September 2018
Intermediate to advanced
412 pages
11h 12m
English
book
Industrial Internet Application Development
by Alena Traukina, Jayant Thomas, Prashant Tyagi, Veera Kishore Reddipalli
Content preview from Industrial Internet Application Development
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Machine learning and the IoT
Most of the use cases for the IoT today are centered around predictive maintenance and better servicing of digital and physical assets. This requires connectivity of these assets through sensors and simple telemetry, along with threshold-based messaging and alerting. As the use cases become more complex and advanced, a higher level of precision and predictability is required from the data that is captured. An example would be the use of clustering algorithms to group devices and assets into healthy or defective, based on the data they are emitting. If the vibrations coming from windmills or power generators fall in a certain range along with other parameters, they can be classified as defective or requiring servicing. ...
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