Advanced search
Publication Cover
International Journal of Control Volume 56, 1992 - Issue 2
Submit an article Journal homepage
996
Views
545
CrossRef citations to date
0
Altmetric
Original Articles

Neural networks for nonlinear dynamic system modelling and identification

S. CHEN Department of Electrical Engineering, University of Edinburgh, Kings’ Buildings, Edinburgh, EH9 3JL, U.K.
&
S. A. BILLINGS Department of Automatic Control and Systems Engineering, University of Sheffield, Mappin Street, Sheffield, SI 4DU, U.K.
Pages 319-346 | Received 31 Oct 1991, Published online: 27 Mar 2007

Citations (545)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (20)

Sudarshan L. Chavan. (2022) Polynomial and transfer function models for multi input single output (MISO) PEM fuel cell by system identification methodology. International Journal of Ambient Energy 43:1, pages 4623-4628.
Read now
Chien Truong-Quoc, Sunyoung Im & Maenghyo Cho. (2022) A surrogate model for real-time dynamic simulation of dielectric elastomer actuators via long short-term memory networks. Mechanics of Advanced Materials and Structures 29:27, pages 6860-6880.
Read now
Vishal Goyal, Manish Gupta & Vinay Kumar Deolia. (2019) A Chebyshev Neural Network based sliding mode controller for uncertain discrete-time-delayed nonlinear systems. Journal of Statistics and Management Systems 22:7, pages 1251-1273.
Read now
Jong-Min Yeom, Ravinesh Deo, Junghwa Chun, Jinkyu Hong, Dong-Su Kim, Kyung-Soo Han & Jaeil Cho. (2017) Synthetic retrieval of hourly net ecosystem exchange using the neural network model with combined MI and GOCI geostationary sensor datasets and ground-based measurements. International Journal of Remote Sensing 38:23, pages 7441-7456.
Read now
Godpromesse Kenné, Armel Simo Fotso & Françoise Lamnabhi-Lagarrigue. (2017) A new adaptive control strategy for a class of nonlinear system using RBF neuro-sliding-mode technique: application to SEIG wind turbine control system. International Journal of Control 90:4, pages 855-872.
Read now
Fatih Selimefendigil & HakanF. Öztop. (2014) Soft Computing Methods for Thermo-Acoustic Simulation. Numerical Heat Transfer, Part A: Applications 66:3, pages 271-288.
Read now
D.A. Saldana, L. Starck, P. Mougin, B. Rousseau & B. Creton. (2013) On the rational formulation of alternative fuels: melting point and net heat of combustion predictions for fuel compounds using machine learning methods. SAR and QSAR in Environmental Research 24:4, pages 259-277.
Read now
Jing Deng, Kang Li & George W. Irwin. (2012) Locally regularised two-stage learning algorithm for RBF network centre selection. International Journal of Systems Science 43:6, pages 1157-1170.
Read now
J.‐M. Yeom, K.‐S. Han, Y.‐S. Kim & J.‐D. Jang. (2008) Neural network determination of cloud attenuation to estimate insolation using MTSAT‐1R data. International Journal of Remote Sensing 29:21, pages 6193-6208.
Read now
Tarek Ahmed-Ali, Godpromesse Kenné & Françoise Lamnabhi-Lagarrigue. (2007) Nonlinear systems parameter estimation using neural networks: Application to synchronous machines. Mathematical and Computer Modelling of Dynamical Systems 13:4, pages 365-382.
Read now
S Purwar, I N Kar & A N Jha. (2007) Nonlinear System Identification using Neural Networks. IETE Journal of Research 53:1, pages 35-42.
Read now
S. A. Billings & H. L. Wei. (2005) The wavelet-NARMAX representation: A hybrid model structure combining polynomial models with multiresolution wavelet decompositions. International Journal of Systems Science 36:3, pages 137-152.
Read now
A. F. Al-Ajlouni, R. J. Schilling & S. L. Harris. (2004) Identification of nonlinear discrete-time systems using raised-cosine radial basis function networks. International Journal of Systems Science 35:4, pages 211-221.
Read now
K. Y. Choy & C. W. Chan. (2003) Modelling of river discharges and rainfall using radial basis function networks based on support vector regression . International Journal of Systems Science 34:14-15, pages 763-773.
Read now
T. J. Dodd & C. J. Harris. (2002) Identification of non-linear time series via kernels. International Journal of Systems Science 33:9, pages 737-750.
Read now
MICHEL VERHAEGEN. (1998) IDENTIFICATION OF THE TEMPERATURE-PRODUCT QUALITY RELATIONSHIP IN A MULTI-COMPONENT DISTILLATION COLUMN. Chemical Engineering Communications 163:1, pages 111-132.
