Machine Learning For Environmental Monitoring In Wireless Sensor Networks

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Machine Learning For Environmental Monitoring In Wireless Sensor Networks
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Author :
language : en
Publisher:
Release Date : 2024
Machine Learning For Environmental Monitoring In Wireless Sensor Networks written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024 with categories.
Machine Learning For Environmental Monitoring In Wireless Sensor Networks
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Author : Mahalle, Parikshit N.
language : en
Publisher: IGI Global
Release Date : 2024-09-23
Machine Learning For Environmental Monitoring In Wireless Sensor Networks written by Mahalle, Parikshit N. and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-23 with Technology & Engineering categories.
Today, data fuels everything we do in a highly connected world. However, traditional environmental monitoring methods often fail to provide timely and accurate data for effective decision-making in today's rapidly changing ecosystems. The reliance on manual data collection and outdated technologies results in gaps in data coverage, making it challenging to detect and respond to environmental changes in real time. Additionally, integration between monitoring systems and advanced data analysis tools is necessary to derive actionable insights from collected data. As a result, environmental managers and policymakers face significant challenges in effectively monitoring, managing, and conserving natural resources in a rapidly evolving environment. Machine Learning for Environmental Monitoring in Wireless Sensor Networks offers a comprehensive solution to the limitations of traditional environmental monitoring methods. By harnessing the power of Wireless Sensor Networks (WSNs) and advanced machine learning algorithms, this book presents a novel approach to ecological monitoring that enables real-time, high-resolution data collection and analysis. By integrating WSNs and machine learning, environmental stakeholders can gain deeper insights into complex ecological processes, allowing for more informed decision-making and proactive management of natural resources.
Environmental Monitoring Technologies For Improving Global Human Health
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Author : Pasko, Olga Anatolievna
language : en
Publisher: IGI Global
Release Date : 2025-04-22
Environmental Monitoring Technologies For Improving Global Human Health written by Pasko, Olga Anatolievna and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-22 with Science categories.
Effective environmental monitoring is essential for assessing ecological health and responding to emerging threats posed by human activity and climate change. As new anthropogenic factors continue to impact ecosystems, traditional monitoring methods must evolve to provide accurate, real-time data for decision-making. Advancements in monitoring technologies enable targeted interventions that consider regional characteristics, natural complexities, and varying levels of human impact. By developing an innovative monitoring system, society can enhance environmental safety, mitigate degradation, and implement sustainable practices that protect ecosystems for future generations. This approach ensures a proactive, data-driven response to environmental challenges, fostering long-term ecological balance and resilience. Environmental Monitoring Technologies for Improving Global Human Health summarizes, systematizes, and evaluates monitoring technologies to improve the environmental situation and ensure environmental safety. It considers regional characteristics, specifics of natural complexes, level of anthropogenic load, and more. Covering topics such as biomaterials, radioactive elements, and satellite data, this book is an excellent resource for nature conservationists, environmentalists, manufacturing specialists, scientists, professionals, researchers, scholars, academicians, and more.
Kernel Based Machine Learning For Tracking And Environmental Monitoring In Wireless Sensor Networkds
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Author : Sandy Mahfouz
language : en
Publisher:
Release Date : 2015
Kernel Based Machine Learning For Tracking And Environmental Monitoring In Wireless Sensor Networkds written by Sandy Mahfouz and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015 with categories.
This thesis focuses on the problems of localization and gas field monitoring using wireless sensor networks. First, we focus on the geolocalization of sensors and target tracking. Using the powers of the signals exchanged between sensors, we propose a localization method combining radio-location fingerprinting and kernel methods from statistical machine learning. Based on this localization method, we develop a target tracking method that enhances the estimated position of the target by combining it to acceleration information using the Kalman filter. We also provide a semi-parametric model that estimates the distances separating sensors based on the powers of the signals exchanged between them. This semi-parametric model is a combination of the well-known log-distance propagation model with a non-linear fluctuation term estimated within the framework of kernel methods. The target's position is estimated by incorporating acceleration information to the distances separating the target from the sensors, using either the Kalman filter or the particle filter. In another context, we study gas diffusions in wireless sensor networks, using also machine learning. We propose a method that allows the detection of multiple gas diffusions based on concentration measures regularly collected from the studied region. The method estimates then the parameters of the multiple gas sources, including the sources' locations and their release rates.
Proceedings Of The Third International Conference On Cognitive And Intelligent Computing Volume 1
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Author : Amit Kumar
language : en
Publisher: Springer Nature
Release Date : 2025-03-24
Proceedings Of The Third International Conference On Cognitive And Intelligent Computing Volume 1 written by Amit Kumar and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-24 with Computers categories.
This book presents original, peer-reviewed select articles from the International Conference on Cognitive and Intelligent Computing (ICCIC-2023), held on December 8–9, 2023, at Hyderabad, in India. The book focuses on the comprehensive nature of computational intelligence, cognitive computing, AI, ML, and DL in order to highlight its role in the modelling, identification, optimisation, prediction, forecasting, and control of future intelligent systems. It includes contributions from a methodological/application standpoint in understanding artificial intelligence and machine learning approaches and their capabilities in solving a wide range of problems in the real world.
Proceedings Of The 11th International Mine Ventilation Congress
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Author : Xintan Chang
language : en
Publisher: Springer
Release Date : 2018-08-03
Proceedings Of The 11th International Mine Ventilation Congress written by Xintan Chang and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-03 with Science categories.
