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Cutting, packing, lot-sizing and scheduling problems and their integration in industrial and logistics settings

Grant number: 10/10133-0
Support Opportunities:Research Projects - Thematic Grants
Duration: December 01, 2010 - November 30, 2015
Field of knowledge:Engineering - Production Engineering - Operational Research
Principal Investigator:Reinaldo Morabito Neto
Grantee:Reinaldo Morabito Neto
Host Institution: Centro de Ciências Exatas e de Tecnologia (CCET). Universidade Federal de São Carlos (UFSCAR). São Carlos , SP, Brazil
Pesquisadores principais:
Débora Pretti Ronconi ; Horacio Hideki Yanasse ; Marcos Nereu Arenales ; Maria Do Socorro Nogueira Rangel ; Vinicius Amaral Armentano
Associated researchers:Adriana Cristina Cherri ; Alysson Machado Costa ; Andrea Carla Gonçalves Vianna ; Carlos Alberto Alonso Sanches ; Celso Satoshi Sakuraba ; Cláudio Nogueira de Meneses ; Deisemara Ferreira ; Denise Sato Yamashita ; Douglas José Alem Junior ; Eli Angela Vitor Toso ; Ernesto Julián Goldberg Birgin ; Franklina Maria Bragion de Toledo ; José Carlos Becceneri ; Kelly Cristina Poldi ; Luiz Leduíno de Salles Neto ; Mariá Cristina Vasconcelos Nascimento Rosset ; Maria José Pinto ; Marina Andretta ; Maristela Oliveira dos Santos ; Moacir Godinho Filho ; Mônica Maria De Marchi ; Nei Yoshihiro Soma ; Roberto Fernandes Tavares Neto ; Robinson Samuel Vieira Hoto ; Sadao Massago ; Silvia Maria Pereira Grandi dos Santos ; Silvio Alexandre de Araujo ; Sônia Cristina Poltroniere ; Vitória Maria Miranda Pureza
Associated grant(s):15/05193-7 - 27th European Conference on Operational Research, AR.EXT
14/15026-8 - XVII Latin-Iberian-American Conference on Operations Research (CLAIO), AR.EXT
14/13228-2 - OR56 Annual Conference, AR.EXT
+ associated grants 13/05771-5 - 26th European Conference Operational Research, AR.EXT
13/00030-7 - Nesting problem: novel models and algorithms to new applications, AV.EXT
12/00464-4 - Models and resolution methods for the nesting problem, AV.EXT - associated grants
Associated scholarship(s):15/23110-1 - Primal-dual methods for solving optimization problems applied to industrial an logistic contexts, BP.IC
14/27334-9 - A study of sustainable supply chain management problems, BP.MS
14/22356-4 - The Integrated Lot Sizing and Cutting Stock Problem, BE.PQ
+ associated scholarships 15/08739-0 - Optimization mathematics in Engineering: models and computational methods for one-dimensional cutting stock problem, BP.IC
15/02840-1 - An introduction to lot sizing problems, BP.IC
14/22816-5 - Analysis of flexibility in lot sizing problems, BP.PD
15/01212-7 - Mathematical programming heuristics for production planning problems under stochastic demand, BP.IC
14/22570-6 - The cutting stock problem with due date, BP.MS
13/23700-8 - Optimization of production planning and scheduling in the molded pulp industry, BP.DR
14/10565-8 - Mathematical models and solutions method for the integrated lot-sizing, scheduling and distribution problem with split delivery, BP.DR
14/08288-6 - Operations research applied to vehicle routing, BP.IC
13/25743-6 - Integrating nesting and cutting path determination problems, BP.DR
13/27162-0 - Mathematic models to a cutting path determination problem, BP.MS
13/14147-3 - Mathematical models for the irregular strip packing problem, BP.MS
13/18607-9 - Heuristics for the cutting stock problem with usable leftovers, BP.IC
