Engineering Applications of Artificial Intelligence

Article	Citations
Ensemble deep learning: A review	740
A comprehensive survey of clustering algorithms: State-of-the-art machine learning applications, taxonomy, challenges, and future research prospects	384
Artificial rabbits optimization: A new bio-inspired meta-heuristic algorithm for solving engineering optimization problems	320
Review of swarm intelligence-based feature selection methods	287
Artificial intelligence for the metaverse: A survey	262
Dandelion Optimizer: A nature-inspired metaheuristic algorithm for engineering applications	217
Optimization of support vector machine through the use of metaheuristic algorithms in forecasting TBM advance rate	214
Bayesian retinex underwater image enhancement	206
A physics-informed machine learning approach for solving heat transfer equation in advanced manufacturing and engineering applications	199
A novel approach integrating AHP and TOPSIS under spherical fuzzy sets for advanced manufacturing system selection	187
An integrated sustainable medical supply chain network during COVID-19	164
A lightweight vehicles detection network model based on YOLOv5	159
QANA: Quantum-based avian navigation optimizer algorithm	151
Intelligent fault diagnosis of train axle box bearing based on parameter optimization VMD and improved DBN	150
Parameter adaptation-based ant colony optimization with dynamic hybrid mechanism	142
A physics-informed deep learning approach for bearing fault detection	126
Smart farming using artificial intelligence: A review	121
Intelligent fault diagnosis of rolling bearing based on wavelet transform and improved ResNet under noisy labels and environment	120
SF-GRA method based on cumulative prospect theory for multiple attribute group decision making and its application to emergency supplies supplier selection	107
Underwater target detection based on Faster R-CNN and adversarial occlusion network	104
Machine Learning, Deep Learning and Statistical Analysis for forecasting building energy consumption — A systematic review	104
Applications of machine learning in friction stir welding: Prediction of joint properties, real-time control and tool failure diagnosis	101
Effective constructive heuristics and discrete bee colony optimization for distributed flowshop with setup times	101
Hybrid VMD-CNN-GRU-based model for short-term forecasting of wind power considering spatio-temporal features	101
SLAM; definition and evolution	101

Multi-scale integrated deep self-attention network for predicting remaining useful life of aero-engine	100
A hybrid feature selection method based on information theory and binary butterfly optimization algorithm	97
Supervised feature selection techniques in network intrusion detection: A critical review	95
Multi-view underwater image enhancement method via embedded fusion mechanism	93
Underwater image restoration via backscatter pixel prior and color compensation	89
An improved Manta ray foraging optimizer for cost-effective emission dispatch problems	89
Computer vision framework for crack detection of civil infrastructure—A review	88
New imbalanced fault diagnosis framework based on Cluster-MWMOTE and MFO-optimized LS-SVM using limited and complex bearing data	85
Adaptive transfer learning-based multiscale feature fused deep convolutional neural network for EEG MI multiclassification in brain–computer interface	85
A review of visual SLAM methods for autonomous driving vehicles	85
Vision Transformers in medical computer vision—A contemplative retrospection	83
Prediction of ground surface settlement by shield tunneling using XGBoost and Bayesian Optimization	82
Probability transformation of mass function: A weighted network method based on the ordered visibility graph	82
Decision making framework based Fermatean fuzzy integrated weighted distance and TOPSIS for green low-carbon port evaluation	80
Deep learning in electrical utility industry: A comprehensive review of a decade of research	80
Image segmentation of Leaf Spot Diseases on Maize using multi-stage Cauchy-enabled grey wolf algorithm	79
An enhanced Archimedes optimization algorithm based on Local escaping operator and Orthogonal learning for PEM fuel cell parameter identification	79
Information Quality for Intuitionistic Fuzzy Values with Its Application in Decision Making	79
Multiple attribute group decision making based on quasirung orthopair fuzzy sets: Application to electric vehicle charging station site selection problem	78
From clustering to clustering ensemble selection: A review	78
Recent advances in motion and behavior planning techniques for software architecture of autonomous vehicles: A state-of-the-art survey	78
Q-rung orthopair fuzzy weighted induced logarithmic distance measures and their application in multiple attribute decision making	77
Automated bridge surface crack detection and segmentation using computer vision-based deep learning model	76
Bearing fault diagnosis with intermediate domain based Layered Maximum Mean Discrepancy: A new transfer learning approach	76
An improved marine predators algorithm for shape optimization of developable Ball surfaces	75
A multi-criteria decision making method based on DNMA and CRITIC with linguistic D numbers for blockchain platform evaluation	75
