Big Data Analytics Framework for Smart Grids (Explainable AI (XAI) for Engineering Applications)
Price: $160.00 - $133.59
(as of Nov 27,2024 12:28:14 UTC – Details)
Publisher : CRC Press; 1st edition (December 22, 2023)
Language : English
Hardcover : 232 pages
ISBN-10 : 1032392908
ISBN-13 : 978-1032392905
Item Weight : 15.8 ounces
Dimensions : 0.58 x 6.14 x 9.21 inches
In the age of smart grids, the integration of big data analytics is essential for optimizing energy management and ensuring the efficiency of power distribution systems. One of the key components of this framework is Explainable AI (XAI), which plays a crucial role in making complex engineering applications more transparent and understandable.
Explainable AI is the ability of AI systems to provide clear explanations for their decisions and predictions, allowing engineers and operators to better understand how these systems work and how they can be improved. In the context of smart grids, XAI can help identify potential issues in the power distribution network, optimize energy consumption, and enhance the overall performance of the system.
By integrating XAI into big data analytics frameworks for smart grids, engineers can gain valuable insights into the inner workings of the power distribution system, enabling them to make more informed decisions and take proactive measures to prevent potential failures or disruptions. XAI can also help improve the accuracy and reliability of predictive models, leading to more efficient energy management and reduced operational costs.
Overall, the combination of big data analytics and Explainable AI represents a powerful tool for enhancing the efficiency and reliability of smart grids. By leveraging the insights provided by XAI, engineers can optimize energy management, improve system performance, and ensure the seamless operation of power distribution networks in the era of smart grids.
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