13/03837-9 - Study of mathematical models and solution methods to the lot sizing problem with product substitution, BP.IC
13/06785-0 - And/or graph approach to solve the two-dimensional cutting stock problem with usable leftovers, BP.IC
13/03079-7 - Application of metaheuristics to the lot size and scheduling problem in the animal feed industry, BP.IC
12/20631-2 - The Integrated Lot Sizing and Cutting Stock Problem, BP.DR
12/20773-1 - Extensions for the optimization of processes in the textile industry, BP.PD
12/18653-8 - Nesting problem, BP.DR
12/21176-7 - Mathematical formulations for nesting problem, BP.PD
12/18788-0 - The one-dimensional cutting stock problem with usable leftovers and k-best solutions for knapsack problem, BP.IC
12/06027-5 - GPU-Based parallel algorithms for solving unconstrained binary quadratic programming problems, BP.MS
12/02622-6 - Robust models for lotsizing with remanufacturing, BP.IC
11/23388-9 - Mathematical models and solution methods for lot-sizing problems with time Windows, BP.IC
11/14963-0 - Minimization of tool switches problem, BP.DR
11/12370-1 - Solution method to the two-dimensional cutting stock problem with usable leftovers, BP.IC
11/11950-4 - Model and solution method to the one-dimensional cutting stock problem with usable leftover, BP.IC
11/03119-3 - Hybrid methods for the multi-plant lot sizing problem, BP.MS
11/00274-8 - The integrated lotsizing and scheduling problem in the pulp and paper mill, BP.DR
10/19006-0 - Reformulations and solution methods to the integrated lot sizing and scheduling problem, BP.DR
10/13934-3 - Hybrid method for lot sizing problem, BP.MS
10/16998-2 - The vehicle routing problem with multiple deliverymen via mathematical programming, BP.IC - associated scholarships


In this research project we intend to study: (i) cutting and packing problems, (ii) lot sizing and scheduling problems, (iii) the integration between cutting and/or packing problems in (i) with the lot sizing and/or scheduling problems in (ii). This continues the research developed in a previous thematic project whose financial support ended in March 2010, in which the main subject was the problems in (i), with some integration between problems in (i) and (ii). The objectives of the current project includes the study and the mathematical modeling of these problems, the development of solution methods and algorithms to solve them, as well as the analysis of their computational performance. The promotion of the collaboration and the integration among research groups of different institutions with common interest in these problems, in addition to human resource training for research and technological developments are also objectives of this project. We intend to motivate a closer relationship between universities and enterprises by developing case studies aiming to promote collaborations and partnerships in the study of these problems and the development of computational tools that will be applied in practice. Researchers with different levels of academic maturity form the group working together in this project. MSc and PhD students, young researchers, active researches and experts in these topics are included. A group of international researchers, experts in these fields, are also participating in the project as collaborators. (AU)

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Scientific publications (57)
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