Machine learning applications in power system fault diagnosis: Research advancements and perspectives	74
A comprehensive comparison among metaheuristics (MHs) for geohazard modeling using machine learning: Insights from a case study of landslide displacement prediction	74
Forecasting the sales and stock of electric vehicles using a novel self-adaptive optimized grey model	74
Multi-fault diagnosis of Industrial Rotating Machines using Data-driven approach : A review of two decades of research	73
Artificial Intelligence in Healthcare: Review, Ethics, Trust Challenges & Future Research Directions	73
MemSeg: A semi-supervised method for image surface defect detection using differences and commonalities	72
A systematic literature review on software defect prediction using artificial intelligence: Datasets, Data Validation Methods, Approaches, and Tools	72
Achieving security and privacy in federated learning systems: Survey, research challenges and future directions	71
A tutorial on solving ordinary differential equations using Python and hybrid physics-informed neural network	70
RANCOM: A novel approach to identifying criteria relevance based on inaccuracy expert judgments	70
Colorectal Histology Tumor Detection Using Ensemble Deep Neural Network	70
Thermographic fault diagnosis of electrical faults of commutator and induction motors	70
Linguistic Pythagorean fuzzy CRITIC-EDAS method for multiple-attribute group decision analysis	69
Structural dynamics simulation using a novel physics-guided machine learning method	68
Digital watermarking with improved SMS applied for QR code	68
Adaptive cylinder vector particle swarm optimization with differential evolution for UAV path planning	68
Deep and transfer learning for building occupancy detection: A review and comparative analysis	67
A retrospective study on handwritten mathematical symbols and expressions: Classification and recognition	67
Multi-agent hierarchical policy gradient for Air Combat Tactics emergence via self-play	66
An imperialist competitive algorithm with feedback for energy-efficient flexible job shop scheduling with transportation and sequence-dependent setup times	66
Multi-input CNN based vibro-acoustic fusion for accurate fault diagnosis of induction motor	65
Deep-learning-based short-term electricity load forecasting: A real case application	65
An efficient fault classification method in solar photovoltaic modules using transfer learning and multi-scale convolutional neural network	65
Cross-view enhancement network for underwater images	64

Sketch2Photo: Synthesizing photo-realistic images from sketches via global contexts	63
Computer vision detection of foreign objects in coal processing using attention CNN	63
Type-2 neutrosophic number based multi-attributive border approximation area comparison (MABAC) approach for offshore wind farm site selection in USA	63
A novel deep learning-based approach for malware detection	63
An improved whale optimization algorithm based on multilevel threshold image segmentation using the Otsu method	62
A comparative study of deep learning and Internet of Things for precision agriculture	62
Aircraft engines Remaining Useful Life prediction with an adaptive denoising online sequential Extreme Learning Machine	62
Artificial intelligence in prognostics and health management of engineering systems	62
AgriDet: Plant Leaf Disease severity classification using agriculture detection framework	61
A spherical fuzzy methodology integrating maximizing deviation and TOPSIS methods	61
Intuitionistic fuzzy power Aczel-Alsina model for prioritization of sustainable transportation sharing practices	61
A new belief divergence measure for Dempster–Shafer theory based on belief and plausibility function and its application in multi-source data fusion	61
Long-term traffic flow forecasting using a hybrid CNN-BiLSTM model	60
GTFE-Net: A Gramian Time Frequency Enhancement CNN for bearing fault diagnosis	60
Review of artificial intelligence applications in engineering design perspective	60
A dynamical hybrid method to design decision making process based on GRA approach for multiple attributes problem	60
A powerful meta-heuristic search algorithm for solving global optimization and real-world solar photovoltaic parameter estimation problems	59
Evaluation of deep learning approaches for oil & gas pipeline leak detection using wireless sensor networks	59
MARCOS approach based upon cubic Fermatean fuzzy set and its application in evaluation and selecting cold chain logistics distribution center	59
Towards a machine learning-based framework for DDOS attack detection in software-defined IoT (SD-IoT) networks	59
A novel method for improving the robustness of deep learning-based malware detectors against adversarial attacks	58
More intelligent and robust estimation of battery state-of-charge with an improved regularized extreme learning machine	58
An innovative deep anomaly detection of building energy consumption using energy time-series images	57
Physics-informed convolutional neural networks for temperature field prediction of heat source layout without labeled data	57
Enhancing underwater image via adaptive color and contrast enhancement, and denoising	56
Tacho-less sparse CNN to detect defects in rotor-bearing systems at varying speed	56
