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Featured article: A new ensemble-based classifier for IGBT open-circuit fault diagnosis in three-phase PWM converter
Three-phase converter is a core component of the induction motor drive system, consisting of power semiconductors, such as insulated gate bipolar transistor (IGBT), and associated control systems. However, faults in IGBTs can severely affect the operation and safety of the power electronics equipment and loads. Therefore, the reliability of IGBT is crucial for system operation. This paper proposes a diagnosis method based on a data-driven theory. A novel randomized learning technology, namely extreme learning machine (ELM) is adopted into historical data learning. Ensemble classifier structure is employed to improve diagnostic accuracy. Finally, the relationship between diagnostic accuracy and data sampling window is investigated. By this mean, an appropriate time window is achieved to guarantee a high accuracy with relatively short decision time. Compared to other traditional methods, ELM has a better classification performance. Simulation tests validate the proposed ELM ensemble diagnostic performance. Read more.
Open thematic series
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Energy - SpringerOpen
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Aims and scope
Protection and Control of Modern Power Systems is an international academic journal co-published by Power System Protection and Control Press and Springer. The journal is devoted to presenting new theories, technologies and top-level academic achievements in the field of protection and control in modern power systems. It strives to accelerate the development of the field by serving as a bridge between Chinese and global researchers in the field. In doing so, Protection and Control of Modern Power Systems makes an important contribution to the power industry.
The journal has an international authorship and a broad scope, including contemporary topics such as:
- power system relay protection
- power system analysis and control
- power system planning
- internet of energy
- alternative energy generation
- smart substations
- intelligent power transmission and utilization techniques
- interactions between large-scale electric vehicles and power grids
- microgrid techniques
- application of power electronics in power systems
- electric power automation and remote control techniques
- power system communication
- power quality
- electricity market
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Affiliated with
Protection and Control of Modern Power Systems is affiliated with Power System Protection and Control Press.
Annual Journal Metrics
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Speed
60 days to first decision for reviewed manuscripts only
58 days to first decision for all manuscripts
167 days from submission to acceptance
32 days from acceptance to publicationUsage
63,514 downloads
1 Altmetric mentions
- ISSN: 2367-0983 (electronic)
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