Read now
VINCENT YEN & TSONG-ZEN LIU. (1996) A neural network assisted computed torque method for manipulator tracking control problems. International Journal of Systems Science 27:11, pages 1133-1141.
Read now
G. P. LIU, V. KADIRKAMANATHAN & S. A. BILLINGS. (1996) Stable sequential identification of continuous nonlinear dynamical systems by growing radial basis function networks. International Journal of Control 65:1, pages 53-69.
Read now
JUN WANG & GUANG WU. (1995) Recurrent neural networks for synthesizing linear control systems via pole placement. International Journal of Systems Science 26:12, pages 2369-2382.
Read now
JUN WANG & GUANG WU. (1995) Multilayer recurrent neural networks for on-line synthesis of asymptotic state estimators for linear dynamic systems. International Journal of Systems Science 26:5, pages 1205-1222.
Read now

Articles from other publishers (525)

Zilan Zhong, Bo Ni, Jiaxu Shen & Xiuli Du. (2024) Neural network prediction model for site response analysis based on the KiK-net database. Computers and Geotechnics 171, pages 106366.
Crossref
Mehmood Yaqoob Janjua, Azaam Azfar, Zaheer Asghar & Khurrum Shehzad Quraishi. (2024) Modeling and optimization of biomass productivity of Chlorella vulgaris using response surface methodology, analysis of variance and machine learning for carbon dioxide capture. Bioresource Technology 400, pages 130687.
Crossref
Xuebing Zhang, Xiaonan Xie, Shenghua Tang, Han Zhao, Xueji Shi, Li Wang, Han Wu & Ping Xiang. (2024) High-speed railway seismic response prediction using CNN-LSTM hybrid neural network. Journal of Civil Structural Health Monitoring.
Crossref
Jie Hu, Weiping Wen, Chenyu Zhang, Changhai Zhai, Shunshun Pei & Zhenghui Wang. (2024) Rapid peak seismic response prediction of two-story and three-span subway stations using deep learning method. Engineering Structures 300, pages 117214.
Crossref
R. Shobana, Bhavnesh Jaint & Rajesh Kumar. (2023) Design of a novel robust recurrent neural network for the identification of complex nonlinear dynamical systems. Soft Computing 28:3, pages 2737-2751.
Crossref
Delia Elena Diaconașu, Iulian Stoleriu, Ioana Andreea Câmpanu, Ana-Maria Andrei, Ștefan Boncu, Cezar Honceriu, Veronica Mocanu & Georgiana Juravle. (2024) Predictors of sustained physical activity: behaviour, bodily health, and the living environment. Frontiers in Physiology 14.
Crossref
Shirley Shen & Christian Málaga-Chuquitaype. (2024) Physics-informed artificial intelligence models for the seismic response prediction of rocking structures. Data-Centric Engineering 5.
Crossref
Oscar Federico Garcia-Castro, Luis Enrique Ramos-Velasco, Rodolfo Garcia-Rodriguez, Mario A. Vega-Navarrete & Enrique Escamilla-Hernández. 2024. Advances in Computational Intelligence. Advances in Computational Intelligence 53 64 .
Bilal Ahmed, Sujith Mangalathu & Jong-Su Jeon. (2023) Unveiling out-of-distribution data for reliable structural damage assessment in earthquake emergency situations. Automation in Construction 156, pages 105142.
Crossref
Zaineb M. Alhakeem & Mofeed Turky Rashid. (2023) Electric Vehicle Battery States Estimation During Charging Process by NARX Neural Network. Journal of Control, Automation and Electrical Systems 34:6, pages 1194-1206.
Crossref
Joar Axås & George Haller. (2023) Model reduction for nonlinearizable dynamics via delay-embedded spectral submanifolds. Nonlinear Dynamics 111:24, pages 22079-22099.
Crossref
Zilan Zhong, Bo Ni, Yuebo Shi, Jiaxu Shen & Xiuli Du. (2023) Convolutional neural network-based seismic fragility analysis of subway station structure considering spatial variation of site shear-wave velocity. Computers and Geotechnics 163, pages 105741.
Crossref
Rifat Hossain, Sumit Paudyal & Tuyen Vu. (2023) Equivalent Model of Photovoltaic System Dynamics Using Neural Network. Equivalent Model of Photovoltaic System Dynamics Using Neural Network.
Bilal Ahmed, Taehyo Park & Jong-Su Jeon. (2023) Blast response and damage assessment of reinforced concrete slabs using convolutional neural networks. International Journal of Damage Mechanics.
Crossref
Rifat Hossain, M Al Mamun & Sumit Paudyal. (2023) Equivalent Dynamic Model of Active Distribution System Using Neural Networks. Equivalent Dynamic Model of Active Distribution System Using Neural Networks.