Reinforcement learning-based application Autoscaling in the Cloud: A survey	56
A review on the studies employing artificial bee colony algorithm to solve combinatorial optimization problems	55
A multi-objective deep reinforcement learning framework	54
Adaptive Harris hawks optimization with persistent trigonometric differences for photovoltaic model parameter extraction	54
Forecasting global climate drivers using Gaussian processes and convolutional autoencoders	54
A Multi-Strategy Whale Optimization Algorithm and Its Application	53
Fire detection in video surveillances using convolutional neural networks and wavelet transform	52
An enhanced distributed differential evolution algorithm for portfolio optimization problems	52
An adaptive decoding biased random key genetic algorithm for cloud workflow scheduling	52
Autonomous Unmanned Aerial Vehicle navigation using Reinforcement Learning: A systematic review	52
Imbalanced tabular data modelization using CTGAN and machine learning to improve IoT Botnet attacks detection	51
A hybrid Grasshopper Optimization Algorithm and Harris Hawks Optimizer for Combined Heat and Power Economic Dispatch problem	51
Hybrid deep CNN-SVR algorithm for solar radiation prediction problems in Queensland, Australia	50
q-rung orthopair fuzzy Aczel–Alsina aggregation operators with multi-criteria decision-making	50
A novel probabilistic intuitionistic fuzzy set based model for high order fuzzy time series forecasting	50
A new similarity measure between picture fuzzy sets and its application	50
A Grunwald–Letnikov based Manta ray foraging optimizer for global optimization and image segmentation	49
A hybrid deep learning pavement crack semantic segmentation	49
A novel deep autoencoder and hyperparametric adaptive learning for imbalance intelligent fault diagnosis of rotating machinery	49
Novel virtual sample generation using conditional GAN for developing soft sensor with small data	48
Virtual generation of pavement crack images based on improved deep convolutional generative adversarial network	48
Integrate domain knowledge in training multi-task cascade deep learning model for benign–malignant thyroid nodule classification on ultrasound images	48
Lightweight object detection algorithm for robots with improved YOLOv5	47
A belief Hellinger distance for D–S evidence theory and its application in pattern recognition	47
DL-PR: Generalized automatic modulation classification method based on deep learning with priori regularization	47
MOEPO: A novel Multi-objective Emperor Penguin Optimizer for global optimization: Special application in ranking of cloud service providers	47
Disturbance-observer based prescribed-performance fuzzy sliding mode control for PMSM in electric vehicles	47
A nearly end-to-end deep learning approach to fault diagnosis of wind turbine gearboxes under nonstationary conditions	47
Asian stock markets closing index forecast based on secondary decomposition, multi-factor analysis and attention-based LSTM model	46
Prediction based mean-value-at-risk portfolio optimization using machine learning regression algorithms for multi-national stock markets	46
Presentation a Trust Walker for rating prediction in recommender system with Biased Random Walk: Effects of H-index centrality, similarity in items and friends	45
Many-Objective Gradient-Based Optimizer to Solve Optimal Power Flow Problems: Analysis and Validations	45
Evolutionary Extreme Learning Machine with novel activation function for credit scoring	45
Time-series anomaly detection with stacked Transformer representations and 1D convolutional network	45
A novel fractional time-delayed grey Bernoulli forecasting model and its application for the energy production and consumption prediction	45
Forecasting crude oil price with a new hybrid approach and multi-source data	45
Video surveillance using deep transfer learning and deep domain adaptation: Towards better generalization	45
A dynamical artificial bee colony for vehicle routing problem with drones	45
Semantic segmentation using Vision Transformers: A survey	44
The role of artificial intelligence-driven soft sensors in advanced sustainable process industries: A critical review	44
A novel picture fuzzy CRITIC & REGIME methodology: Wearable health technology application	44
Review on optimization techniques and role of Artificial Intelligence in home energy management systems	44
Towards benchmark datasets for machine learning based website phishing detection: An experimental study	43
An approach for characterization of infected area in tomato leaf disease based on deep learning and object detection technique	43
An outranking approach with 2-tuple linguistic Fermatean fuzzy sets for multi-attribute group decision-making	43
Deep learning-based detection of aluminum casting defects and their types	43
An insight into crash avoidance and overtaking advice systems for Autonomous Vehicles: A review, challenges and solutions	43
Enhancing short-term forecasting of daily precipitation using numerical weather prediction bias correcting with XGBoost in different regions of China	43
Deep learning for image colorization: Current and future prospects	43
An interactive consensus reaching model with updated weights of clusters in large-scale group decision making	42
