Adaptive AI in Sensor Informatics: Methods, Applications, and Implications

Adaptive AI in Sensor Informatics: Methods, Applications, and Implications book cover

Adaptive AI in Sensor Informatics: Methods, Applications, and Implications

Author(s): Ramamurthy

  • Publisher: Elsevier
  • Publication Date: 23 Jan. 2026
  • Language: English
  • Print length: 338 pages
  • ISBN-10: 0443364125
  • ISBN-13: 9780443364129

Book Description

Adaptive AI in Sensor Informatics: Methods, Applications, and Implications explores the growing need for efficient, interpretable, and reliable adaptive AI systems tailored to wireless sensor networks. The book highlights how adaptive AI strengthens collaboration between humans and artificial intelligence by enabling transparent decision-making processes. Aimed at academics, professionals, and students, it provides an accessible yet thorough guide to understanding the intersection of adaptive AI and sensor informatics, focusing on practical implementation and the development of models that are both trustworthy and user-friendly. Readers will gain insight into the essential role adaptive AI plays in advancing wireless sensor networks across various sectors.

The book also examines the unique challenges and opportunities that arise when deploying adaptive AI in real-world sensor environments. It offers actionable advice for designing AI models that comply with regulations and support user confidence, especially in areas such as healthcare, environmental monitoring, smart cities, and industrial automation.

• Draws on the latest research and methods to provide valuable insight into the efficiency of AI-based systems, particularly within the realm of wireless sensors and related domains
• Explores and explains the critical role played by adaptive AI and sensor informatics in healthcare, finance, and autonomous vehicles, where the synergy of AI and sensor data plays a pivotal role
• Presents relevant case studies, practical demonstrations, and empirical evidence to substantiate the efficacy of AI-enabled sensor systems

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Provides invaluable insights into the design and development of effective AI systems specifically tailored to sensor data

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