Cristiana Tudor & Robert Aurelian Sova. (2023) Mining Google Trends data for nowcasting and forecasting colorectal cancer (CRC) prevalence. PeerJ Computer Science 9, pages e1518.
Crossref
Ezra Lekwot Vivan, Faizah Mohammed Bashir, Augustine Chukuma Eziashi, Taha Gammoudi & Yakubu Aminu Dodo. (2023) Ground water quality evaluation using hydrogeochemical characterization and novel machine learning in the Chikun Local Government Area of Kaduna State, Nigeria. Water Science & Technology 88:7, pages 1875-1892.
Crossref
Rashmi Ugarakhod, Shikha Tripathi & Koshy George. (2023) Event-Triggered Multiple-Model Identifier for a Class of Nonlinear Systems. Journal of Control, Automation and Electrical Systems 34:5, pages 971-984.
Crossref
Sebastián Parra & Doris Sáez. (2023) Deep learning prediction intervals based on selective joint supervision. Applied Intelligence 53:19, pages 21706-21722.
Crossref
Jianhong Ye, Yi Yu, Badong Chen & Zongsheng Zheng. (2023) Optimal Subband Adaptive Filtering Algorithm Over Functional Link Neural Network. Optimal Subband Adaptive Filtering Algorithm Over Functional Link Neural Network.
Yajuan Xie, Hesheng Tang & Ying Min Low. (2023) Deep gated recurrent unit networks for time-domain long-term fatigue analysis of mooring lines considering wave directionality. Ocean Engineering 284, pages 115244.
Crossref
Bilal Ahmed, Sujith Mangalathu & Jong‐Su Jeon. (2023) Generalized stacked LSTM for the seismic damage evaluation of ductile reinforced concrete buildings. Earthquake Engineering & Structural Dynamics 52:11, pages 3477-3503.
Crossref
Pengfei Huang, Zhiyi Chen & Zhiqian Liu. (2023) Nonparametric probabilistic seismic demand model and fragility analysis of subway stations using deep learning techniques. Underground Space 11, pages 63-80.
Crossref
Jau‐Yu Chou, Chieh‐Yu Liu & Chia‐Ming Chang. (2023) Story drift and damage level estimation of buildings using relative acceleration responses with multi‐target deep learning models under seismic excitation. Earthquake Engineering & Structural Dynamics 52:8, pages 2554-2571.
Crossref
Mateusz Buczynski & Marcin Chlebus. (2023) GARCHNet: Value-at-Risk Forecasting with GARCH Models Based on Neural Networks. Computational Economics.
Crossref
Christos Merkatas & Simo Särkkä. (2022) System identification using autoregressive Bayesian neural networks with nonparametric noise models. Journal of Time Series Analysis 44:3, pages 319-330.
Crossref
Yongxin Wu, Zhanpeng Yin, Houle Zhang & Weijuan Geng. (2023) Prediction of nonlinear seismic response of underground structures in single- and multi-layered soil profiles using a deep gated recurrent network. Soil Dynamics and Earthquake Engineering 168, pages 107852.
Crossref
Myungsoo Yoo & Christopher K. Wikle. (2023) Using echo state networks to inform physical models for fire front propagation. Spatial Statistics 54, pages 100732.
Crossref
R Shobana., Rajesh Kumar & Bhavnesh Jaint. (2023) A novel locally connected recurrent neural network for identification of nonlinear dynamical system. A novel locally connected recurrent neural network for identification of nonlinear dynamical system.
James Brotchie, Wenchao Li, Andrew D. Greentree & Allison Kealy. (2023) RIOT: Recursive Inertial Odometry Transformer for Localisation from Low-Cost IMU Measurements. Sensors 23:6, pages 3217.
Crossref
Luigi Fortuna & Arturo Buscarino. (2023) Spiking Neuron Mathematical Models: A Compact Overview. Bioengineering 10:2, pages 174.
Crossref
Riccardo Carotenuto, Massimo Merenda, Francesco G. Della Corte & Demetrio Iero. (2023) Online Black-Box Modeling for the IoT Digital Twins Through Machine Learning. IEEE Access 11, pages 48158-48168.
Crossref
Yuchen Liao, Rong Lin, Ruiyang Zhang & Gang Wu. (2023) Attention-based LSTM (AttLSTM) neural network for Seismic Response Modeling of Bridges. Computers & Structures 275, pages 106915.
Crossref
Monique Head & Wael Aloqaily. 2023. Seismic Evaluation, Damage, and Mitigation in Structures. Seismic Evaluation, Damage, and Mitigation in Structures 237 247 .
S. Nagaraj, D. Seshachalam & G. Jayalatha. 2023. Recent Advances in Applied Mathematics and Applications to the Dynamics of Fluid Flows. Recent Advances in Applied Mathematics and Applications to the Dynamics of Fluid Flows 357 369 .
