Artículo
Reinforcement Learning and Physics
Autor/es | Martín Guerrero, José D.
Lamata Manuel, Lucas |
Departamento | Universidad de Sevilla. Departamento de Física Atómica, Molecular y Nuclear |
Fecha de publicación | 2021 |
Fecha de depósito | 2021-12-22 |
Publicado en |
|
Resumen | Machine learning techniques provide a remarkable tool for advancing scientific research, and this area has significantly grown in the past few years. In particular, reinforcement learning, an approach that maximizes a ... Machine learning techniques provide a remarkable tool for advancing scientific research, and this area has significantly grown in the past few years. In particular, reinforcement learning, an approach that maximizes a (long-term) reward by means of the actions taken by an agent in a given environment, can allow one for optimizing scientific discovery in a variety of fields such as physics, chemistry, and biology. Morover, physical systems, in particular quantum systems, may allow one for more efficient reinforcement learning protocols. In this review, we describe recent results in the field of reinforcement learning and physics. We include standard reinforcement learning techniques in the computer science community for enhancing physics research, as well as the more recent and emerging area of quantum reinforcement learning, inside quantum machine learning, for improving reinforcement learning computations. |
Agencias financiadoras | Ministerio de Ciencia e Innovación (MICIN). España |
Identificador del proyecto | PGC2018- 095113-B-I00
PID2019-104002GB-C21 PID2019-104002GB-C22 |
Cita | Martín Guerrero, J.D. y Lamata Manuel, L. (2021). Reinforcement Learning and Physics. Applied Sciences, 11 (18), 8589. |
Ficheros | Tamaño | Formato | Ver | Descripción |
---|---|---|---|---|
applsci-11-08589.pdf | 237.0Kb | [PDF] | Ver/ | |
Este registro aparece en las siguientes colecciones
Excepto si se señala otra cosa, la licencia del ítem se describe como: Attribution-NonCommercial-NoDerivatives 4.0 Internacional
Items relacionados
Enseñando items relacionados por título, autor, creador y materia.
-
Artículo
An eLearning Standard Approach for Supporting PBL in Computer Engineering
García Robles, Rocío; Díaz del Río, Fernando; Vicente Díaz, Saturnino; Linares Barranco, Alejandro (IEEE Computer Society, 2009)Problem-based learning (PBL) has proved to be a highly successful pedagogical model in many fields, although it is not ...
-
Artículo
Spaces for learning, places for relationships and democratic citizenship in the contemporary city
Biagioli, Raffaella; González Monteagudo, José; Romero Pérez, Clara; Proli, Maria Grazia (Pensa Multimedia, 2022)The transformations taking place at global and local level widely affect people’s lives and accelerate the urgency to ...
-
Artículo
The learning to learn competence in early childhood preservice teachers: an outdoor and e/m-learning experience in the museum
Abril López, Daniel; Morón Monge, Hortensia; Morón Monge, María del Carmen; López Carrillo, María Dolores (MDPI, 2021)This study was developed with Early Childhood Preservice Teachers within the framework of the Teaching and Learning of ...