Marcos Goycoolea
Business Analytics and Quantitative Methods Group
Facultad de Economía y Administración,
Pontificia Universidad Católica de Chile
Campus San Joaquín.
Vicuña Mackenna 4860.
Macul, Santiago, Chile
marcos.goycoolea at uc dot cl
Phone number: +56 95 504 5484
ORCID id: 0000-0003-1904-7215
Background:
I am currently an associate professor at the Business School of Pontificia Universidad Catolica de Chile. I hold a PhD in Industrial Engineering from the School of Industrial and Systems Engineering (ISYE) of Georgia Tech. I have an undergraduate degree in Mathematical Engineering which I obtained from the School of Engineering of Universidad de Chile. I teach courses related to Operations Management and conduct research, both theoretical and applied, on Mathematical Programming and Operations Research. Some of my research interests include: scheduling operations for forestry and mining, the traveling salesman problem, and mixed integer programming methodologies.
I lead Alicanto Labs, a small technology company that transfers adademic research on strategic mine planning. We develop a large-scale production scheduling software for Open Pit and Underground Mining that we call Alicanto Solver. We have recently started working on stochastic and sustainable mine planning. Alicanto Solver currently powers the Deswik.GO software, used by many of the world's largest mining companies. We have also used Alicanto Solver in a number consulting projects requiring customized planning solution.
Publications:
Title: A target-time-windows technique for project scheduling under uncertainty.
Author(s): Lamas, P; Goycoolea, M; Newman, A; Pagnoncelli, B.
Source: European Journal of Operational Research. Volume 314, Issue 2, pp 792--806. April, 2024.
Document: [source]
Title: Optimization Strategies for Resource-Constrained Project Scheduling Problems in Underground Mining.
Author(s): Hill, A; Brickey, A; Cipriano, I; Goycoolea, M; Newman, A.
Source: INFORMS Journal on Computing. Published Online Augusted 12, 2022.
Document: [source]
Note: In November 2023, this paper received the Best Paper Award, from the Section in Energy and Natural Resources of the INFORMS society.
Title: Underground Mine Scheduling Under Uncertainty.
Author(s): Nesbitt, P; Blake, L; Lamas, P; Goycoolea, M; Pagnoncelli, B; Newman, A; Brickey A.
Source: European Journal of Operational Research. Volume 294, Issue 1, pp 340--352. 2021. Published online January 12, 2021.
Document: [source] [pdf]
Title: Predicting out-of-stocks using machine learning: an application in a retail packaged foods manufacturing company.
Author(s): Rozas Andaur, J.M.; Ruz, G.A., Goycoolea, M.
Source: Electronics. Volume 10, 2787.
Document: [source] [pdf]
Title: Lane's Algorithm Revisited.
Author(s): Goycoolea, M; Lamas, P; Pagnoncelli, P; Piazza, A.
Source: Management Science. Volume 67, Issue 5, pp 3087--3103, 2021. Published online Oct 2, 2020.
Document: [source]
Title: Production scheduling for strategic open pit mine planning: A mixed integer programming approach.
Author(s): Rivera, O; Espinoza, D; Goycoolea, M; Moreno, E.; Munoz, G.
Source: Operations Research. Volume 68, Issue 5, pp 1425--1444, 2021. Published online Aug 27, 2020.
Document: [source]
Title: Barrick's Turquoise Ridge Gold Mine Optimizes Underground Production Scheduling Operations.
Author(s): Brickey, A; Chowdu, A; Newman, A; Goycoolea, M; Godard, R.
Source: INFORMS Journal of Applied Analytics. Volume 51. Issue 2. pp 91--165. 2021. Published online July 22, 2019.
Document: [source]
Title: The Generalized Reserve Set Covering Problem with Connectivity and Buffer Requirements.
Author(s): Alvarez-Miranda, E; Goycoolea, M; Ljubic, I; Sinnl, M.
Source: European Journal of Operational Research. Volume 289,Issue 3. pp 1013--1029. 2021. Published online July 24, 2020.
Document: [source]
Title: A Multi-Mode Resource-Constrained Project Scheduling Reformulation for the Waterway Ship Scheduling Problem.
Author(s): Hill, A.; Lalla-Ruiz E.; Voss S.; Goycoolea, M.
Source: Journal of Scheduling. Volume 22, Issue 2, pp 173--182. April, 2019.
Document: [source]
Title: A study of the Bienstock-Zuckerberg algorithm, Applications in Mining and Resource Constrained Project Scheduling.
Author(s): Munoz, G;. Espinoza, D.; Goycoolea, M.; Moreno, E.; Queyranne, M.; Rivera, O.