MOLINA, FLAVIO; MORABITO, REINALDO; DE ARAUJO, SILVIO ALEXANDRE. MIP models for production lot sizing problems with distribution costs and cargo arrangement. Journal of the Operational Research Society, v. 67, n. 11, p. 1395-1407, . (10/10133-0, 14/01203-5)
DAMM, RICARDO B.; RESENDE, MAURICIO G. C.; RONCONI, DEBORA P.. A biased random key genetic algorithm for the field technician scheduling problem. Computers & Operations Research, v. 75, p. 49-63, . (10/10133-0, 13/07375-0)
MACEDO, PEDRO BELLUCO; ALEM, DOUGLAS; SANTOS, MARISTELA; LAGE JUNIOR, MURIS; MORENO, ALFREDO. Hybrid manufacturing and remanufacturing lot-sizing problem with stochastic demand, return, and setup costs. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, v. 82, n. 5-8, p. 1241-1257, . (10/10133-0)
CEVELIN, BRUNO H.; CONTI, DANTE; DETSCH, DENISE T.; DINIZ-EHRHARDT, MARIA A.; MARTINEZ, JOSE MARIO. Fitting of parameters for a temperature control model by means of continuous derivative-free optimization: a case study in a broiler house. BULLETIN OF COMPUTATIONAL APPLIED MATHEMATICS, v. 5, n. 1, p. 117-139, . (13/03447-6, 10/10133-0, 13/05475-7, 13/07375-0)
LEAO, ALINE A. S.; TOLEDO, FRANKLINA M. B.; OLIVEIRA, JOSE FERNANDO; CARRAVILLA, MARIA ANTONIA. A semi-continuous MIP model for the irregular strip packing problem. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, v. 54, n. 3, SI, p. 712-721, . (10/10133-0, 12/21176-7)
ANDRADE, RICARDO; BIRGIN, ERNESTO G.; MORABITO, REINALDO; RONCONI, DEBORA P.. MIP models for two-dimensional non-guillotine cutting problems with usable leftovers. Journal of the Operational Research Society, v. 65, n. 11, p. 1649-1663, . (13/07375-0, 10/10133-0, 13/05475-7)
BELO-FILHO, MARCIO A. F.; TOLEDO, FRANKLINA M. B.; ALMADA-LOBO, BERNARDO. Models for capacitated lot-sizing problem with backlogging, setup carryover and crossover. Journal of the Operational Research Society, v. 65, n. 11, p. 1735-1747, . (10/10133-0, 10/06901-1)
MOTTA TOLEDO, CLAUDIO FABIANO; ARANTES, MARCIO DA SILVA; BRESSAN HOSSOMI, MARCELO YUKIO; FRANCA, PAULO MORELATO; AKARTUNALI, KEREM. A relax-and-fix with fix-and-optimize heuristic applied to multi-level lot-sizing problems. Journal of Heuristics, v. 21, n. 5, p. 687-717, . (10/10133-0, 11/15581-3, 11/15534-5)
BIRGIN, E. G.; MARTINEZ, J. M.; PRUDENTE, L. F.. Optimality properties of an Augmented Lagrangian method on infeasible problems. COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, v. 60, n. 3, p. 609-631, . (13/07375-0, 10/10133-0, 13/05475-7)
GOMES, F. M.; MARTINEZ, J. M.; RAYDAN, M.. On the computation of large-scale self-consistent-field iterations. JOURNAL OF MATHEMATICAL CHEMISTRY, v. 55, n. 5, p. 1158-1172, . (10/10133-0, 13/07375-0, 13/05475-7)
BIRGIN, E. G.; GARDENGHI, J. L.; MARTINEZ, J. M.; SANTOS, S. A.; TOINT, PH. L.. Worst-case evaluation complexity for unconstrained nonlinear optimization using high-order regularized models. MATHEMATICAL PROGRAMMING, v. 163, n. 1-2, p. 359-368, . (13/03447-6, 10/10133-0, 13/23494-9, 13/05475-7, 13/07375-0)
EVERTON LUIZ DE MELO; DÉBORA PRETTI RONCONI. Regras de prioridade eficientes que exploram características do Job Shop Flexível para a minimização do atraso total. Production, v. 25, n. 1, p. 79-91, . (10/10133-0, 13/07375-0)
ANDRETTA, M.; BIRGIN, E. G.. Deterministic and stochastic global optimization techniques for planar covering with ellipses problems. European Journal of Operational Research, v. 224, n. 1, p. 23-40, . (10/18980-3, 10/10133-0, 06/53768-0, 09/10241-0)
