| ABAC | Ammonia-Based Aeration Control |
| ABR | Ada Boost Regression |
| ACO | Ant Colony Optimization |
| ACR | Anaerobic Contact Reactor |
| AD | Anaerobic Digestion |
| ADM | Anaerobic Digestion Model |
| AE | Aeration Energy |
| AECI | Aeration Energy Cost Index |
| AFBR | Anaerobic Fluidized-Bed Reactor |
| AFNN | Adaptive Fuzzy Neural Network |
| AFR | Anaerobic Filter Reactor |
| AI | Artificial Intelligence |
| ALD | Approximate Linear Dependence |
| ALK | Alkalinity |
| AnMBR | Anaerobic Membrane Bioreactor |
| ANN | Artificial Neural Network |
| AOP | Advanced Oxidation Process |
| ARMA | Autoregressive Moving Average Stochastic Model |
| ARMAX | AutoRegressive Moving Average with eXogenous input |
| ARX | AutoRegressive with eXogenous input model |
| AS | Activated Sludge |
| ASI | Absorbance Slope Index |
| ASM | Activated Sludge Model |
| ASP | Activated Sludge Process |
| BAF | Biological Aerated Filter |
| BN | Bayesian Network |
| BOD5 | 5-Days Biochemical Oxygen Demand |
| BODst | Short-Term Biochemical Oxygen Demand |
| Boosting-IPW-PLS | Boosting–iterative predictor weighting–partial least square |
| BPFANN | Backpropagation Function Artificial Neural Network |
| BSM | Benchmark Simulation Model |
| CAS | Conventional Activated Sludge |
| CC | Correlation Coefficient |
| CDI | Chronic Daily Intake |
| CNN | Convolutional Neural Network |
| COD | Chemical Oxygen Demand |
| Cu-NP | Copper Nanoparticle |
| CV | Controlled Variable |
| DAS | Differential Absorbance Spectra |
| DDM | Data-Driven Model |
| DenseNet | Densely Connected Convolutional Network |
| DL | Deep Learning |
| DO | Dissolved Oxygen |
| DOM | Dissolved Organic Matter |
| EB | Electron Beam |
| EC | Electrical Conductivity |
| EEM | Excitation–Emission Matrix |
| EGSB | Expanded Granular Sludge Bed |
| EPS | Extracellular Polymeric Substance |
| EQI | Effluent Quality Index |
| FB | Feedback |
| FF | Feedforward |
| FFNN | Feedforward Neural Network |
| FI | Fluorescence Index |
| FLC | Fuzzy Logic Control |
| FOPTD | First-Order Plus Time Delay |
| FPE | Final Prediction Error |
| FPI | Fractional order Proportional Integral |
| FPLS | Fuzzy Partial Least Square |
| FPLS-DBN | Fuzzy Partial Least Square-Based Dynamic Bayesian Network |
| GA | Genetic Algorithm |
| GBR | Gradient Boost Regression |
| GD | Gradient Descent |
| GHG | Greenhouse Gas |
| HGO | High Gain Observer |
| HQ | Hazard Quotient |
| HRT | Hydraulic Retention Time |
| HW | Hammerstein–Wiener Model |
| IAC | Iterative Adaptive Critic |
| IAE | Integral of Absolute Error |
| IFAS | Integrated Fixed Film Activated Sludge |
| IMC | Internal Model Control |
| ISE | Integral Square Error |
| ISE | Ion-Selective Electrode |
| IWA | International Water Association |
| IWW | Industrial Wastewater |
| IWWTP | Industrial Wastewater Treatment Plant |
| KLD | Kilo Liter per Day |
| LM | Levenberg–Marquardt algorithm |
| LNMIIT | LNM Institute of Information Technology |
| LQ | Linear Quadratic |
| MATLAB | Matrix Laboratory |
| MBBR | Moving Bed Biofilm Reactor |
| MBR | Membrane Bioreactor |
| MGPR | Multivariate Gaussian Processes Regression |
| MIMO | Multi-Input Multi-Output |