Source: Computational Optimization and Applications. Volume 69, Issue 2, pp 501--534. March, 2018.
Document: [source] [pdf]
Title: Optimizing the open pit-to-underground mining transition.
Author(s): King, B; Goycoolea, M; Newman, A.
Source: European Journal of Operational Research. Volume 257, Issue 1. pp 297--309. February, 2017.
Document: [source] [pdf]
Title: New integer programming models for tactical and strategic underground production scheduling.
Author(s): King, B; Goycoolea, M; Newman, A.
Source: Mining Engineering. Volume 69, Issue 3. pp 37--42. March, 2017.
Document: [source] [pdf]
Title: The precedence constrained knapsack problem: Separating maximally violated inequalities.
Author(s): Esiponoza, D; Goycoolea, M; Moreno, E.
Source: Discrete Applied Mathematics. Volume 194, pp 65-80. 2015.
Document: [source] [pdf]
Title: Imposing Connectivity Constraints in Forest Planning Models
Author(s): Carvajal, R; Constantino, M; Goycoolea, M; Vielma, JP; Weintraub, A
Source: Operations Research. Volume 61, Issue 4. Pages: 824-836. 2013.
Document: [source] [pdf]
Note: In November 2015, this paper received the Forestry Best Paper Award, from the Section in Energy and Natural Resources of the INFORMS society.
Title: MineLib: A Library of Open Pit Mining Problems
Author(s): Espinoza, D; Goycoolea, M; Moreno, E; Newman, A
Source: Annals of Operations Research. Volume: 206 Issue 1 Pages: 93-114. 2013.
Document: [source] [pdf]
Note: Direct access to the MineLib repository http://mansci.uai.cl/minelib
Title: A new algorithm for the open-pit mine production scheduling problem
Author(s): Chicoisne, R; Espinoza, D; Goycoolea, M; Moreno, E; Rubio, E
Source: Operations Research Volume: 60 Issue 3 Pages: 517-528. 2012.
Document: [source] [pdf]
Title: On the exact separation of mixed integer knapsack cuts
Author(s): Fukasawa, R; Goycoolea, M
Source: Mathematical Programming Volume: 128 Issue: 1-2 Pages: 19-41 Published: 2011
Document: [source] [pdf]
Title: A heuristic to generate rank-1 GMI cuts
Author(s): Dash, S; Goycoolea, M
Source: Mathematical Programming Computation Volume: 2 Issue: 3-4 Pages: 231-257 Published: 2010
Document: [source] [pdf]
Title: Generalized Domino-Parity Inequalities for the Symmetric Traveling Salesman Problem
Author(s): Cook, WJ; Espinoza, DG; Goycoolea, M
Source: Mathematics of Operations Research Volume: 35 Issue: 2 Pages: 479-493 Published: 2010
Document: [source] [pdf]
Title: Lifting, tilting and fractional programming revisited
Author(s): Espinoza, D; Fukasawa, R; Goycoolea, M
Source: Operations Research Letters Volume: 38 Issue: 6 Pages: 559-563 Published: 2010
Document: [source] [pdf]
Title: Two-Step MIR Inequalities for Mixed Integer Programs
Author(s): Dash, S; Goycoolea, M; Gunluk, O
Source: Informs Journal on Computing Volume: 22 Issue: 2 Pages: 236-249 Published: 2010
Document: [source] [pdf]
Title: Certification of an optimal TSP tour through 85,900 cities
Author(s): APPLEGATE, DL; BIXBY, RE; CHVATAL, V; et al.
Source: OPERATIONS RESEARCH LETTERS Volume: 37 Issue: 1 Pages: 11-15 Published: JAN 2009
Document: [source] [pdf]
Title: Evaluating Approaches for Solving the Area Restriction Model in Harvest Scheduling
Author(s): GOYCOOLEA, M; MURRAY, A; VIELMA, JP; et al.
Source: FOREST SCIENCE Volume: 55 Issue: 2 Pages: 149-165 Published: APR 2009
Document: [pdf]
Title: Numerically Safe Gomory Mixed-Integer Cuts
Author(s): COOK, W; DASH, S; FUKASAWA, R; et al.
Source: INFORMS JOURNAL ON COMPUTING Volume: 21 Issue: 4 Pages: 641-649 Published: 2009
Document: [source] [pdf]
Title: Per-seat, on-demand air transportation Part I: Problem description and an integer multicommodity flow model
Author(s): ESPINOZA, D; GARCIA, R; GOYCOOLEA, M; et al.