Chulwook Park & Dong-Wook Han. (2022) Empirical Study on Linear, Non-linear, and System Dynamics: Oriented Human Motor Behavior. IJASS(International Journal of Applied Sports Sciences) 34:2, pages 160-182.
Crossref
Tao Fu, Tianci Zhang, Yunhao Cui & Xueguan Song. (2022) Novel Hybrid Physics-Informed Deep Neural Network for Dynamic Load Prediction of Electric Cable Shovel. Chinese Journal of Mechanical Engineering 35:1.
Crossref
Antoine Chan‐Lock, Jesús Pérez & Miguel A. Otaduy. (2023) High‐Order Elasticity Interpolants for Microstructure Simulation. Computer Graphics Forum 41:8, pages 63-74.
Crossref
Adam Thelen, Xiaoge Zhang, Olga Fink, Yan Lu, Sayan Ghosh, Byeng D. Youn, Michael D. Todd, Sankaran Mahadevan, Chao Hu & Zhen Hu. (2022) A comprehensive review of digital twin — part 1: modeling and twinning enabling technologies. Structural and Multidisciplinary Optimization 65:12.
Crossref
Wei Guo, Chongjian He & Ping Shao. (2022) A novel system identification method for servo-hydraulic shaking table using physics-guided long short-term memory network. Mechanical Systems and Signal Processing 178, pages 109277.
Crossref
Chao Sun & Victor G. Shi. (2021) PhysiNet: A combination of physics‐based model and neural network model for digital twins. International Journal of Intelligent Systems 37:8, pages 5443-5456.
Crossref
Samardeep Sarna, Nikesh Patel, Prashant Mhaskar, Brandon Corbett & Chris McCready. (2022) Data Driven Modeling and Model Predictive Control of Bioreactor for Production of Monoclonal Antibodies. Data Driven Modeling and Model Predictive Control of Bioreactor for Production of Monoclonal Antibodies.
Chao Sun, Javier Dominguez-Caballero, Rob Ward, Sabino Ayvar-Soberanis & David Curtis. (2022) Machining cycle time prediction: Data-driven modelling of machine tool feedrate behavior with neural networks. Robotics and Computer-Integrated Manufacturing 75, pages 102293.
Crossref
Junlin Li, Xiuting Li, Hai-Tao Zhang, Guanrong Chen & Ye Yuan. (2022) Data-Driven Discovery of Block-Oriented Nonlinear Models Using Sparse Null-Subspace Methods. IEEE Transactions on Cybernetics 52:5, pages 3794-3804.
Crossref
K.C. Chan, Victor T.T. Wong, Anthony K.F. Yow, P.L. Yuen & Christopher Y.H. Chao. (2022) Development and performance evaluation of a chiller plant predictive operational control strategy by artificial intelligence. Energy and Buildings 262, pages 112017.
Crossref
Bilal Ahmed, Sujith Mangalathu & Jong-Su Jeon. (2022) Seismic damage state predictions of reinforced concrete structures using stacked long short-term memory neural networks. Journal of Building Engineering 46, pages 103737.
Crossref
Fatemeh Aliabadi, Mohammad-Hassan Majidi & Saeed Khorashadizadeh. (2022) Chaos synchronization using adaptive quantum neural networks and its application in secure communication and cryptography. Neural Computing and Applications 34:8, pages 6521-6533.
Crossref
Duong Thi Hong, Nguyen Huu Sau & Mai Viet Thuan. (2021) New Criteria for Dissipativity Analysis of Fractional-Order Static Neural Networks. Circuits, Systems, and Signal Processing 41:4, pages 2221-2243.
Crossref
Hamed Babaei, Emilio A. Mendiola, Sunder Neelakantan, Qian Xiang, Alexander Vang, Richard A. F. Dixon, Dipan J. Shah, Peter Vanderslice, Gaurav Choudhary & Reza Avazmohammadi. (2022) A machine learning model to estimate myocardial stiffness from EDPVR. Scientific Reports 12:1.
Crossref
Petr Hušek. (2022) Monotonic Takagi–Sugeno models with cubic spline membership functions. Expert Systems with Applications 188, pages 115997.
Crossref
Raman Tiwari, Rajesh Kumar, Rajat Gera & Smriti Srivastava. (2019) On comparing the performances of MLP and RBFN on sales forecasting problem. International Journal of Information Technology 14:1, pages 301-309.
Crossref
Sergey V. Kuznetsov, Waluyo Adi Siswanto, Fairuza Musovna Sabirova, Inna Genadievna Pustokhina, Lyubov Anatolievna Melnikova, Rafina Rafkatovna Zakieva, M. Z. M. Nomani, Ferry Fadzlul Rahman, Ismail Husein & Lakshmi Thangavelu. (2022) Emotional artificial neural network (EANN)-based prediction model of maximum A-weighted noise pressure level. Noise Mapping 9:1, pages 1-9.
