Research spans business process management and mining,
enterprise intelligent systems and ERP, generative AI,
machine learning, electronic-nose and electrochemical sensing,
IoT and drone systems, and medical image analysis,
with active work extending these foundations through 2026.
A unified view of active and long-running directions, grounded in peer-reviewed publications and funded projects.
Business Process Management & Mining
- Process modeling, discovery, and conformance checking
- Process monitoring and cross-organizational processes
- Event-data-driven and multi-attribute risk assessment
- Formal verification using Linear Temporal Logic
Enterprise Intelligent Systems & ERP
- Smart ERP for micro, small, and medium retail
- Cooperative information systems and enterprise integration
- Enterprise, service-oriented, and event-driven architectures
- Business rules, ontologies, and business-IT alignment
Generative AI & Multi-Agent Systems
- Generative models for financial and market analysis
- Generative aspect-based sentiment analysis
- Generative adversarial networks (Wasserstein attention conditional GAN)
- Cognitive multi-agent architectures for autonomous business processes
Machine Learning & Deep Learning
- Data augmentation and confidence-driven learning
- Ensemble optimization and feature fusion
- Kolmogorov-Arnold Networks (KAN) and graph learning
- Model robustness for small and noisy datasets
Time-Series Forecasting & Financial Analytics
- Multi-factor deep learning stock price prediction
- Sentiment and technical-indicator fusion
- Blockchain transaction fraud detection
- Sequential and temporal pattern modeling
Text Mining, NLP & Sentiment Analysis
- Aspect-based opinion mining
- Semantic similarity with support vector machines
- Multi-class, multi-level cyberbullying detection
- Customer and product review analytics
Electronic Nose, Tongue & Electrochemical Sensing
- E-nose and e-tongue gas and liquid sensing
- Cyclic voltammetry and microfluidic sensors
- Heavy-metal (Cd²⁺, Pb²⁺) and microplastic detection
- Food authentication and water-quality monitoring
IoT, Drones & Cyber-Physical Systems
- IoT- and cloud-integrated sensing platforms
- Drone-based environmental and industrial-waste mapping
- Microalgae bioremediation optimization
- Non-invasive health-monitoring devices (photoplethysmography)
Medical Image Analysis & Neurosurgery Support
- Brain MRI interpretation and hierarchical classification
- 3D anatomy reconstruction and additive manufacturing
- Neurosurgery navigation (BrainNav and BrainRY)
- Mixed-reality surgical simulation and EEG-based epilepsy analysis
Bioinformatics & Computational Genomics
- Whole-genome sequencing analysis
- Metabolomics and micronutrient profiling
- Crop variety evaluation (sorghum and upland rice)
- Low-glycemic functional-food development
Audit & IT Governance
- Information system audit
- IT governance frameworks and compliance
- Enterprise computing infrastructure and controls
For specific publications under each area, see the Publications page.