Publication Type | Tesis de Grau i Màster // BSc and MSc Thesis |
Year of Publication | 2023 |
Authors | Andrea Iglesias Munilla |
Director | F.-Javier heredia |
Tipus de tesi | MSc Thesis |
Titulació | Master in Data Science |
Centre | Facultat d'Informàtica de Barcelona |
Data defensa | 30/06/2023 |
Nota // mark | 9.5 |
Key Words | teaching; unit commitment; quantum computing; QUBO |
Abstract | This thesis explores the application of quantum computing techniques to solve Quadratic Unconstrained Binary Optimization problems, with a focus on the Unit Commitment problem. The thesis provides an introduction to quantum computing, including its mathematical foundation and the distinction between classical and quantum systems. It then discusses Variational Quantum Algorithms and explores various quantum computing platforms. Then a novel formulation of the Unit Commitment problem is presented, along with its implementation using the Qiskit library. The results obtained from the implementation are summarized, highlighting the process of using quantum computing for solving optimization problems. |
DOI / handle | http://hdl.handle.net/2117/394532 |
URL | Click Here |
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Publication Type | Docència // Teaching |
Year of Publication | 2012 |
Quadrimestre // Term | 2011-12 Q1 |
Authors | F.-Javier Heredia; Jordi Castro; Narcís Nabona |
Coordinator? | yes (together with the rest of the lecturers) |
Codi // Code | S1-C2-UPC |
Idioma // Language | English |
Key Words | teaching; UPC; FIB; DMKM; assignatures; courses; OpDMKM |
Abstract | The course introduces the basic concepts of optimization and the different types of optimization problems, the iterative algorithms to solve these problems, and their properties. The practice of optimization using modeling languages to describe a problem and commercial and publicly available solvers is also emphasized. |
URL | Click Here |
Titolació // Studies | Erasmus Mundus master course in Data Mining and Knowledge Management. |
Centre // Faculty | FIB - Barcelona School of Informatics. |
Institució // Institution | The consortium is composed of six universities from four countries: France (University of Pierre and Marie Curie Paris 6, University of Lyon Lumière Lyon 2, Polytec’Nantes), Romania (University Polithenica of Bucharest), Italy (University of East Piedmont) and Spain (Technical University of Catalonia). |
Horaris // Schedule | Thurs. 10.00 - 13.00, broadcasted from Barcelona the rest of the master's sites through videoconference. |
ECTS | 4 |
Consultes // tutoring | Contact. |
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Publication Type | Docència // Teaching |
Year of Publication | 2011 |
Quadrimestre // Term | Q1 |
Authors | F.-Javier Heredia; Jordi Castro; Narcís Nabona |
Coordinator? | yes (together with the rest of the lecturers) |
Codi // Code | S1-C2-UPC |
Key Words | teaching; UPC; FIB; DMKM; assignatures; courses; OpDMKM |
Abstract | The course introduces the basic concepts of optimization and the different types of optimization problems, the iterative algorithms to solve these problems, and their properties. The practice of optimization using modeling languages to describe a problem and commercial and publicly available solvers is also emphasized. |
URL | Click Here |
Titolació // Studies | Erasmus Mundus master course in Data Mining and Knowledge Management. |
Centre // Faculty | FIB - Barcelona School of Informatics. |
Institució // Institution | The consortium is composed of six universities from four countries: France (University of Pierre and Marie Curie Paris 6, University of Lyon Lumière Lyon 2, Polytec’Nantes), Romania (University Polithenica of Bucharest), Italy (University of East Piedmont) and Spain (Technical University of Catalonia). |
Horaris // Schedule | Thurs. 10.00 - 13.00, broadcasted from Barcelona the rest of the master's sites through videoconference. |
ECTS | 4 |
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Publication Type | Tesis de Grau i Màster // BSc and MSc Thesis |
Year of Publication | 2002 |
Authors | Daniel Ormazabal Kirchner |
Director | F.-Javier Heredia |
Tipus de tesi | Tesi Grau // BSc Thesis |
Titulació | Enginyeria Informàtica // Computational Engineering |
Centre | Facultat d'Informàtica de Barcelona |
Data defensa | 21/11/2002 |
Nota // mark | 10 (over 10) MH |
Key Words | teaching; UPC; FIB; EI; BSc Thesis |
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Publication Type | Tesis de Grau i Màster // BSc and MSc Thesis |
Year of Publication | 1998 |
Authors | Josep Padrós Romeu |
Director | F.-Javier Heredia |
Tipus de tesi | Tesi Grau // BSc Thesis |
Titulació | Enginyeria Informàtica |
Centre | Facultat d'Informàtica de Barcelona |
Data defensa | 12/02/1998 |
Nota // mark | - |
Key Words | teaching; UPC; FIB; EI; BSc Thesis |
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Publication Type | Docència // Teaching |
Year of Publication | 2010 |
Quadrimestre // Term | Q1 |
Authors | F.-Javier Heredia; Jordi Castro; Narcís Nabona |
Coordinator? | yes (shared with the rest of the teachers) |
Codi // Code | S1-C2-UPC |
Key Words | teaching; UPC; FIB; DMKM; assignatures; OpDMKM |
Abstract | The course introduces the basic concepts of optimization and the different types of optimization problems, the iterative algorithms to solve these problems, and their properties. The practice of optimization using modeling languages to describe a problem and commercial and publicly available solvers is also emphasized. |
URL | Click Here |
Titolació // Studies | Erasmus Mundus master course in Data Mining and Knowledge Management. |
Centre // Faculty | Facultat d'Informàtica de Barcelona (FIB) |
Institució // Institution | The consortium is composed of six universities from four countries: France (University of Pierre and Marie Curie Paris 6, University of Lyon Lumière Lyon 2, Polytec’Nantes), Romania (University Polithenica of Bucharest), Italy (University of East Piedmont) and Spain (Technical University of Catalonia). |
Horaris // Schedule | Thurs. 10.00 - 13.00, broadcasted from Barcelona the rest of the master's sites through videoconference. |
ECTS | 4 |
Export | Tagged XML BibTex |