ARTIFICIAL INTELLIGENCE, SIMULATION TECHNIQUES, AND ITS FUTURE IN INDUSTRIAL ENGINEERING
The fabrication of artificial intelligence (AI) includes among several things the creation of data sets and the use of probabilistic, statistical, and numerical analysis methods for machine learning. Computer simulation techniques are sometimes used as an AI learning platform, implement these data s...
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Universida de Sonora
2021
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oai:http:--epistemus.unison.mx:article-1292021-12-17T19:58:19Z ARTIFICIAL INTELLIGENCE, SIMULATION TECHNIQUES, AND ITS FUTURE IN INDUSTRIAL ENGINEERING Inteligencia artificial, técnicas de simulación, y su futuro en la ingeniería industrial Jimenez Serrano, Eleazar Artificial intelligence Petri nets Principal component analysis (PCA) Machine learning Inteligencia artificial Redes de Petri Análisis de componentes principales (PCA) Aprendizaje automático The fabrication of artificial intelligence (AI) includes among several things the creation of data sets and the use of probabilistic, statistical, and numerical analysis methods for machine learning. Computer simulation techniques are sometimes used as an AI learning platform, implement these data sets as inputs, calculate the best fit using the adopted method, and output a predictive behavior model. Among the newest techniques, this manuscript describes Petri nets as a simulation technique, the analysis of principal component (PCA) as a useful method in machine learning, and the application of simulation in the future of industrial engineering. La creación de inteligencia artificial (en inglés AI) incluye entre varias cosas la creación de conjuntos de datos y el uso de métodos de análisis numérico para el aprendizaje automático (machine learning). Técnicas de simulación computarizada se utilizan a veces como una plataforma en el aprendizaje de la AI, implementan dichos datos como entradas, calculan el mejor ajuste mediante el método adoptado, y arrojan como salida un modelo predictivo de comportamiento. En este manuscrito se describe en particular las redes de Petri como una técnica de simulación, el análisis de componentes principales (en inglés PCA) útil en el método de aprendizaje automático, y la aplicación de la simulación en el futuro de la ingeniería industrial. Universida de Sonora 2021-06-22 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion CienTecYSoc CienTecYSoc application/pdf text/xml https://epistemus.unison.mx/index.php/epistemus/article/view/129 10.36790/epistemus.v14i29.129 EPISTEMUS; Vol. 14 No. 29 (2020): Mining, Democracy, Economy, Altruism: How do they affect a country?; 62-69 EPISTEMUS; Vol. 14 Núm. 29 (2020): Minería, Democracia, Economía, Altruismo: ¿Cómo afectan a un país?; 62-69 2007-8196 2007-4530 spa https://epistemus.unison.mx/index.php/epistemus/article/view/129/168 https://epistemus.unison.mx/index.php/epistemus/article/view/129/128 2020-2022 2020-2022 Derechos de autor 2021 EPISTEMUS https://creativecommons.org/licenses/by-nc-nd/4.0 |
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Epistemus |
collection |
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language |
spa |
format |
Online |
author |
Jimenez Serrano, Eleazar |
spellingShingle |
Jimenez Serrano, Eleazar ARTIFICIAL INTELLIGENCE, SIMULATION TECHNIQUES, AND ITS FUTURE IN INDUSTRIAL ENGINEERING |
author_facet |
Jimenez Serrano, Eleazar |
author_sort |
Jimenez Serrano, Eleazar |
title |
ARTIFICIAL INTELLIGENCE, SIMULATION TECHNIQUES, AND ITS FUTURE IN INDUSTRIAL ENGINEERING |
title_short |
ARTIFICIAL INTELLIGENCE, SIMULATION TECHNIQUES, AND ITS FUTURE IN INDUSTRIAL ENGINEERING |
title_full |
ARTIFICIAL INTELLIGENCE, SIMULATION TECHNIQUES, AND ITS FUTURE IN INDUSTRIAL ENGINEERING |
title_fullStr |
ARTIFICIAL INTELLIGENCE, SIMULATION TECHNIQUES, AND ITS FUTURE IN INDUSTRIAL ENGINEERING |
title_full_unstemmed |
ARTIFICIAL INTELLIGENCE, SIMULATION TECHNIQUES, AND ITS FUTURE IN INDUSTRIAL ENGINEERING |
title_sort |
artificial intelligence, simulation techniques, and its future in industrial engineering |
description |
The fabrication of artificial intelligence (AI) includes among several things the creation of data sets and the use of probabilistic, statistical, and numerical analysis methods for machine learning. Computer simulation techniques are sometimes used as an AI learning platform, implement these data sets as inputs, calculate the best fit using the adopted method, and output a predictive behavior model. Among the newest techniques, this manuscript describes Petri nets as a simulation technique, the analysis of principal component (PCA) as a useful method in machine learning, and the application of simulation in the future of industrial engineering. |
publisher |
Universida de Sonora |
publishDate |
2021 |
url |
https://epistemus.unison.mx/index.php/epistemus/article/view/129 |
work_keys_str_mv |
AT jimenezserranoeleazar artificialintelligencesimulationtechniquesanditsfutureinindustrialengineering AT jimenezserranoeleazar inteligenciaartificialtecnicasdesimulacionysufuturoenlaingenieriaindustrial |
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