Crossref
Haiyang Shi, Olaf Hellwich, Geping Luo, Chunbo Chen, Huili He, Friday Uchenna Ochege, Tim Van de Voorde, Alishir Kurban & Philippe de Maeyer. (2022) A Global Meta-Analysis of Soil Salinity Prediction Integrating Satellite Remote Sensing, Soil Sampling, and Machine Learning. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-15.
Crossref
Ruiyang Zhang & Hao Sun. 2022. Sensor Technologies for Civil Infrastructures. Sensor Technologies for Civil Infrastructures 531 579 .
S. Leoni Sharmila & S. Poongothai. 2022. Proceedings of 2nd International Conference on Mathematical Modeling and Computational Science. Proceedings of 2nd International Conference on Mathematical Modeling and Computational Science 97 104 .
Xizhong Chen, Li Ge Wang, Fanlin Meng & Zheng-Hong Luo. (2021) Physics-informed deep learning for modelling particle aggregation and breakage processes. Chemical Engineering Journal 426, pages 131220.
Crossref
Chenglong Yu, Zhiqi Li, Dapeng Yang, Hong Liu & Alan F. Lynch. (2021) Estimation of gravity parameters for multi-DOF serial manipulator arms using model learning with sparsity inducing norms. Industrial Robot: the international journal of robotics research and application 48:6, pages 891-905.
Crossref
Hendrik Wijaya, Pathmanathan Rajeev, Emad Gad & Ravi Vivekanamtham. (2021) Distributed optical fibre sensor for condition monitoring of mining conveyor using wavelet transform and artificial neural network. Structural Control and Health Monitoring 28:11.
Crossref
Ronnyel Carlos Cunha Silva, José Maria Pires de Menezes Júnior & José Medeiros de Araújo Júnior. (2021) Optimization of NARX Neural Models Using Particle Swarm Optimization and Genetic Algorithms Applied to Identification of Photovoltaic Systems. Journal of Solar Energy Engineering 143:5.
Crossref
Pengfei Huang & Zhiyi Chen. (2021) Deep learning for nonlinear seismic responses prediction of subway station. Engineering Structures 244, pages 112735.
Crossref
Moynur Rahman, Min-Wook Kang & Pranesh Biswas. (2021) Predicting time-varying, speed-varying dilemma zones using machine learning and continuous vehicle tracking. Transportation Research Part C: Emerging Technologies 130, pages 103310.
Crossref
Xiaowei Jia, Jared Willard, Anuj Karpatne, Jordan S. Read, Jacob A. Zwart, Michael Steinbach & Vipin Kumar. (2021) Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles. ACM/IMS Transactions on Data Science 2:3, pages 1-26.
Crossref
Shanwu Li & Yongchao Yang. (2021) A recurrent neural network framework with an adaptive training strategy for long-time predictive modeling of nonlinear dynamical systems. Journal of Sound and Vibration 506, pages 116167.
Crossref
Jeovano de Jesus Alves de Lima, Leonardo Felipe Maldaner & José Paulo Molin. (2021) Sensor Fusion with NARX Neural Network to Predict the Mass Flow in a Sugarcane Harvester. Sensors 21:13, pages 4530.
Crossref
Taereem Kim, Tiantian Yang, Shang Gao, Lujun Zhang, Ziyu Ding, Xin Wen, Jonathan J. Gourley & Yang Hong. (2021) Can artificial intelligence and data-driven machine learning models match or even replace process-driven hydrologic models for streamflow simulation?: A case study of four watersheds with different hydro-climatic regions across the CONUS. Journal of Hydrology 598, pages 126423.
Crossref
Rajesh Kumar & Smriti Srivastava. (2020) A novel dynamic recurrent functional link neural network-based identification of nonlinear systems using Lyapunov stability analysis. Neural Computing and Applications 33:13, pages 7875-7892.
Crossref
Fouad Khodja, Younes Mimoun & Riad Lakhdar Kherfane. (2021) The Streamers Dynamics Study by an Intelligent System Based on Neural Networks. International Journal of Neural Networks and Advanced Applications 8, pages 1-5.
Crossref
Mohsen Hadian, Milad Mehrshadian, Mahboobeh Karami & Amin Biglary Makvand. (2019) Event‐based neural network predictive controller application for a distillation column. Asian Journal of Control 23:2, pages 811-823.
Crossref
Daniel Gebler, Agnieszka Kolada, Agnieszka Pasztaleniec & Krzysztof Szoszkiewicz. (2020) Modelling of ecological status of Polish lakes using deep learning techniques. Environmental Science and Pollution Research 28:5, pages 5383-5397.
