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Journal of Simulation Volume 11, 2017 - Issue 1: Simulation in Production and Logistics
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Original Article

Supporting multi-depot and stochastic waste collection management in clustered urban areas via simulation–optimization

A GrulerDepartment of Computer Science – IN3Open University of Catalonia Av. Carl Friedrich Gauss 5 08860CastelldefelsSpain
,
C FikarInstitute of Production and LogisticsUniversity of Natural Resources and Life Sciences Gregor–Mendel-Straße 33 1180ViennaAustria
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A A JuanDepartment of Computer Science – IN3Open University of Catalonia Av. Carl Friedrich Gauss 5 08860CastelldefelsSpainCorrespondence[email protected]
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P HirschInstitute of Production and LogisticsUniversity of Natural Resources and Life Sciences Gregor–Mendel-Straße 33 1180ViennaAustria
&
C Contreras-BoltonDEIUniversity of Bologna Viale Risorgimento 2 40136BolognaItaly
Pages 11-19 | Received 02 Feb 2016, Accepted 11 May 2016, Published online: 19 Dec 2017

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Karishma & Shrisha Rao. (2023) Cooperative solutions to exploration tasks under speed and budget constraints. Journal of Simulation 17:6, pages 676-687.
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Stephanie Alvarez Fernandez, Daniele Ferone, Angel Juan & Daniele Tarchi. (2022) A simheuristic algorithm for video streaming flows optimisation with QoS threshold modelled as a stochastic single-allocation p-hub median problem. Journal of Simulation 16:5, pages 480-493.
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Carlos L. Quintero-Araujo, Daniel Guimarans & Angel A. Juan. (2021) A simheuristic algorithm for the capacitated location routing problem with stochastic demands. Journal of Simulation 15:3, pages 217-234.
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B. S. Onggo, Canan G. Corlu, Angel A. Juan, Thomas Monks & Rocio de la Torre. (2021) Combining symbiotic simulation systems with enterprise data storage systems for real-time decision-making. Enterprise Information Systems 15:2, pages 230-247.
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Daniele Ferone, Aljoscha Gruler, Paola Festa & Angel A. Juan. (2019) Enhancing and extending the classical GRASP framework with biased randomisation and simulation. Journal of the Operational Research Society 70:8, pages 1362-1375.
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Bertha Santos & Cláudia Mendes. (2024) GIS-based approach for optimizing biowaste collection services in rural small sized municipalities. Waste Management Bulletin 2:1, pages 9-20.
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Christian Fikar, Björn Johansson, Karsten Beyer & Marvin Auf der Landwehr. 2024. Energy-Related Material Flow Simulation in Production and Logistics. Energy-Related Material Flow Simulation in Production and Logistics 141 177 .
Christina Hess, Alina G. Dragomir, Karl F. Doerner & Daniele Vigo. (2023) Waste collection routing: a survey on problems and methods. Central European Journal of Operations Research.
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Carolien Lavigne, Dirk Inghels, Wout Dullaert & Reginald Dewil. (2023) A memetic algorithm for solving rich waste collection problems. European Journal of Operational Research 308:2, pages 581-604.
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Rafael D. Tordecilla, Jairo R. Montoya‐Torres, Carlos L. Quintero‐Araujo, Javier Panadero & Angel A. Juan. (2022) The location routing problem with facility sizing decisions. International Transactions in Operational Research 30:2, pages 915-945.
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Wenxing Lan, Ziyuan Ye, Peijun Ruan, Jialin Liu, Peng Yang & Xin Yao. (2022) Region-Focused Memetic Algorithms With Smart Initialization for Real-World Large-Scale Waste Collection Problems. IEEE Transactions on Evolutionary Computation 26:4, pages 704-718.
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Juliana Castaneda, Elnaz Ghorbani, Majsa Ammouriova, Javier Panadero & Angel A. Juan. (2022) Optimizing Transport Logistics under Uncertainty with Simheuristics: Concepts, Review and Trends. Logistics 6:3, pages 42.
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F K Alqahtani, Y K Alswailem, A M Alshabragi & M A Sherif. (2022) Smart Planning of Waste Management System in Saudi Arabia; Challenges and Opportunities. IOP Conference Series: Earth and Environmental Science 1026:1, pages 012035.
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Sicheng Zhang, Jianwen Zhang, Zhiwei Zhao & Chunlin Xin. (2021) Robust Optimization of Municipal Solid Waste Collection and Transportation with Uncertain Waste Output: A Case Study. Journal of Systems Science and Systems Engineering 31:2, pages 204-225.
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Angel A. Juan, Alfons Freixes, Pedro Copado, Javier Panadero, Juan F. Gomez & Carles Serrat. (2021) A Genetic Algorithm Simheuristic for the Open UAV Task Assignment and Routing Problem with Stochastic Traveling and Servicing Times. A Genetic Algorithm Simheuristic for the Open UAV Task Assignment and Routing Problem with Stochastic Traveling and Servicing Times.
