Research
General Area: Data Analytics, Autonomous Learning Systems for Dynamically Evolving Environments ,, Computational Intelligence, Big Data
Sub-areas: Anomaly Detection, Autonomous Video-Analytics, Mining Data Streams in Real time, Biomedical applications, Robotic and Autonomous Vehicles, CyberSecurity,Evolving User Behaviour Modelling, Human Activity Recognition, Ambient Assisted Living, Security and Surveillance, Defense, etc.
Theoretical contributions
TEDA
evolving classifiers family eClass, AutoClass
Evolving Systems - a new concept, methods, algorithms, tools, 2000-now; see also Plamen Angelov (2008) Evolving fuzzy systems. Scholarpedia, 3(2):6274 as well as the Springer journal EVOS
Recursive Density Estimation (RDE) - 2003-now - a recursive version of the well known KDE (kernel density estimation) using Cauchy kernel (instead of Gaussian), see also P. Angelov, Anomalous System State Identification, patent application, GB1208542.9, priority date 15 May 2012.
Rule-based models with non-parametric antecedents (type ANYA) - a step beyond Takagi-Sugeno models (2010-2011) with Prof. Ronald R Yager; ANYA classifiers, predictors, controllers (there were two well known types of fuzzy systems: Mamdani and Takagi-Sugeno; AnYa claims to be the third alternative simpler yet more efficient and easier to design type), see also P. Angelov, R.Yager, A New Type of Simplified Fuzzy Rule-based Systems, International Journal of General Systems, vol.41(2), 163-185, Jan. 2012.
Optimal Online Fisher self-learning classifier (2011) with Denis Kolev
Genetic Algorithm- assisted design of Fuzzy Systems (GFS), 1996-2000
Automatic
Configuration Generator, 1999-2003
GA/EA-based novel approach to automate the whole process of design of component-based
systems (in particular HVAC) starting from the design brief, all available data
about the environment, lnfeasible inks of components, their physical parameters,
and the constraints and requirements
New operators for Genetic Algorithms - centre-of-gravity-based crossover, 1998-2000
Fuzzy Mathematical Programming and Generalzed Fuzzy Optimization - analytical solutions, 1992-1995
Fuzzy Optimal Control - a new approach to optimal control under uncertainties, 1990-1993, 2006-(application to adaptive routeing)
Applied research
Demos