The proceedings of the 11th International Mine Ventilation Congress (11th IMVC), is focused on mine ventilation, health and safety and Earth science. The IMVC has become the most influential international mine ventilation event in the world, and has long been a popular forum for ventilation researchers, practitioners, academics, equipment manufacturers and suppliers, consultants and government officials around the globe to explore research results, exchange best practices, and to launch new products for a better and safer industry. It also serves as a useful platform to attract and train future ventilation professionals and mine planning engineers, as well as for mining companies to discover better practices to provide better ventilation planning.
Computational Intelligence In Machine Learning
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Author : Vinit Kumar Gunjan
language : en
Publisher: Springer Nature
Release Date : 2025-08-02
Computational Intelligence In Machine Learning written by Vinit Kumar Gunjan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-08-02 with Computers categories.
This book features selected proceedings from the International Conference on Computational Intelligence in Machine Learning (ICCIML 2023). It covers the latest research trends and developments in various fields, including machine learning, smart cities, the Internet of Things (IoT), artificial intelligence, cyber-physical systems, cybernetics, data science, neural networks, and cognition, among others. The book also emphasizes the comprehensive nature of computational intelligence, artificial intelligence, machine learning, and deep learning by highlighting their roles in modeling, identification, optimization, prediction, forecasting, and controlling future intelligent systems. This volume serves as a valuable resource for researchers in both academia and industry, offering in-depth insights from fundamental research contributions. It focuses on methodological and application perspectives, enhancing the understanding of AI and ML approaches and their capabilities in addressing a diverse range of problems across various industries and real-world applications.
Proceedings Of The Second International Conference On Emerging Trends In Engineering Icete 2023
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Author : Bhiksha Raj
language : en
Publisher: Springer Nature
Release Date : 2023-11-09
Proceedings Of The Second International Conference On Emerging Trends In Engineering Icete 2023 written by Bhiksha Raj and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-09 with Technology & Engineering categories.
This is an open access book. The 2nd International Conference on Emerging Trends in Engineering (ICETE 2023) will be held in-person from April 28-30, 2023 at University College of Engineering, Osmania University, Hyderabad, India. Since its inception in 2019, The International Conference on Emerging Trends in Engineering (ICETE) has established to enhance the information exchange of theoretical research and practical advancements at national and international levels in the fields of Bio-Medical, Civil, Computer Science, Electrical, Electronics & Communication Engineering, Mechanical and Mining Engineering. This encourages and promotes professional interaction among students, scholars, researchers, educators, professionals from industries and other groups to share latest findings in their respective fields towards sustainable developments. ICETE 2023 promises to be an exciting and innovative event with keynote and invited talks, oral and poster presentations. We invite you to submit your latest research work to ICETE 2023 and look forward to welcoming you in-person to University College of Engineering, Osmania University, Hyderabad, India. We are closely monitoring the COVID-19 situation. We will be taking all necessary precautions and adhere to the COVID-19 guidelines issued by the Government of Telangana & Osmania University, India.
Sensors For Environmental Monitoring Identification And Assessment
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Author : Wani, Khursheed Ahmad
language : en
Publisher: IGI Global
Release Date : 2024-05-23
Sensors For Environmental Monitoring Identification And Assessment written by Wani, Khursheed Ahmad and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-23 with Technology & Engineering categories.
In our world today, the pervasive threat of air, water, and soil contaminants has reached unprecedented levels, pushing ecosystems to the brink and causing harm to individuals worldwide. Despite numerous attempts by scholars to mitigate this crisis, we find ourselves in the infancy of understanding and combatting these pollutants. The lack of awareness among researchers regarding the types and extent of damage caused by contaminants further exacerbates the problem. This environmental dilemma calls for a transformative solution that not only identifies pollutants but also guides sustainable efforts to cleanse our vital ecosystems. Sensors for Environmental Monitoring, Identification, and Assessment is a groundbreaking book designed to revolutionize environmental research and provide a roadmap for tackling pollution head-on. This comprehensive guide is poised to make a significant impact on scholars, environmentalists, planners, researchers, industrialists, and academics globally. By delving into the diverse realms of environmental sensors, the book equips readers with the knowledge and tools necessary to identify pollutants in varied ecosystems and adopt sustainable approaches for cleanup. Its recommended topics cover critical areas such as indoor pollution, noise pollution, advancements in sensor technology, and the detection of pollutants in soil, water, air, and oceans.
Innovative Mobile And Internet Services In Ubiquitous Computing
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Author : Leonard Barolli
language : en
Publisher: Springer
Release Date : 2017-07-03
Innovative Mobile And Internet Services In Ubiquitous Computing written by Leonard Barolli and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-07-03 with Technology & Engineering categories.
This book highlights the latest research advances, new methods and development techniques, challenges and solutions from both theoretical and practical perspectives related to Ubiquitous and Pervasive Computing (UPC), with an emphasis on innovative, mobile and internet services. With the proliferation of wireless technologies and electronic devices, there is a rapidly growing interest in UPC, which makes it possible to create human-oriented computing environments in which computer chips are embedded in everyday objects and interact with the physical world. With UPC, people can go online even while moving around, thus enjoying nearly permanent access to their preferred services. Though it holds the potential to revolutionize our lives, UPC also poses a number of new research challenges. The book gathers the proceedings of the 11th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS-2017), held on June 28–June 30, 2017 in Torino, Italy.