MOTTA TOLEDO, CLAUDIO FABIANO; DE OLIVEIRA, LUCAS; PEREIRA, RODRIGO DE FREITAS; FRANCA, PAULO MORELATO; MORABITO, REINALDO. A genetic algorithm/mathematical programming approach to solve a two-level soft drink production problem. Computers & Operations Research, v. 48, p. 40-52, . (10/10133-0)
MOTTA TOLEDO, CLAUDIO FABIANO; RIBEIRO DE OLIVEIRA, RENATO RESENDE; FRANCA, PAULO MORELATO. A hybrid multi-population genetic algorithm applied to solve the multi-level capacitated lot sizing problem with backlogging. Computers & Operations Research, v. 40, n. 4, p. 910-919, . (10/10133-0, 11/15581-3, 11/15534-5)
FURTADO, MARIA GABRIELA S.; MUNARI, PEDRO; MORABITO, REINALDO. Pickup and delivery problem with time windows: A new compact two-index formulation. OPERATIONS RESEARCH LETTERS, v. 45, n. 4, p. 334-341, . (10/10133-0, 14/22542-2, 14/00939-8)
RODRIGUES, MARCOS OKAMURA; TOLEDO, FRANKLINA M. B.. A clique covering MIP model for the irregular strip packing problem. Computers & Operations Research, v. 87, p. 221-234, . (13/07375-0, 10/10133-0, 14/23900-0, 13/14147-3)
ANDRETTA, M.; BIRGIN, E. G.; RAYDAN, M.. An inner-outer nonlinear programming approach for constrained quadratic matrix model updating. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, v. 66-67, p. 78-88, . (13/07375-0, 10/10133-0, 13/03447-6, 13/05475-7)
CHERRI, LUIZ H.; MUNDIM, LEANDRO R.; ANDRETTA, MARINA; TOLEDO, FRANKLINA M. B.; OLIVEIRA, JOSE F.; CARRAVILLA, MARIA ANTONIA. Robust mixed-integer linear programming models for the irregular strip packing problem. European Journal of Operational Research, v. 253, n. 3, p. 570-583, . (10/10133-0, 12/18653-8, 14/10740-4, 13/07375-0)
TOLEDO, FRANKLINA M. B.; CARRAVILLA, MARIA ANTONIA; RIBEIRO, CRISTINA; OLIVEIRA, JOSE F.; GOMES, A. MIGUEL. The Dotted-Board Model: A new MIP model for nesting irregular shapes. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, v. 145, n. 2, p. 478-487, . (10/10133-0, 12/00464-4)
BIRGIN, E. G.; BUENO, L. F.; MARTINEZ, J. M.. Sequential equality-constrained optimization for nonlinear programming. COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, v. 65, n. 3, p. 699-721, . (13/07375-0, 13/05475-7, 15/02528-8, 10/10133-0, 13/03447-6)
BIRGIN, E. G.; LOBATO, R. D.; MARTINEZ, J. M.. Packing ellipsoids by nonlinear optimization. Journal of Global Optimization, v. 65, n. 4, p. 709-743, . (13/07375-0, 13/05475-7, 10/10133-0, 13/03447-6, 12/23916-8)
MALDONADO, M.; RANGEL, S.; FERREIRA, D.. A Study of Different Subsequence Elimination Strategies for the Soft Drink Production Planning. JOURNAL OF APPLIED RESEARCH AND TECHNOLOGY, v. 12, n. 4, p. 631-641, . (10/10133-0, 10/19006-0, 13/07375-0)
MUNDIM, LEANDRO R.; ANDRETTA, MARINA; DE QUEIROZ, THIAGO ALVES. A biased random key genetic algorithm for open dimension nesting problems using no-fit raster. EXPERT SYSTEMS WITH APPLICATIONS, v. 81, p. 358-371, . (13/07375-0, 10/10133-0)
OLIVEIRA, LARISSA TEBALDI; SILVA, EVERTON FERNANDES; OLIVEIRA, JOSE FERNANDO; BRAGION TOLEDO, FRANKLINA MARIA. Integrating irregular strip packing and cutting path determination problems: A discrete exact approach. COMPUTERS & INDUSTRIAL ENGINEERING, v. 149, . (13/25743-6, 13/07375-0, 16/09476-6, 10/10133-0, 13/27162-0, 15/09109-0)
MAINIERI, GUILHERME B.; RONCONI, DEBORA P.. New heuristics for total tardiness minimization in a flexible flowshop. Optimization Letters, v. 7, n. 4, p. 665-684, . (10/10133-0)
BIRGIN, ERNESTO G.; BUSTAMANTE, LUIS HENRIQUE; CALLISAYA, HECTOR FLORES; MARTINEZ, JOSE MARIO. Packing circles within ellipses. International Transactions in Operational Research, v. 20, n. 3, p. 365-389, . (10/10133-0, 06/53768-0, 09/10241-0)