Crossref
Dario Piga, Marco Forgione & Manas Mejari. (2021) Deep learning with transfer functions: new applications in system identification. IFAC-PapersOnLine 54:7, pages 415-420.
Crossref
Roberto G. Ramírez-Chavarría & Maarten Schoukens. (2021) Nonlinear Finite Impulse Response Estimation using Regularized Neural Networks. IFAC-PapersOnLine 54:7, pages 174-179.
Crossref
Weike Sun & Richard D. Braatz. (2021) Smart process analytics for predictive modeling. Computers & Chemical Engineering 144, pages 107134.
Crossref
Said Gaci & Mohammed Farfour. 2021. Methods and Applications in Petroleum and Mineral Exploration and Engineering Geology. Methods and Applications in Petroleum and Mineral Exploration and Engineering Geology 189 201 .
Chulwook Park. (2020) Evolutionary understanding of the conditions leading to estimation of behavioral properties through system dynamics. Complex Adaptive Systems Modeling 8:1.
Crossref
Md Mehedi Hasan, S. Ali Pourmousavi, Ali Jahanbani Ardakani & Tapan K. Saha. (2020) A data-driven approach to estimate battery cell temperature using a nonlinear autoregressive exogenous neural network model. Journal of Energy Storage 32, pages 101879.
Crossref
Mikael Sabuhi, Nima Mahmoudi & Hamzeh Khazaei. (2021) Optimizing the Performance of Containerized Cloud Software Systems Using Adaptive PID Controllers. ACM Transactions on Autonomous and Adaptive Systems 15:3, pages 1-27.
Crossref
Jong-Min Yeom, Ravinesh C Deo, Jan F Adamowski, Seonyoung Park & Chang-Suk Lee. (2020) Spatial mapping of short-term solar radiation prediction incorporating geostationary satellite images coupled with deep convolutional LSTM networks for South Korea. Environmental Research Letters 15:9, pages 094025.
Crossref
Ruiyang Zhang, Yang Liu & Hao Sun. (2020) Physics-informed multi-LSTM networks for metamodeling of nonlinear structures. Computer Methods in Applied Mechanics and Engineering 369, pages 113226.
Crossref
Erick de la Rosa & Wen Yu. (2020) Data-Driven Fuzzy Modeling Using Restricted Boltzmann Machines and Probability Theory. IEEE Transactions on Systems, Man, and Cybernetics: Systems 50:7, pages 2316-2326.
Crossref
Chenglong Yu, Zhiqi Li, Hong Liu & Alan.F. Lynch. (2020) Learning-Based Gravity Estimation for Robot Manipulator Using KRR and SVR. Learning-Based Gravity Estimation for Robot Manipulator Using KRR and SVR.
N Uddin. (2020) System Identification of Two-Wheeled Robot Dynamics Using Neural Networks. Journal of Physics: Conference Series 1577:1, pages 012034.
Crossref
Ruiyang Zhang, Yang Liu & Hao Sun. (2020) Physics-guided convolutional neural network (PhyCNN) for data-driven seismic response modeling. Engineering Structures 215, pages 110704.
Crossref
Minhuan Guo, Dongbing Gu, Wenzhong Zha, Xinhua Zhu & Yan Su. (2019) Controlling a Quadrotor Carrying a Cable-Suspended Load to Pass Through a Window. Journal of Intelligent & Robotic Systems 98:2, pages 387-401.
Crossref
Changhee Song, Sanghoon Lee, Bonhyun Gu, Ikwhang Chang, Gu Young Cho, Jong Dae Baek & Suk Won Cha. (2020) A Study of Anode-Supported Solid Oxide Fuel Cell Modeling and Optimization Using Neural Network and Multi-Armed Bandit Algorithm. Energies 13:7, pages 1621.
Crossref
Nicolas Fraikin, Kilian Funk, Michael Frey & Frank Gauterin. (2019) A fast and accurate hybrid simulation model for the large-scale testing of automated driving functions. Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering 234:4, pages 1183-1196.
Crossref
V Brusov, A Menshikov & Y Merzlikin. (2020) Development of hydraulic transmission for implementing an active drive of the landing gear wheels of modern transport aircraft. IOP Conference Series: Materials Science and Engineering 779:1, pages 012020.
Crossref
Sam Allison, He Bai & Balaji Jayaraman. (2020) Wind estimation using quadcopter motion: A machine learning approach. Aerospace Science and Technology 98, pages 105699.
Crossref
Carlos Beltran-Perez, Hua-Liang Wei & Adrian Rubio-Solis. (2019) Generalized Multiscale RBF Networks and the DCT for Breast Cancer Detection. International Journal of Automation and Computing 17:1, pages 55-70.
