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. 2025 Jun 29;25(13):4057. doi: 10.3390/s25134057
ABS Anti-lock Braking System
ADAS Advanced Driver Assistance Systems
ADC Analog-to-Digital Converter
AGL Automotive-Grade Linux
AI Artificial Intelligence
ANN Artificial Neural Network
API Application Programming Interface
ARIMA Autoregressive Integrated Moving Average
ASW Adaptive Sequence Window
BC Black Carbon
BiGRU Bidirectional GRU
BiLSTM Bidirectional Long Short-Term Memory
BPSS Brake Pedal Position Sensor
CAN Controller Area Network
CAN-FD Controller Area Network with Flexible Data-rate
CART Classification and Regression Tree
CAV Connected and Autonomous Vehicle
CBAM Convolutional Block Attention Module
CCPS Crankshaft and Camshaft Position Sensors
CEL Check Engine Light
CIDS Collaborative Intrusion Detection System
CNN Convolutional Neural Network
COG Course Over Ground
CSV Comma-Separated Values
DA-RNN Dual-Stage Attention-Based RNN
DBSCAN Density-Based Spatial Clustering of Applications with Noise
DDD Driver Drowsiness Detection
DT Decision Tree
DEM Digital Elevation Model
DFSENet Dynamic Forest-Structured Ensemble Network
DL Deep Learning
DLC Data Length Code
DNN Deep Neural Network
DOC Diesel Oxidation Catalyst
DoS Denial-of-Service
DPF Diesel Particulate Filter
DPP Dew Point Protection
DTC Diagnostic Trouble Code
ECU Electronic Control Unit
EGR Exhaust Gas Recirculation
EGT Exhaust Gas Temperature
EKF Extended Kalman Filtering
EOP Engine Output Power
EPB Electronic Parking Brake
ESC Electronic Stability Control
ET Extra Trees
EV Electric Vehicle
FCR Fuel Consumption Rate
FFB Feed-Forward Backpropagation
FFT Fast Fourier Transform
FNR False Negative Rate
FPR False Positive Rate
GBDT Gradient-Boosting Decision Tree
GBM Gradient-Boosting Machine
GDPR General Personal Data Protection
GMM Gaussian Mixture Model
GPR Gaussian Process Regression
GPS Global Positioning System
GRU Gated Recurrent Unit
GUI Graphical User Interface
HC Hydrocarbon
HDDV Heavy-Duty Diesel Vehicle
HDT Heavy-Duty Truck
HEV Hybrid Electric Vehicle
IAT Intake Air Temperature
IDS Intrusion Detection System
IMU Inertial Measurement Unit
INS Inertial Navigation System
IoV Internet of Vehicles
IPFS Inter-Planetary File System
ITS Intelligent Transportation Systems
ITL Incremental Tracking Loss
JSON JavaScript Object Notation
kNN k-Nearest Neighbors
KPCA Kernel Principal Component Analysis
LDGV Light-Duty Gasoline Vehicle
LightGBM Light Gradient-Boosting Machine
LR Logistic Regression
LSTM Long Short-Term Memory
MaaS Mobility-as-a-Service
MAE Mean Absolute Error
MAP Manifold Absolute Pressure
MAPE Mean Absolute Percentage Error
MAF Mass Air Flow
MIL Malfunction Indicator Lamp
ML Machine Learning
MLP Multi-Layer Perceptron
MLR Multiple Linear Regression
mRMR Maximum Relevance Minimum Redundancy
MRAE Mean Relative Absolute Error
MSE Mean Squared Error
MQTT Message Queuing Telemetry Transport
MTST Modified Time Series Transformer
NMAE Normalized Mean Absolute Error
NNMF Non-Negative Matrix Factorization
OBD On-Board Diagnostics
OD Origin–Destination
OS Operating System
OTA Over-the-Air
PA-LSTM Parallel Attention-Based Long Short-Term Memory
PASER Pavement Surface Evaluation and Rating
PCA Principal Component Analysis
PCM Powertrain Control Module
PEMS Portable Emission Measurement System
PHEV Plug-in Hybrid Electric Vehicle
PID Parameter ID
PIE Pedestrian Intention Estimation
PN Particulate Number
PPCA Probabilistic Principal Component Analysis
PSO Particle Swarm Optimization
PTW Powered Two-Wheeler
PVT Probe Vehicle Trajectory
R2C Regression-to-Classification
RBF Radial Basis Function
RDC Real-World Driving Cycle
RDE Real Driving Emissions
RDR Remaining Driving Range
REMVT Remote Emission Management Vehicle Terminal
REP Reduced Error Pruning
RF Random Forest
RL Reinforcement Learning
RLS Recursive Least Squares
RMSE Root Mean Square Error
RNN Recurrent Neural Network
ROC Receiver Operating Characteristic
ROS Remote Operating System
RPM Revolutions Per Minute
SatNav Satellite Navigation
SCR Selective Catalytic Reduction
Seq2Seq Sequence-to-Sequence
SGD Stochastic Gradient Descent
SMAPE Symmetric Mean Absolute Percentage Error
SMOTE Synthetic Minority Oversampling Technique
SMPC Secure Multi-Party Computation
SNR Signal-to-Noise Ratio
SoC State of Charge
SUMO Simulation of Urban Mobility
SUV Sport Utility Vehicle
SVR Support Vector Regression
SVM Support Vector Machine
TAQ Traffic–Air Quality
TEDA Typicality and Eccentricity Data Analytics
TFT Transmission Fluid Temperature
THC Total Hydrocarbon
TinyML Tiny Machine Learning
TNN Transformer Neural Network
TPMS Tire Pressure Monitoring
TPS Throttle Position Sensor
TSS Transmission Input/Output Shaft Speed
UDS Unified Diagnostic Services
UHDV Ultra-Heavy-Duty Vehicle
USB Universal Serial Bus
V2V Vehicle-to-Vehicle
VSP Vehicle-Specific Power
VSS Vehicle Speed Sensor
VT-Micro Virginia Tech Microscopic
Wi-Fi Wireless Fidelity
WSS Wheel Speed Sensor
XAI Explainable Artificial Intelligence
XGBoost Extreme Gradient Boosting
ZEV Zero-Emission Vehicle