An intuitionistic fuzzy multi-distance based evaluation for aggregated dynamic decision analysis (IF-DEVADA): Its application to waste disposal location selection	42
Step-wise multi-grained augmented gradient boosting decision trees for credit scoring	42
LOT: An industrial oriented ontology engineering framework	42
Efficient fractional-order modified Harris hawks optimizer for proton exchange membrane fuel cell modeling	42

A novel parsimonious spherical fuzzy analytic hierarchy process for sustainable urban transport solutions	42
Current status of hybrid structures in wind forecasting	42
A powerful Lichtenberg Optimization Algorithm: A damage identification case study	42
A survey of recently developed metaheuristics and their comparative analysis	41
Non-intrusive surrogate modeling for parametrized time-dependent partial differential equations using convolutional autoencoders	41
An extended MARCOS method for MCGDM under 2-tuple linguisticq-ru	41
Regularizing extreme learning machine by dual locally linear embedding manifold learning for training multi-label neural network classifiers	41
Novel Fermatean Fuzzy Bonferroni Mean aggregation operators for selecting optimal health care waste treatment technology	41
Engineering collective intelligence at the edge with aggregate processes	41
Survey on deep learning based computer vision for sonar imagery	40
A novel hybrid gravitational search particle swarm optimization algorithm	40
A population-based iterated greedy algorithm to minimize total flowtime for the distributed blocking flowshop scheduling problem	40
Robust empirical wavelet fuzzy cognitive map for time series forecasting	40
A temporal LASSO regression model for the emergency forecasting of the suspended sediment concentrations in coastal oceans: Accuracy and interpretability	40
Mixed local channel attention for object detection	40
Optimal design of a general type-2 fuzzy classifier for the pulse level and its hardware implementation	40
Development of a cross-scale weighted feature fusion network for hot-rolled steel surface defect detection	40
Deep learning with nonlocal and local structure preserving stacked autoencoder for soft sensor in industrial processes	39
Diagnosisformer: An efficient rolling bearing fault diagnosis method based on improved Transformer	39
Unsupervised fault diagnosis of wind turbine bearing via a deep residual deformable convolution network based on subdomain adaptation under time-varying speeds	39
EEEA-Net: An Early Exit Evolutionary Neural Architecture Search	39
Industrial fault diagnosis based on active learning and semi-supervised learning using small training set	39
A new classification method based on the negation of a basic probability assignment in the evidence theory	38
A new approach to dominant motion pattern recognition at the macroscopic crowd level	38
TransCNN: Hybrid CNN and transformer mechanism for surveillance anomaly detection	38
Using Gaussian Process Regression (GPR) models with the Matérn covariance function to predict the dynamic viscosity and torque of SiO38
Q-learning and hyper-heuristic based algorithm recommendation for changing environments	38
A comprehensive survey on digital video forensics: Taxonomy, challenges, and future directions	38
Strategies for enhancing the performance of news article classification in Bangla: Handling imbalance and interpretation	38
DNoiseNet: Deep learning-based feedback active noise control in various noisy environments	38
Automatic pixel-level crack segmentation in images using fully convolutional neural network based on residual blocks and pixel local weights	38
Condition monitoring of wind turbines with the implementation of spatio-temporal graph neural network	38
Lung-EffNet: Lung cancer classification using EfficientNet from CT-scan images	38
Augmented data driven self-attention deep learning method for imbalanced fault diagnosis of the HVAC chiller	37
Group reduced kernel extreme learning machine for fault diagnosis of aircraft engine	37
A dynamic framework of multi-attribute decision making under Pythagorean fuzzy environment by using Dempster–Shafer theory	37
Clustering analysis using an adaptive fused distance	37
Picture fuzzy set and quality function deployment approach based novel framework for multi-criteria group decision making method	37
Evaluation of climate change-resilient transportation alternatives using fuzzy Hamacher aggregation operators based group decision-making model	37
Particle Swarm Optimization or Differential Evolution—A comparison	37
Interpretable Anomaly Detection with DIFFI: Depth-based feature importance of Isolation Forest	37
Emotion space modelling for social robots	37
A hybrid of clustering and meta-heuristic algorithms to solve a p-mobile hub location–allocation problem with the depreciation cost of hub facilities	36
A review of the use of artificial intelligence methods in infrastructure systems	36
Randomly Initialized CNN with Densely Connected Stacked Autoencoder for Efficient Fire Detection	36
Ship imaging trajectory extraction via an aggregated you only look once (YOLO) model	36
Development of an optimally designed real-time automatic citrus fruit grading–sorting​ machine leveraging computer vision-based adaptive deep learning model	36
