A Novel Approach to Detecting Machinery Insulation Defects with Electrical and Current Signature Analysis

March 14, 2025Posted inData Science, Electric Machine, energy efficiency, Internet of Things, Machine Learning, Power, Power Quality, Remaining Useful Life, Time to Failure Estimation, Uncategorized
Abstract— In this paper we will discuss the use of electrical and current signature analysis on electric machinery for the detection of insulation defects. The project involved the practical study…

Evaluation of Wind Turbine Electrical and Mechanical Defects due to Nacelle Circulating Currents

March 14, 2025Posted inData Science, Electric Machine, energy efficiency, expert system, infrastructure, Internet of Things, Machine Learning, Power, Power Quality, Time to Failure Estimation, Uncategorized
Abstract— Wind turbines are critical components of renewable energy infrastructure, but they face operational challenges due to transformer, generator and powertrain defects. One cause of the defects is nacelle circulating…