| 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 |