Source: TRANSPORTATION SCIENCE Volume: 42 Issue: 3 Pages: 263-278 Published: AUG 2008
Document: [source] [pdf]
Title: Per-seat, on-demand air transportation Part II: Parallel local search
Author(s): ESPINOZA, D; GARCIA, R; GOYCOOLEA, M; et al.
Source: TRANSPORTATION SCIENCE Volume: 42 Issue: 3 Pages: 279-291 Published: AUG 2008
Document: [source] [pdf]
Title: Computing with domino-parity inequalities for the traveling salesman problem (TSP)
Author(s): COOK, W; ESPINOZA, DG; GOYCOOLEA, M
Source: INFORMS JOURNAL ON COMPUTING Volume: 19 Issue: 3 Pages: 356-365 Published: SUM 2007
Document: [source] [pdf]
Title: Harvest scheduling subject to maximum area restrictions: Exploring exact approaches
Author(s): GOYCOOLEA, M; MURRAY, AT; BARAHONA, F; et al.
Source: OPERATIONS RESEARCH Volume: 53 Issue: 3 Pages: 490-500 Published: MAY-JUN 2005
Document: [pdf]
Note: In November 2007 this paper received the Forestry Best Paper Award, from the Section in Energy and Natural Resources of the INFORMS society.
Title: Incorporating average and maximum area restrictions in harvest scheduling models
Author(s): MURRAY, AT; GOYCOOLEA, M; WEINTRAUB, A
Source: CANADIAN JOURNAL OF FOREST RESEARCH-REVUE CANADIENNE DE RECHERCHE FORESTIERE Volume: 34 Issue: 2 Pages: 456-464 Published: FEB 2004
Document: [pdf]
Submitted:
Title: Computational Tradeoffs of Optimization-Based Bound Tightening in ReLU Networks
Author(s): Badilla, F; Goycoolea, M; Munoz, G; Serra, T
Title: Scheduling by Pushbacks: A historical review of optimization approaches for strategic open pit mine planning.
Author(s): Abalos, P; Brickey, A; Goycoolea, M
Source: Submitted document available online at SSRN. Feb 14, 2025.
Document: [source]
Extended abstracts and technical notes:
Title: Strategic Open Pit Mine Optimization
Author(s): Goycoolea, M; Rivera, O
Source: Encyclopedia of Optimization, 2023
[source]
Title: Mine schedule optimization and operational realities: bridging the gap.
Author(s): Brickey, A; Chowdu, A; Goycoolea, M
Source: Proceedings of 39th APCOM. Wroclaw, Poland. June, 2019.
[pdf]
Title: A two-stage stochastic model for open pit mine planning under geological uncertainty.
Author(s): Moreno, E; Emery, X; Goycoolea, M; Morales, N; Nelis, G
Source: Proceedings of 38th APCOM. 2017. pp 13-27 to 13-33.
[pdf]
Title: Comparing New and Traditional Methodologies for Production Scheduling in Open Pit Mining.
Author(s): Goycoolea, M; Espinoza, D; Moreno, E; Rivera, O
Source: Proceedings of APCOM. Fairbanks, Alaska. May, 2015. pp 352-359.
[pdf]
Title: Linear Programming Approximations for Modeling Instant-Mixing Stockpiles.
Author(s): Moreno, E; Ferreira, F; Goycoolea, M; Espinoza, D; Newman, A; Rezakhah, M
Source: Proceedings of APCOM. Fairbanks, Alaska. May, 2015. pp 582-587.
[pdf]
Title: Direct optimization of an open cut scheduling policy.
Author(s): Goycoolea, M; Moreno, E; Rivera, O
Source: Proceedings of APCOM. Porto Alegre, Brazil. November, 2013.
[pdf]
Title: Open pit mine scheduling under uncertainty: a robust approach.
Author(s): Espinoza, D; Goycoolea, M; Moreno, E; Munoz, G; Queyranne, M
Source: Proceedings of APCOM. Porto Alegre, Brazil. November, 2013.
[pdf]
Title: Large-scale multi-period precedence constrained knapsack problems: A mining application.
Author(s): Moreno, E; Espinoza, D; Goycoolea, M
Source: Electronic Notes in Discrete Mathematics, Proceedings of ISCO (Tunisia). Volume 36. Pages: 407-414. Published: March, 2010.
[pdf]
Title: A scalable approach to optimal block sequencing.
Author(s): Amaya, J; Espinoza, D; Goycoolea, M; Moreno, E; Prevost, T; Rubio, T
Source: Proceedings of APCOM (Vancouver). Published: October, 2009.
