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. 2022 Dec 20;23(1):1. doi: 10.3390/s23010001
AC Air Conditioning Systems
ACODAT Autonomous Cycle of Data Analysis
AHU Air Handling Units
ANN Artificial Neural Network
ARM Association Rule Mining
ARX autoregressive
ASHRAE American Society of Heating, Refrigerating and Air-Conditioning Engineers
BEMS Building Energy Management System
BPNN Back Propagation Neural Network
BRT Boosted Regression Tree
BT Binary Tree
CART Classification and Regression Tree
CC-RF Classifier Chains-Random Forest
CF Cascade Forest
CNN Convolutional Neural Network
CPA Change Point Analysis
CWGAN Conditional Wasserstein Generative Adversarial Network
DAG Directed Acyclic Graph
DANN Domain Adversarial Neural Network
DBN Diagnostic Bayesian Network
DL Deep Learning
DMG Diagnostic Multi-Query Graph
DRNN Deep Recurrent Neural Networks
DT Decision Tree
DTO-DRNN Deep Transition Output-Deep Recurrent Neural Networks
FCU Fan Coil Units
FDD Fault Detection and Diagnosis
FP Frequent Pattern
GAN Generative Adversarial Network
GMM Gaussian Mixture Model
GPR Gaussian Process Regression
Grad-CAM Gradient-weighted Class Activation Mapping
HMM Hidden Markov Model
HRF Hybrid Random Forest
HVAC Heating, Ventilation, and Air Conditioning
IEA International Energy Agency
IF Isolation Forest
Isomap Isometric Feature Mapping
KNN K-Nearest Neighbors
KPCA Kernel Principal Component Analysis
LLE Locally Linear Embedding
LMC-SVM Linear Linear Multiclass Support Vector Machine
LR Logistic Regression
LSM Least-Squares Method
LSTM-SVDD Long Short-Term Memory
MCNN Multiscale Convolutional Neural Networks
MC-SVM Multiclass Support Vector Machine
ML Machine Learning
MLP Multi-Layer Perceptron
MOC-RCE Multi-Objective Clustering-Rapid Centroid Estimation
MOPSO Multiobjective Particle Swarm Optimization
MPC Model Predictive Control
MSIPCA Multiscale Interval Principal Component Analysis
MSPCA Multiscale PCA
OAA One-Against-All
OAO One-Against-One
OC-SVM One-class Support Vector Machine
PCA Principal Component Analysis
RACNN Rule and Convolutional Neural Networks
RACNN Rule-based method and Convolutional Neural Network
RCM Reliability-Centered Maintenance
RCU Refrigeration Compressor Rack Unit
RF Random Forests
RNN Recurrent Neural Networks
RTU Rooftop Units
SAE Supervised Auto-Encoder
SFA Slow Feature Analysis
SLR Systematic Literature Review
SPE Square Prediction Error Statistics
SSIM Structural Similarity Index Measure
SVDD Support Vector Data Description
SVM Support Vector Machine
SVR Support Vector Regression
TARM Temporal Association Rules Mining
TBKSFA Three-way Data Based Kernel Slow Feature Analysis
TCN Temporal Convolutional Network
t-SNE t-distributed Stochastic Neighbor Embedding
VRF/VRV Variable Refrigerant Flow / Volume Systems
WGAN Wasserstein Generative Adversarial Network
XGBoost Extreme Gradient Boosting