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Neural Sensorless Control of AC Drives

11.1 NN-Based Sensorless Control

Sensorless control of AC motor drives is a huge topic, which has been faced up to by plenty of researchers [16]. Among the various techniques proposed by literature, many of which have been described in Chapter 6, a possible approach is the adoption of artificial intelligence (AI)–based techniques. As a result, an electrical drive can assume an intelligent behavior, meaning that it can embed some features of “learning,” “self-organizing,” or “self-adapting” [712]. Besides other advantages, the integration of AI in electrical adjustable speed drives can frequently lead to a reduction of the development times and can avoid mathematical difficulties in system development, ...

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