Applications and Optimizations of Kalman Filter and Their Variants
Applications and Optimizations of Kalman Filter and Their Variants is a comprehensive exploration of Kalman filters’ diverse applications and refined optimizations across various domains. It meticulously examines their role in microgrid management, offering adaptive estimation techniques for effecti...
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| Formato: | Online |
|---|---|
| Idioma: | inglês |
| Publicado em: |
IntechOpen
2024
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| Assuntos: | |
| Acesso em linha: | ONIX_20241025_9780854665655_55 |
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| _version_ | 1869520274344378368 |
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| collection | Directory of Open Access Books |
| description | Applications and Optimizations of Kalman Filter and Their Variants is a comprehensive exploration of Kalman filters’ diverse applications and refined optimizations across various domains. It meticulously examines their role in microgrid management, offering adaptive estimation techniques for effective control strategies. The book then delves into distribution system state estimation, showcasing an innovative stochastic programming model using extended Kalman filters for reliable monitoring and control. In the realm of financial modeling, readers gain insights into how Kalman filters enhance trading strategies like pairs trading and partial co-integration, bridging finance and analytics. Moreover, the book discusses Kalman filter optimization, addressing challenges in object tracking and error reduction with techniques like dynamic stochastic approximation algorithms and M-robust estimates. With practical examples and interdisciplinary approaches, this book serves as a valuable resource for researchers, practitioners, and students looking to harness Kalman filter techniques for enhanced efficiency and accuracy across diverse fields. |
| format | Online |
| id | doab-20.500.12854ir-146512 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2024 |
| publishDateRange | 2024 |
| publishDateSort | 2024 |
| publisher | IntechOpen |
| publisherStr | IntechOpen |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1465122024-10-25T10:50:29Z Applications and Optimizations of Kalman Filter and Their Variants Khalid, Asadullah Sarwat, Arif Riggs, Hugo Applied mathematics thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics Applications and Optimizations of Kalman Filter and Their Variants is a comprehensive exploration of Kalman filters’ diverse applications and refined optimizations across various domains. It meticulously examines their role in microgrid management, offering adaptive estimation techniques for effective control strategies. The book then delves into distribution system state estimation, showcasing an innovative stochastic programming model using extended Kalman filters for reliable monitoring and control. In the realm of financial modeling, readers gain insights into how Kalman filters enhance trading strategies like pairs trading and partial co-integration, bridging finance and analytics. Moreover, the book discusses Kalman filter optimization, addressing challenges in object tracking and error reduction with techniques like dynamic stochastic approximation algorithms and M-robust estimates. With practical examples and interdisciplinary approaches, this book serves as a valuable resource for researchers, practitioners, and students looking to harness Kalman filter techniques for enhanced efficiency and accuracy across diverse fields. 2024-10-25T10:50:26Z 2024-10-25T10:50:26Z 2024 book ONIX_20241025_9780854665655_55 9780854665655 9780854665662 9780854665679 https://directory.doabooks.org/handle/20.500.12854/146512 eng image/jpeg n/a https://www.intechopen.com/books/1003421 https://intech-files.s3.amazonaws.com/a043Y000010Jz76QAC/0015325_Authors_Book%20%282024-07-25%2010%3A03%3A39%29.pdf IntechOpen IntechOpen 10.5772/intechopen.1001639 10.5772/intechopen.1001639 78a36484-2c0c-47cb-ad67-2b9f5cd4a8f6 9780854665655 9780854665662 9780854665679 IntechOpen 202 open access |
| spellingShingle | Applied mathematics thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics Applications and Optimizations of Kalman Filter and Their Variants |
| title | Applications and Optimizations of Kalman Filter and Their Variants |
| title_full | Applications and Optimizations of Kalman Filter and Their Variants |
| title_fullStr | Applications and Optimizations of Kalman Filter and Their Variants |
| title_full_unstemmed | Applications and Optimizations of Kalman Filter and Their Variants |
| title_short | Applications and Optimizations of Kalman Filter and Their Variants |
| title_sort | applications and optimizations of kalman filter and their variants |
| topic | Applied mathematics thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics |
| topic_facet | Applied mathematics thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics |
| url | ONIX_20241025_9780854665655_55 |