| MLFCN | Machine Learning Fully Connected Network |
| MLPANN | Multi-Layer Perceptron Artificial Neural Network |
| MLR | Multivariate Linear Regression |
| MLSS | Mixed Liquor Suspended Solids |
| MLVSS | Mixed Liquor Volatile Suspended Solids |
| MOPC | Multi-Objective Predictive Control |
| MPC | Model Predictive Control |
| MRVM | Multivariate Relevant Vector Machine |
| MSE | Mean Squared Error |
| MV | Manipulated Variable |
| MWW | Municipal Wastewater |
| MWWTP | Municipal Wastewater Treatment Plant |
| NARX | Nonlinear AutoRegressive with eXogenous input model |
| NARXNN | Nonlinear AutoRegressive eXogenous Neural Network |
| NMC | Nonlinear Internal Model Control |
| NMPC | Nonlinear Model Predictive Control |
| NP | Nanoparticle |
| NTP | Non-Thermal Plasma |
| NOM | Natural Organic Matter |
| O&G | Oil and Grease |
| OCI | Operational Cost Index |
| OFPC | Output Feedback Predictive Control |
| OR | Oxygen Requirement |
| ORP | Oxidation-Reduction Potential |
| OUR | Oxygen Uptake Rate |
| PARAFAC | Parallel Factor Analysis |
| PDS | Peroxydisulfate |
| PI | Proportional Integral |
| PID | Proportional Integral Derivative |
| PMBC | Process Model-Based Control |
| PRBS | Pseudo-Random Binary Sequence |
| PRWWTP | Petroleum Refinery Wastewater Treatment Plant |
| PSO | Particle Swarm Optimization |
| PVA | Polyvinyl Alcohol |
| RAS | Return Activated Sludge |
| RB49 | Reactive Blue 49 |
| RBB | Reactive Black B |
| RBC | Rotating Biological Contactor |
| QFT | Quantitative Feedback Theory |
| RBFNN | Radial Basis Function Neural Network |
| RFR | Random Forest Regression |
| RLS | Recursive Least Square |
| RMSE | Root Mean Square Error |
| RNN | Recurrent Neural Network |
| ROS | Reactive Oxygen Species |
| SAFF | Submerged Aerobic Fixed Film |
| SBR | Sequencing Batch Reactor |
| SCADA | Supervisory Control and Data Acquisition |
| SIMO | Single-Input Multi-Output |
| SISO | Single-Input Single-Output |
| SME | Small And Medium Enterprise |
| SMP | Soluble Microbial Product |
| SOFNN | Self-Organizing Fuzzy Neural Network |
| SOPTD | Second-Order Plus Time Delay |
| SOUR | Specific Oxygen Uptake Rate |
| SQP | Sequential Quadratic Programming |
| SRF | Sludge Recirculating Flow |
| SRT | Sludge Retention Time |
| SS | Suspended Solids |
| SSC | Supervisory Sequential Controller |
| SVI | Sludge Volume Index |
| SVM | Support Vector Machine |
| T | Temperature |
| TDS | Total Dissolved Solids |
| TF | Transfer Function |
| TMOOA | Transfer Multi-Objective Optimization Algorithm |
| TMP | Transmembrane Pressure |
| TN | Total Nitrogen |
| TOC | Total Organic Carbon |
| TP | Total Phosphorous |
| TPANN | Two-Part ANN |
| TrOC | Trace Organic Contaminant |
| TSS | Total Suspended Solids |
| UASB | Up-flow Anaerobic Sludge Blanket |
| UI | Unknown Input |
| UIS | Unknown Input State |
| UV | Ultraviolet |
| UVA | Ultraviolet Absorbance |
| UV-VIS | Ultraviolet–Visible |
| VFA | Volatile Fatty Acid |
| VFD | Variable Frequency Drive |
| WRBFNN | Wavelet Radial Basis Function-Based Neural Network |
| WWTP | Wastewater Treatment Plant |
| XWTP | Xiangcheng Drinking Water Treatment Plant |