We provide an overview of new theoretical results that we obtained while further investigating multiband robust optimization, a new model for robust optimization that we recently proposed to tackle uncertainty in mixed-integer linear programming. This new model extends and refines the classical Gamma -robustness model of Bertsimas and Sim and is particularly useful in the common case of arbitrary asymmetric distributions of the uncertainty. Here, we focus on uncertain 0-1 programs and we analyze their robust counterparts when the uncertainty is represented through a multiband set. Our investigations were inspired by the needs of our industrial partners in the research project ROBUKOM [2].
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Zagazig Univ, Fac Comp & Informat, Zagazig 44519, EgyptZagazig Univ, Fac Comp & Informat, Zagazig 44519, Egypt
Abdel-Basset, Mohamed
Mohamed, Reda
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Zagazig Univ, Fac Comp & Informat, Zagazig 44519, EgyptZagazig Univ, Fac Comp & Informat, Zagazig 44519, Egypt
Mohamed, Reda
Mirjalili, Seyedali
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Torrens Univ Australia, Ctr Artificial Intelligence Res & Optimizat, Adelaide, SA, Australia
Yonsei Univ, Yonsei Frontier Lab, Seoul, South Korea
King Abdulaziz Univ, Jeddah, Saudi ArabiaZagazig Univ, Fac Comp & Informat, Zagazig 44519, Egypt
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Hunan Univ, Coll Informat Sci & Engn, Natl Supercomp Ctr Changsha, Changsha 410082, Hunan, Peoples R China
Ind Univ Hochiminh City, Fac Informat Technol, Ho Chi Minh City, VietnamHunan Univ, Coll Informat Sci & Engn, Natl Supercomp Ctr Changsha, Changsha 410082, Hunan, Peoples R China