Intelligent Industrial IoT system for detection of short-circuit failure in windings of wind turbines

Ferreira, Marcos Vinicius; Souza, Luís Fabrício de F.; Silva, Francisco Hércules dos S.; Ohata, Elene Firmeza; Almeida, Jefferson S.; Filho, Pedro Pedrosa Rebouças

doi:10.1109/ijcnn48605.2020.9207445

Cited by 4 publications

(4 citation statements)

References 25 publications

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“…3 [83] Fault detection in power distribution systems. Localization of faults using IoT and data from cloud.…”

Section: [82]mentioning

confidence: 99%

“…Detection of short circuits in windings of WECS using vibration data to avoid wind turbine failure [83], is made by using Lapisco Image Interface for Application Development (LINDA) web application: it contains one system in Java which runs the web service and achieves the sending and processing of images between devices and workstations of the platform in a computational cloud; a second system is a database in PostgreSQL for storing the algorithms (extractors and classifiers) [83]. LINDA is a generic tool, which can solve many problems, not only of wind turbines.…”

Section: [82]mentioning

confidence: 99%

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Internet of Things-Based Control of Induction Machines: Specifics of Electric Drives and Wind Energy Conversion Systems

Ioannides,

Stamelos,

Papazis

et al. 2024

Energies

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The Internet of Things (IoT) is introduced in systems with electrical machines, such as in electric drive systems, wind energy generating systems, and small and special machines, to remote monitor and control the operation for data acquisition and analysis. These systems can integrate with the equipment and retrofit the existing installations. At the end of the control loops there are always motors, or actuators, of big or small ratings, of rotating or linear movements, electrical or nonelectrical, which must produce the motion. This article analyses selected aspects of research and applications of IoT-based control in electric drive systems and of wind energy conversion systems with induction machines. Various applications and study cases of control systems of electrical machines with IoT technology are described. With the IoT-based control of induction machine systems operators can remotely monitor parameters and obtain accurate real-time feedback during fast changing duty cycle operation. Thus, IoT creates multipurpose instruments in the remote control of induction machines. The paper offers a comprehensive analysis of IoT-based control applications in the field of induction machines, with technical details of design, construction, experimental testing, and prototyping, that are useful to energy engineering specialists in the sector of electric drives and wind energy conversion systems.

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“…3 [83] Fault detection in power distribution systems. Localization of faults using IoT and data from cloud.…”

Section: [82]mentioning

confidence: 99%

Section: [82]mentioning

confidence: 99%

Internet of Things-Based Control of Induction Machines: Specifics of Electric Drives and Wind Energy Conversion Systems

Ioannides,

Stamelos,

Papazis

et al. 2024

Energies

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“…One of the major applications of AI in the IoT powered smart industry is towards fault detection in products and anomaly detection in industrial processes. This has seen the use of both Machine Learning (SVM [170,171], RF [172,173] as well as Deep Learning (DNN [174][175][176], CNN [177]) methods using a cloud computing structure to perform anomaly detection /product inspection and monitoring using a variety of heterogeneous and homogenous data sources such as inertial sensors for machines, images for products and processes and other process specific variables. Other approaches suggested in [178,179] propose a fog computing method along with edge computing systems suggested in [180,181].…”

Section: Smart Industrymentioning

confidence: 99%

“…The use of IoT based AI in Smart Industry has been presented in Table 10. [175] Classification-Different damage stages of a 3D printer Heterogeneous (Accelerometer, Gyroscope) RF [172] Classification-Normal and abnormal operation in wind turbines Homogeneous (Accelerometer)…”

Section: Smart Industrymentioning

confidence: 99%

IoT in Smart Cities: A Survey of Technologies, Practices and Challenges

et al. 2021

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Internet of Things (IoT) is a system that integrates different devices and technologies, removing the necessity of human intervention. This enables the capacity of having smart (or smarter) cities around the world. By hosting different technologies and allowing interactions between them, the internet of things has spearheaded the development of smart city systems for sustainable living, increased comfort and productivity for citizens. The IoT for Smart Cities has many different domains and draws upon various underlying systems for its operation. In this paper, we provide a holistic coverage of the Internet of Things in Smart Cities. We start by discussing the fundamental components that make up the IoT based Smart City landscape followed by the technologies that enable these domains to exist in terms of architectures utilized, networking technologies used as well as the Artificial Algorithms deployed in IoT based Smart City systems. This is then followed up by a review of the most prevalent practices and applications in various Smart City domains. Lastly, the challenges that deployment of IoT systems for smart cities encounter along with mitigation measures.

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Artificial Intelligence for Sustainable Smart Cities

Mishra,

Singh

2023

Sustainable Smart Cities

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Intelligent Industrial IoT system for detection of short-circuit failure in windings of wind turbines

Cited by 4 publications

References 25 publications

Internet of Things-Based Control of Induction Machines: Specifics of Electric Drives and Wind Energy Conversion Systems

Internet of Things-Based Control of Induction Machines: Specifics of Electric Drives and Wind Energy Conversion Systems

IoT in Smart Cities: A Survey of Technologies, Practices and Challenges

Artificial Intelligence for Sustainable Smart Cities

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