A hybrid clustering approach integrating first-principles knowledge with data for fault detection in HVAC systems.
Hesam HassanpourAmir H. HamediPrashant MhaskarJohn M. HouseTimothy I. SalsburyPublished in: Comput. Chem. Eng. (2024)
Keyphrases
- enormous amounts
- fault detection
- raw data
- data mining techniques
- data sets
- computer systems
- data points
- knowledge discovery
- experimental data
- prior knowledge
- data sources
- data objects
- data analysis
- clustering algorithm
- k means
- databases
- data mining
- domain experts
- expert systems
- artificial neural networks
- high dimensional data
- artificial intelligence
- management system
- spectral clustering
- categorical data
- neural network