Hasan Hüseyin Turan, Sanath Darshana Kahagalage, Fatemeh Jalalvand & Sondoss El Sawah. (2021) A multi-objective simulation–optimization for a joint problem of strategic facility location, workforce planning, and capacity allocation: A case study in the Royal Australian Navy. Expert Systems with Applications 186, pages 115751.
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A. Gnanavelbabu, Rylan H. Caldeira & T. Vaidyanathan. (2021) A simulation-based modified backtracking search algorithm for multi-objective stochastic flexible job shop scheduling problem with worker flexibility. Applied Soft Computing 113, pages 107960.
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Carolien Lavigne, Jeroen Beliën & Reginald Dewil. (2021) An exact routing optimization model for bio-waste collection in the Brussels Capital Region. Expert Systems with Applications 183, pages 115392.
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Peter Keenan, Javier Panadero, Angel A. Juan, Rafael Martí & Seán McGarraghy. (2021) A strategic oscillation simheuristic for the Time Capacitated Arc Routing Problem with stochastic demands. Computers & Operations Research 133, pages 105377.
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Juan I. Latorre-Biel, Daniele Ferone, Angel A. Juan & Javier Faulin. (2021) Combining simheuristics with Petri nets for solving the stochastic vehicle routing problem with correlated demands. Expert Systems with Applications 168, pages 114240.
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Rylan H Caldeira & A Gnanavelbabu. (2020) A simheuristic approach for the flexible job shop scheduling problem with stochastic processing times. SIMULATION 97:3, pages 215-236.
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Pedro A. Villarinho, Javier Panadero, Luciana S. Pessoa, Angel A. Juan & Fernando L. Cyrino Oliveira. (2020) A simheuristic algorithm for the stochastic permutation flow‐shop problem with delivery dates and cumulative payoffs. International Transactions in Operational Research 28:2, pages 716-737.
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Leandro do C. Martins, Rocio de la Torre, Canan G. Corlu, Angel A. Juan & Mohamed A. Masmoudi. (2021) Optimizing ride-sharing operations in smart sustainable cities: Challenges and the need for agile algorithms. Computers & Industrial Engineering 153, pages 107080.
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Hasan Dündar, Mine Ömürgönülşen & Mehmet Soysal. (2021) A review on sustainable urban vehicle routing. Journal of Cleaner Production 285, pages 125444.
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Rafael D. Tordecilla, Pedro J. Copado-Méndez, Javier Panadero, Carlos L. Quintero-Araujo, Jairo R. Montoya-Torres & Angel A. Juan. (2021) Combining Heuristics with Simulation and Fuzzy Logic to Solve a Flexible-Size Location Routing Problem under Uncertainty. Algorithms 14:2, pages 45.
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Rafael D. Tordecilla, Leandro do C. Martins, Miguel Saiz, Pedro J. Copado-Mendez, Javier Panadero & Angel A. Juan. 2021. Computational Management. Computational Management 383 407 .
Diego Oliva, Pedro Copado, Salvador Hinojosa, Javier Panadero, Daniel Riera & Angel A. Juan. (2020) Fuzzy Simheuristics: Solving Optimization Problems under Stochastic and Uncertainty Scenarios. Mathematics 8:12, pages 2240.
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Rafael D. Tordecilla, Javier Panadero, Angel A. Juan, Carlos L. Quintero-Araujo & Jairo R. Montoya-Torres. (2020) A Simheuristic Algorithm for the Location Routing Problem with Facility Sizing Decisions and Stochastic Demands. A Simheuristic Algorithm for the Location Routing Problem with Facility Sizing Decisions and Stochastic Demands.
Christopher Bayliss, Marti Serra, Mariem Gandouz, Angel A. Juan & Armando Nieto. (2020) A Simheuristic Algorithm for Reliable Asset and Liability Management Under Uncertainty Scenarios. A Simheuristic Algorithm for Reliable Asset and Liability Management Under Uncertainty Scenarios.
Barry B. Barrios, Angel A. Juan, Javier Panadero, Klaus Altendorfer, Andreas J. Peirleitner & Alejandro Estrada-Moreno. (2020) On the use of Simheuristics to Optimize Safety-Stock Levels in Material Requirements Planning with Random Demands. On the use of Simheuristics to Optimize Safety-Stock Levels in Material Requirements Planning with Random Demands.
Javier Panadero, Angel A. Juan, Alfons Freixes, Manel Grifoll, Carles Serrat & Mohammad Dehghanimohamamdabadi. (2020) An Agile Simheuristic for the Stochastic Team Task Assignment and Orienteering Problem: Applications to Unmanned Aerial Vehicles. An Agile Simheuristic for the Stochastic Team Task Assignment and Orienteering Problem: Applications to Unmanned Aerial Vehicles.
Angie Ramirez-Villamil, Jairo R. Montoya-Torres & Anicia Jaegler. (2020) A Simheuristic for the Stochastic Two-Echelon Capacitated Vehicle Routing Problem. A Simheuristic for the Stochastic Two-Echelon Capacitated Vehicle Routing Problem.