BIRGIN, ERNESTO G.; RONCONI, DEBORA P.. Heuristic methods for the single machine scheduling problem with different ready times and a common due date. ENGINEERING OPTIMIZATION, v. 44, n. 10, p. 1197-1208, . (10/10133-0, 06/53768-0, 09/10241-0, 06/03496-3)
AMORIM, P.; BELO-FILHO, M. A. F.; TOLEDO, F. M. B.; ALMEDER, C.; ALMADA-LOBO, B.. Lot sizing versus batching in the production and distribution planning of perishable goods. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, v. 146, n. 1, p. 208-218, . (10/10133-0, 10/06901-1)
SERGIO GOMEZ MORALES; DÉBORA PRETTI RONCONI. Formulações matemáticas e estratégias de resolução para o problema job shop clássico. Production, v. 26, n. 3, p. 614-625, . (10/10133-0, 13/07375-0)
S.C. POLTRONIERE; S.A. ARAUJO; K.C. POLDI. Optimization of an Integrated Lot Sizing and Cutting Stock Problem in the Paper Industry. TEMA (São Carlos), v. 17, n. 3, p. 305-320, . (10/10133-0, 13/07375-0)
BIRGIN, E. G.; BUENO, L. F.; MARTINEZ, J. M.. Assessing the reliability of general-purpose Inexact Restoration methods. Journal of Computational and Applied Mathematics, v. 282, p. 1-16, . (13/07375-0, 10/10133-0, 13/03447-6, 13/05475-7)
SAKURABA, CELSO S.; RONCONI, DEBORA P.; BIRGIN, ERNESTO G.; YAGIURA, MUTSUNORI. Metaheuristics for large-scale instances of the linear ordering problem. EXPERT SYSTEMS WITH APPLICATIONS, v. 42, n. 9, p. 4432-4442, . (13/07375-0, 10/08434-1, 13/05475-7, 10/10133-0, 13/03447-6)
BIRGIN, E. G.; MARTINEZ, J. M.; PRUDENTE, L. F.. Augmented Lagrangians with possible infeasibility and finite termination for global nonlinear programming. Journal of Global Optimization, v. 58, n. 2, p. 207-242, . (10/10133-0, 06/53768-0, 09/10241-0)
DENISE SATO YAMASHITA; REINALDO MORABITO. Uma nota sobre modelagem matemática de carregamento de caixas dentro de contêineres com considerações de estabilidade da carga. Production, v. 25, n. 1, p. 113-124, . (10/10133-0)
ANDRADE, R.; BIRGIN, E. G.; MORABITO, R.. Two-stage two-dimensional guillotine cutting stock problems with usable leftover. International Transactions in Operational Research, v. 23, n. 1-2, SI, p. 121-145, . (13/07375-0, 10/10133-0, 13/05475-7)
POLDI, KELLY CRISTINA; DE ARAUJO, SILVIO ALEXANDRE. Mathematical models and a heuristic method for the multiperiod one-dimensional cutting stock problem. ANNALS OF OPERATIONS RESEARCH, v. 238, n. 1-2, p. 497-520, . (15/05193-7, 10/10133-0, 14/01203-5)
BIRGIN, E. G.; FERREIRA, J. E.; RONCONI, D. P.. List scheduling and beam search methods for the flexible job shop scheduling problem with sequencing flexibility. European Journal of Operational Research, v. 247, n. 2, p. 421-440, . (13/07375-0, 10/10133-0, 13/03447-6, 13/05475-7)
LEMOS, R. F.; RONCONI, D. P.. Heuristics for the stochastic single-machine problem with E/T costs. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, v. 168, p. 131-142, . (13/07375-0, 10/10133-0)
MARTINEZ, KARIM Y. P.; TOSO, ELI A. V.; MORABITO, REINALDO. Production planning in the molded pulp packaging industry. COMPUTERS & INDUSTRIAL ENGINEERING, v. 98, p. 554-566, . (10/10133-0, 13/23700-8)
BIRGIN, E. G.; LOBATO, R. D.; MARTINEZ, J. M.. A nonlinear programming model with implicit variables for packing ellipsoids. Journal of Global Optimization, v. 68, n. 3, p. 467-499, . (13/07375-0, 13/05475-7, 10/10133-0, 13/03447-6, 12/23916-8)