Crossref
Bojan Mavkov, Marco Forgione & Dario Piga. (2020) Integrated Neural Networks for Nonlinear Continuous-Time System Identification. IEEE Control Systems Letters, pages 1-1.
Crossref
Petr Husek. (2019) Monotonic Normalized Radial Basis Function Networks. Monotonic Normalized Radial Basis Function Networks.
Tong Liu, Shan Liang, Qingyu Xiong & Kai Wang. (2019) Two-Stage Method for Diagonal Recurrent Neural Network Identification of a High-Power Continuous Microwave Heating System. Neural Processing Letters 50:3, pages 2161-2182.
Crossref
Sai Gokul Subraveti, Zukui Li, Vinay Prasad & Arvind Rajendran. (2019) Machine Learning-Based Multiobjective Optimization of Pressure Swing Adsorption. Industrial & Engineering Chemistry Research 58:44, pages 20412-20422.
Crossref
Muhammad Rizalul Wahid, Endra Joelianto & Nadana Ayzah Azis. (2019) System Identification of Switched Reluctance Motor (SRM) Using Black Box Method for Electric Vehicle Speed Control System. System Identification of Switched Reluctance Motor (SRM) Using Black Box Method for Electric Vehicle Speed Control System.
Tom Gillooly, Nicolas Coltice & Christian Wolf. (2019) An Anticipation Experiment for Plate Tectonics. Tectonics 38:11, pages 3916-3938.
Crossref
Luca Bugliari Armenio, Enrico Terzi, Marcello Farina & Riccardo Scattolini. (2019) Model Predictive Control Design for Dynamical Systems Learned by Echo State Networks. IEEE Control Systems Letters 3:4, pages 1044-1049.
Crossref
Benjamin Plaster & Gautam Kumar. (2019) Data-Driven Predictive Modeling of Neuronal Dynamics Using Long Short-Term Memory. Algorithms 12:10, pages 203.
Crossref
Mengshi Jin, Matthew R.W. Brake & Hanwen Song. (2019) Comparison of nonlinear system identification methods for free decay measurements with application to jointed structures. Journal of Sound and Vibration 453, pages 268-293.
Crossref
Ruiyang Zhang, Zhao Chen, Su Chen, Jingwei Zheng, Oral Büyüköztürk & Hao Sun. (2019) Deep long short-term memory networks for nonlinear structural seismic response prediction. Computers & Structures 220, pages 55-68.
Crossref
Zhenwu Fang, Jinxiang Wang, Pu Li & Jingiing Xia. (2019) Modeling of Driver’s Steering Behavior in Large-Curvature Path Following with Back Propagation Neural Network. Modeling of Driver’s Steering Behavior in Large-Curvature Path Following with Back Propagation Neural Network.
Georgios Drakopoulos, Phivos Mylonas & Spyros Sioutas. (2019) A Case of Adaptive Nonlinear System Identification with Third Order Tensors in TensorFlow. A Case of Adaptive Nonlinear System Identification with Third Order Tensors in TensorFlow.
Wen Yu & Erick de la Rosa. (2018) Deep Boltzmann machine for nonlinear system modelling. International Journal of Machine Learning and Cybernetics 10:7, pages 1705-1716.
Crossref
Benrabah Mohamed, Kamel Kara, AitSahed Oussama & Laid Hadjili. (2019) Adaptive Neural Network PID Controller. Adaptive Neural Network PID Controller.
Armel Simo Fotso, Godpromesse Kenné & Rostand Marc Douanla. (2019) A Simple Flexible and Robust Control Strategy for Wind Energy Conversion Systems Connected to a Utility Grid. Journal of Control Science and Engineering 2019, pages 1-23.
Crossref
Jong-Min Yeom, Seonyoung Park, Taebyeong Chae, Jin-Young Kim & Chang Suk Lee. (2019) Spatial Assessment of Solar Radiation by Machine Learning and Deep Neural Network Models Using Data Provided by the COMS MI Geostationary Satellite: A Case Study in South Korea. Sensors 19:9, pages 2082.
Crossref
Sam Allison, He Bai & Balaji Jayaraman. (2019) Estimating Wind Velocity with a Neural Network using Quadcopter Trajectories. Estimating Wind Velocity with a Neural Network using Quadcopter Trajectories.
Pedro M. Vallejo LLamas & Pastora Vega. (2019) Analytical Fuzzy Predictive Control Applied to Wastewater Treatment Biological Processes. Complexity 2019, pages 1-29.
Crossref
D. K. J. S. Jayamaha, N. W. A. Lidula & Athula D. Rajapakse. (2019) Wavelet-Multi Resolution Analysis Based ANN Architecture for Fault Detection and Localization in DC Microgrids. IEEE Access 7, pages 145371-145384.