David Raba, Alejandro Estrada‐Moreno, Javier Panadero & Angel A. Juan. (2020) A reactive simheuristic using online data for a real‐life inventory routing problem with stochastic demands. International Transactions in Operational Research 27:6, pages 2785-2816.
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Leandro do C. Martins, Christopher Bayliss, Pedro J. Copado-Méndez, Javier Panadero & Angel A. Juan. (2020) A Simheuristic Algorithm for Solving the Stochastic Omnichannel Vehicle Routing Problem with Pick-up and Delivery. Algorithms 13:9, pages 237.
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Alejandro Estrada-Moreno, Albert Ferrer, Angel A. Juan, Javier Panadero & Adil Bagirov. (2020) The Non-Smooth and Bi-Objective Team Orienteering Problem with Soft Constraints. Mathematics 8:9, pages 1461.
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M. Rabe, M. Deininger & A.A. Juan. (2020) Speeding up computational times in simheuristics combining genetic algorithms with discrete-Event simulation. Simulation Modelling Practice and Theory 103, pages 102089.
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Mário S. Santos, Thomás V.B. Pinto, Ênio Lopes Júnior, Luciano P. Cota, Marcone J.F. Souza & Thiago A.M. Euzébio. (2020) Simheuristic-based decision support system for efficiency improvement of an iron ore crusher circuit. Engineering Applications of Artificial Intelligence 94, pages 103789.
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Şafak Kızıltaş, Hacı Mehmet Alakaş & Tamer Eren. (2020) Collection of recyclable wastes within the scope of the Zero Waste project: heterogeneous multi-vehicle routing case in Kirikkale. Environmental Monitoring and Assessment 192:8.
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Laura Calvet, Rocio de la Torre, Anita Goyal, Mage Marmol & Angel Juan. (2020) Modern Optimization and Simulation Methods in Managerial and Business Economics: A Review. Administrative Sciences 10:3, pages 47.
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Canan G. Corlu, Rocio de la Torre, Adrian Serrano-Hernandez, Angel A. Juan & Javier Faulin. (2020) Optimizing Energy Consumption in Transportation: Literature Review, Insights, and Research Opportunities. Energies 13:5, pages 1115.
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Angel Alejandro Juan, Canan Gunes Corlu, Rafael David Tordecilla, Rocio de la Torre & Albert Ferrer. (2019) On the Use of Biased-Randomized Algorithms for Solving Non-Smooth Optimization Problems. Algorithms 13:1, pages 8.
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Angel A. Juan, Javier Panadero, Lorena Reyes-Rubiano, Javier Faulin, Rocio de la Torre & Ignacio Latorre. (2019) Simulation-Based Optimization in Transportation and Logistics: Comparing Sample Average Approximation with Simheuristics. Simulation-Based Optimization in Transportation and Logistics: Comparing Sample Average Approximation with Simheuristics.
Javier Ferrer & Enrique Alba. (2019) BIN-CT: Urban waste collection based on predicting the container fill level. Biosystems 186, pages 103962.
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Laura Calvet, Dandan Wang, Angel Juan & Lluc Bové. (2018) Solving the multidepot vehicle routing problem with limited depot capacity and stochastic demands. International Transactions in Operational Research 26:2, pages 458-484.
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Tamás Bányai, Péter Tamás, Béla Illés, Živilė Stankevičiūtė & Ágota Bányai. (2019) Optimization of Municipal Waste Collection Routing: Impact of Industry 4.0 Technologies on Environmental Awareness and Sustainability. International Journal of Environmental Research and Public Health 16:4, pages 634.
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M. Rabbani, R. Heidari & R. Yazdanparast. (2019) A stochastic multi-period industrial hazardous waste location-routing problem: Integrating NSGA-II and Monte Carlo simulation. European Journal of Operational Research 272:3, pages 945-961.
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Javier Faulin, Scott E. Grasman, Angel A. Juan & Patrick Hirsch. 2019. Sustainable Transportation and Smart Logistics. Sustainable Transportation and Smart Logistics 3 23 .
Daniel Guimarans, Oscar Dominguez, Javier Panadero & Angel A. Juan. (2018) A simheuristic approach for the two-dimensional vehicle routing problem with stochastic travel times. Simulation Modelling Practice and Theory 89, pages 1-14.
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Parth Jatinkumar Shah, Theodoros Anagnostopoulos, Arkady Zaslavsky & Sara Behdad. (2018) A stochastic optimization framework for planning of waste collection and value recovery operations in smart and sustainable cities. Waste Management 78, pages 104-114.
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Bochra Rabbouch, Rafaa Mraihi & Foued Saâdaoui. 2018. Hybrid Intelligent Systems. Hybrid Intelligent Systems 147 157 .
Manuel Chica & Angel A. Juan PPrez. (2017) Why Simheuristics? Benefits, Limitations, and Best Practices When Combining Metaheuristics with Simulation. SSRN Electronic Journal.
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