A complex Jensen–Shannon divergence in complex evidence theory with its application in multi-source information fusion	36
Developing health indicators and RUL prognostics for systems with few failure instances and varying operating conditions using a LSTM autoencoder	36
Exploiting fractional accumulation and background value optimization in multivariate interval grey prediction model and its application	35
Improving the accuracy of daily solar radiation prediction by climatic data using an efficient hybrid deep learning model: Long short-term memory (LSTM) network coupled with wavelet transform	35
Temperature field inversion of heat-source systems via physics-informed neural networks	35
Predicting Chinese total retail sales of consumer goods by employing an extended discrete grey polynomial model	35
Robust ultra-wideband range error mitigation with deep learning at the edge	35
From time-series to 2D images for building occupancy prediction using deep transfer learning	35
An adaptively balanced grey wolf optimization algorithm for feature selection on high-dimensional classification	35
A novel dual attention-based BLSTM with hybrid features in speech emotion recognition	35
Ship trajectory prediction based on machine learning and deep learning: A systematic review and methods analysis	35
Complex ISAR target recognition using deep adaptive learning	34
A hybrid approach based on dual hesitant q-rung orthopair fuzzy Frank power partitioned Heronian mean aggregation operators for estimating sustainable urban transport solutions	34
Designing of optimal digital IIR filter in the multi-objective framework using an evolutionary algorithm	34
Forecasting stock market for an efficient portfolio by combining XGBoost and Hilbert–Huang​ transform	34
A new dynamic radius SVDD for fault detection of aircraft engine	34
Economical operation of modern power grids incorporating uncertainties of renewable energy sources and load demand using the adaptive fitness-distance balance-based stochastic fractal search algorithm	34
HK–SEIR model of public opinion evolution based on communication factors	33
A multi-dimensional association information analysis approach to automated detection and localization of myocardial infarction	33
Feature selection and feature learning in machine learning applications for gas turbines: A review	33
Maximum 3D Tsallis entropy based multilevel thresholding of brain MR image using attacking Manta Ray foraging optimization	33
Spatial–Temporal Complex Graph Convolution Network for Traffic Flow Prediction	33
Trajectory planning for a 6-axis robotic arm with particle swarm optimization algorithm	33
Development of the Natural Survivor Method (NSM) for designing an updating mechanism in metaheuristic search algorithms	33
Autonomous dispatch trajectory planning on flight deck: A search-resampling-optimization framework	33
Seismic response and performance prediction of steel buckling-restrained braced frames using machine-learning methods	33
Recent advancements in deep learning based lung cancer detection: A systematic review	33
Classification, Prediction, and Monitoring of Parkinson’s disease using Computer Assisted Technologies: A Comparative Analysis	33
Energy forecasting model based on CNN-LSTM-AE for many time series with unequal lengths	33
An efficient adaptive large neighborhood search algorithm based on heuristics and reformulations for the generalized quadratic assignment problem	32
ZE	32
State–space modeling for control based on physics-informed neural networks	32
A novel grey prediction evolution algorithm for multimodal multiobjective optimization	32
Solving energy-efficient fuzzy hybrid flow-shop scheduling problem at a variable machine speed using an extended NSGA-II	32
Dynamic clustering analysis for driving styles identification	32
Algorithmically-consistent deep learning frameworks for structural topology optimization	32
Integrating Machine Learning and Model Predictive Control for automotive applications: A review and future directions	32
Newton-Raphson-based optimizer: A new population-based metaheuristic algorithm for continuous optimization problems	32
An attention Long Short-Term Memory based system for automatic classification of speech intelligibility	32
A deeper generative adversarial network for grooved cement concrete pavement crack detection	32
Vaccine selection for COVID-19 by AHP and novel VIKOR hybrid approach with interval type-2 fuzzy sets	32
Digital twin of an industrial workstation: A novel method of an auto-labeled data generator using virtual reality for human action recognition in the context of human–robot collaboration	32
Prediction and control of water quality in Recirculating Aquaculture System based on hybrid neural network	32
Divergence measures for circular intuitionistic fuzzy sets and their applications	32
A hybrid particle swarm optimization with crisscross learning strategy	32
Designing a sustainable–resilient disaster waste management system under hybrid uncertainty: A case study	32
Unsupervised anomaly detection for underwater gliders using generative adversarial networks	32
Evaluation of sustainable strategies for urban parcel delivery: Linguistic q-rung orthopair fuzzy Choquet integral approach	31