ana Camanho, Andreia Zanella

8 Contents IX Exploring a Column Generation Approach for a Routing Problem with Sequential Packing Constraints Telmo Pinto, Cláudio Alves, José Valério de Carvalho Design of Retail Backroom Storage: A Research Opportunity? Maria Pires, Pedro Amorim, Jorge Liz, Joaquim Pratas The Suppliers Selection Problem: A Case Study Mariana Costa, Cristina Requejo, Filipe Rodrigues An Integrated Decision Support System to Assess the Sustainability of Demand Responsive Transport Systems Ana Cecília Ribeiro, Maria Sameiro Carvalho, José Telhada GPU-Based Computing for Nesting Problems: The Importance of Sequences in Static Selection Approaches Pedro Rocha, Rui Rodrigues, A. Miguel Gomes, Cláudio Alves Measures in Sectorization Problems Ana Maria Rodrigues, José Soeiro Ferreira Integrated Cutting and Production Planning: A Case Study in a Home Textile Manufacturing Company Elsa Silva, Cátia Viães, José F. Oliveira, Maria Antónia Carravilla The Cutting Stock Problem: A Case Study in a Manufacturer of Pet Vivaria Carla Sousa, Elsa Silva, Manuel Lopes, António Ramos Mathematics/Operations Research and Temperature on Cancer: A First Overview Ana Paula Teixeira, Regina de Almeida Performance Assessment of Children and Youth Households Clara Bento Vaz, Jorge Alves, Ivo Mendes Distribution Supply Chain Inventory Planning under Uncertainty Joaquim Jorge Vicente, Susana Relvas, Ana Paula Barbosa-Póvoa Author Index

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