Plamen Angelov
Papers
25
Total Citations
2,231
H-Index
13
About
Plamen Angelov is a prominent researcher whose work sits at the intersection of computational intelligence, machine learning, and adaptive systems. He is best known for pioneering the field of **evolving fuzzy systems** — intelligent models capable of autonomously learning and restructuring themselves from streaming data in real time. His landmark 2004 paper on online identification of Takagi-Sugeno fuzzy models, which has garnered over 1,000 citations, established a foundational recursive learning algorithm that simultaneously updates model structure and parameters, revolutionizing how adaptive systems are designed. Building on this, Angelov developed evolving fuzzy rule-based classifiers that can begin learning "from scratch," making them highly practical for dynamic, real-world environments — work that has collectively attracted hundreds of additional citations. His research extends into computer vision and human activity recognition, with influential review papers synthesizing handcrafted and deep learning-based approaches. More recently, he has contributed to the convergence of IoT, AI, and robotics for healthcare applications, including pandemic response. His autonomous visual self-localization systems and novelty detection algorithms further demonstrate his ability to translate theoretical advances into applied solutions. Across more than two decades, Angelov's contributions have shaped how intelligent systems adapt, learn, and reason under uncertainty, making him a defining figure in evolving intelligent systems research.
Research Focus
Key Achievements
Top Papers
- 1An Approach to Online Identification of Takagi-Sugeno Fuzzy Models1,022 citations · 2004
- 2Evolving Fuzzy-Rule-Based Classifiers From Data Streams378 citations · 2008
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- 5Vision Based Human Activity Recognition: A Review100 citations · 2016
- 6Fuzzily Connected Multimodel Systems Evolving Autonomously From Data Streams99 citations · 2011
- 7Evolving Fuzzy Rule-based Classifiers59 citations · 2007
- 8Evolving fuzzy systems44 citations · 2008
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