CERVELIN, B. H.; CONTI, D.; DINIZ-EHRHARDT, M. A.; MARTINEZ, J. M.. A computer model for particle-like simulation in broiler houses. COMPUTERS AND ELECTRONICS IN AGRICULTURE, v. 141, p. 1-14, . (13/07375-0, 13/05475-7, 10/10133-0, 13/03447-6)
TOSCANO, ALYNE; FERREIRA, DEISEMARA; MORABITO, REINALDO. A decomposition heuristic to solve the two-stage lot sizing and scheduling problem with temporal cleaning. FLEXIBLE SERVICES AND MANUFACTURING JOURNAL, v. 31, n. 1, p. 142-173, . (10/10133-0)
FUCHIGAMI, HELIO YOCHIHIRO; RANGEL, SOCORRO. A survey of case studies in production scheduling: Analysis and perspectives. JOURNAL OF COMPUTATIONAL SCIENCE, v. 25, p. 425-436, . (13/07375-0, 10/10133-0)
BIRGIN, E. G.; MARTINEZ, J. M.. On the application of an Augmented Lagrangian algorithm to some portfolio problems. EURO JOURNAL ON COMPUTATIONAL OPTIMIZATION, v. 4, n. 1, SI, p. 79-92, . (13/07375-0, 10/10133-0, 13/03447-6, 13/05475-7)
ANDREANI, R.; MARTINEZ, J. M.; SANTOS, L. T.. Newton's method may fail to recognize proximity to optimal points in constrained optimization. MATHEMATICAL PROGRAMMING, v. 160, n. 1-2, p. 547-555, . (10/10133-0, 13/07375-0, 13/05475-7)
CHERRI, LUIZ HENRIQUE; CHERRI, ADRIANA CRISTINA; CARRAVILLA, MARIA ANTONIA; OLIVEIRA, JOSE FERNANDO; BRAGION TOLEDO, FRANKLINA MARIA; GONCALVES VIANNA, ANDREA CARLA. An innovative data structure to handle the geometry of nesting problems. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, v. 56, n. 23, p. 7085-7102, . (10/10133-0, 12/18653-8, 14/10740-4)
BIRGIN, E. G.; KREJIC, N.; MARTINEZ, J. M.. On the minimization of possibly discontinuous functions by means of pointwise approximations. Optimization Letters, v. 11, n. 8, p. 1623-1637, . (13/03447-6, 10/10133-0, 13/05475-7, 13/07375-0, 14/18711-3)
ANDRADE, R.; BIRGIN, E. G.. Symmetry-breaking constraints for packing identical rectangles within polyhedra. Optimization Letters, v. 7, n. 2, p. 375-405, . (10/10133-0, 06/53768-0, 09/10241-0, 06/03496-3)
ARIAS, C. A.; MARTINEZ, J. M.. Fast convergence of an inexact interior point method for horizontal complementarity problems. NUMERICAL ALGORITHMS, v. 79, n. 4, p. 1187-1210, . (13/03447-6, 10/10133-0, 13/05475-7, 13/07375-0, 14/18711-3)
MIRANDA, PEDRO L.; MORABITO, REINALDO; FERREIRA, DEISEMARA. Optimization model for a production, inventory, distribution and routing problem in small furniture companies. Top, v. 26, n. 1, p. 30-67, . (10/10133-0, 14/10565-8)
DETSCH, DENISE TREVISOLI; CONTI, DANTE; DINIZ-EHRHARDT, MARIA APARECIDA; MARTINEZ, JOSE MARIO. On the controlling of temperature: A proposal for a real-time controller in broiler houses. Scientia Agricola, v. 75, n. 6, p. 445-451, . (13/03447-6, 10/10133-0, 13/05475-7, 13/07375-0)
BIRGIN, ERNESTO G.; LOBATO, RAFAEL D.; MARTINEZ, JOSE MARIO. Constrained optimization with integer and continuous variables using inexact restoration and projected gradients. BULLETIN OF COMPUTATIONAL APPLIED MATHEMATICS, v. 4, n. 2, p. 55-70, . (13/05475-7, 15/18053-9, 13/07375-0, 13/03447-6, 14/18711-3, 10/10133-0)
BIRGIN, E. G.; KREJIC, N.; MARTINEZ, J. M.. ON THE EMPLOYMENT OF INEXACT RESTORATION FOR THE MINIMIZATION OF FUNCTIONS WHOSE EVALUATION IS SUBJECT TO ERRORS. Mathematics of Computation, v. 87, n. 311, p. 1307-1326, . (13/07375-0, 14/18711-3, 13/05475-7, 10/10133-0, 13/03447-6)
DIEGO BARREIROS AUGUSTO; DOUGLAS ALEM; ELI ANGELA VITOR TOSO. Planejamento agregado na indústria de nutrição animal sob incertezas. Production, v. 26, n. 1, p. 12-27, . (10/10133-0)

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