[pdf]
Title: On the exact separation of mixed integer knapsack cuts
Author(s): FUKASAWA, R; GOYCOOLEA, M
Source: Integer Programming and Combinatorial Optimization, Proceedings Volume: 4513 Pages: 225-239 Published: 2007
[pdf]
Title: A study of domino-parity and k-parity constraints for the TSP
Author(s): COOK, W; ESPINOZA, D; GOYCOOLEA, M
Source: INTEGER PROGRAMMING AND COMBINATORIAL OPTIMIZATION, PROCEEDINGS. Lecture Notes in Computer Science. Volume: 3509 Pages: 452-467 Published: 2005
[pdf]
Title: An adjacency-modeling problem based on constructing harvesting areas
Author(s): EPSTEIN, R; GOYCOOLEA, M; MURRAY, AT; et al.
Editor(s): Arthaud, GJ; Barret, TN
Source: SYSTEMS ANALYSIS IN FOREST RESOURCES, PROCEEDINGS Volume: 7 Pages: 279-289 Published: 2003
Grants:
- "An integer programming approach to production scheduling, with applications in mining, astronomy and other problems." 2023 - 2026. Principal investigator, together with Rodrigo Carrasco and Orlando Rivera. FONDECYT 1231092.
- "Sistema integral de planificacion minera sujeto a incertidumbre geometalurgica." (A comprehensive system for mine planning subject to geometallurgical uncertainty). 2022 - 2023. Director. Together with Eduardo Moreno and Nicolas Loira. FONDEF ID21|10184.
- "Alicanto Scheduler: Optimizacion en gestion de proyectos para planificacion minera subterranea." (Alicanto Scheduler: Optimization for project management in underground mine planning. 2019 - 2021. Subdirector. Together with Eduardo Moreno and Nicolas Loira. FONDEF ID19|10164.
- "Empaquetamiento y validación de Alicanto Scheduler, una tecnología de optimización para la planificación minera.." (Packaging and validation of Alicanto Scheduler, an optimization technology for mine planning). 2019 - 2021. Subdirector. Together with Eduardo Moreno and Nicolas Loira. CORFO I+D 18ITE2-103346.
- "Tecnologias de optimizacion en gestion de proyectos para la resolucion de problemas de planificacion minera estrategica." (Project management technologies for solving strategic mine planning problems). 2017 - 2018. Subdirector. Together with E. Moreno. FONDEF IT16M10006.
- "Production scheduling: a mathematical programming approach and applications to natural resource management." 2015 - 2018. Principal investigator, together with Rodrigo Carrasco and Rodolfo Carvajal from Universidad Adolfo Ibanez. FONDECYT 1151098.
- "Large scale optimization and uncertainty: Challenges in strategic mine planning. An interdisciplinary approach.." 2016-2018. Director. CONICYT Pia Anillo 1407.
- "Synergies for Ameliorations and Mastering of Branch-and-Price-and-Cut based Algorithms." 2014-2015. One of five principal investigators (Chile Satellite Team). INRIA Associate Teams Program.
- "Advanced Decomposition Techniques for Non-Linear Optimization." 2013 - 2014. One of three principal investigators. MISTI MIT-Chile Seed Fund.
- "Proximal cutting planes for mixed integer programming and applications to the traveling salesman problem and mixed integer second order cone programming ." 2011 - 2014. Principal investigator, together with Daniel Espinoza from Universidad de Chile. FONDECYT 1110674.
- "Mathematical Modeling for Industrial and Management Science Applications: An Interdisciplinary Approach." 2010 - 2013. One of five principal investigators, and subdirector. ANILLO ACT-88.
- "Methodologies for Mixed Integer Linear Programming Models." 2007 - 2010. Principal Investigator. FONDECYT (Iniciación) 11075028.
- "Sistemas complejos, computación evolutiva y aplicaciones a la planificación minera." 2007 - 2010. One of four principal investigators. FONDEF D06I1031.
- "Proyecto Basal: Centro de Modelamiento Matematico de la Universidad de Chile." 2008 - 2013. Invited Investigator.
Co-authors:
Jorge Amaya,
David Applegate,
Francisco Barahona,
Robert Bixby,
Rodolfo Carvajal,
Renaud Chicoisne,
Vasek Chvatal,
Miguel Constantino,
Bill Cook,
Sanjeeb Dash,
Rafael Epstein,
Daniel Espinoza,
Ricardo Fukasawa,
Oktay Gunluk,
Keld Helsgaun,
Eduardo Moreno,
Alan Murray,
George Nemhauser,
Alexandra Newman,
Bernardo Pagnoncelli,
Thomas Prevost,
Enrique Rubio,
Martin Savelsbergh,
Juan Pablo Vielma,
Andrés Weintraub,
Note: More pictures available on this website -- if you can find them!