Crossref
Yury V. Tiumentsev & Mikhail V. Egorchev. 2019. Neural Network Modeling and Identification of Dynamical Systems. Neural Network Modeling and Identification of Dynamical Systems 131 163 .
Yury V. Tiumentsev & Mikhail V. Egorchev. 2019. Neural Network Modeling and Identification of Dynamical Systems. Neural Network Modeling and Identification of Dynamical Systems 93 129 .
I. Boulkaibet, S. Bououden, T. Marwala, B. Twala & A. Ali. 2019. Advanced Control Engineering Methods in Electrical Engineering Systems. Advanced Control Engineering Methods in Electrical Engineering Systems 182 197 .
Somil Bansal & Claire J. Tomlin. 2019. Safe, Autonomous and Intelligent Vehicles. Safe, Autonomous and Intelligent Vehicles 57 75 .
M. Martell, M. Castilla, F. Rodríguez & M. Berenguel. 2019. From Bioinspired Systems and Biomedical Applications to Machine Learning. From Bioinspired Systems and Biomedical Applications to Machine Learning 146 156 .
Krzysztof PatanKrzysztof Patan. 2019. Robust and Fault-Tolerant Control. Robust and Fault-Tolerant Control 9 58 .
I. Boulkaibet, K. Belarbi, S. Bououden, M. Chadli & T. Marwala. (2018) An adaptive fuzzy predictive control of nonlinear processes based on Multi-Kernel least squares support vector regression. Applied Soft Computing 73, pages 572-590.
Crossref
Tugrul Oktay, Seda Arik, Ilke Turkmen, Metin Uzun & Harun Celik. (2018) Neural network based redesign of morphing UAV for simultaneous improvement of roll stability and maximum lift/drag ratio. Aircraft Engineering and Aerospace Technology 90:8, pages 1203-1212.
Crossref
Petr Husek. (2018) Monotonicity conditions for radial basis function networks. Monotonicity conditions for radial basis function networks.
Sudarshan L. Chavan & Dhananjay B. Talange. (2018) System identification black box approach for modeling performance of PEM fuel cell. Journal of Energy Storage 18, pages 327-332.
Crossref
Eloy Irigoyen, Antonio Javier Barragán, Mikel Larrea & José Manuel Andújar. (2018) About Extracting Dynamic Information of Unknown Complex Systems by Neural Networks. Complexity 2018, pages 1-12.
Crossref
Jiao-Jun Zhang & Hong-Sen Yan. (2018) MTN Optimal Tracking Control of SISO Nonlinear Time-Varying Discrete-Time Systems without Mechanism Models. Mathematical Problems in Engineering 2018, pages 1-19.
Crossref
Yuanlin Gu & Hua-Liang Wei. (2018) A robust model structure selection method for small sample size and multiple datasets problems. Information Sciences 451-452, pages 195-209.
Crossref
Lan Wang, Eric W.M. Lee & Richard K.K. Yuen. (2018) A practical approach to chiller plants’ optimisation. Energy and Buildings 169, pages 332-343.
Crossref
Chulwook Park. (2018) Cognitive Function State Underlying Patterns of Movement Coordination during Behaviors by the Elderly: Applied to a System Approach. INTERNATIONAL JOURNAL OF HUMAN MOVEMENT SCIENCE 12:1, pages 127-151.
Crossref
Christian Hopmann & Julian Heinisch. (2018) Process control strategies for injection molding processes with changing raw material viscosity. Journal of Polymer Engineering 38:5, pages 483-492.
Crossref
Rajesh Kumar, Smriti Srivastava, J.R.P. Gupta & Amit Mohindru. (2018) Diagonal recurrent neural network based identification of nonlinear dynamical systems with Lyapunov stability based adaptive learning rates. Neurocomputing 287, pages 102-117.
Crossref
Said Gaci. 2018. Oil and Gas Exploration. Oil and Gas Exploration 181 200 .
Yating Fu, Hui Yang & Jinliang Ding. (2017) Multiple operating mode ANFIS modelling for speed control of HSEMU. IET Intelligent Transport Systems 12:1, pages 31-40.
Crossref
Jieliang Shen, Yan Su, Qing Liang & Xinhua Zhu. (2018) Calculation and Identification of the Aerodynamic Parameters for Small-Scaled Fixed-Wing UAVs. Sensors 18:2, pages 206.
Crossref
Wafa Feki-Sahnoun, Hasna Njah, Asma Hamza, Nouha Barraj, Mabrouka Mahfoudi, Ahmed Rebai & Malika Bel Hassen. (2018) Using general linear model, Bayesian Networks and Naive Bayes classifier for prediction of Karenia selliformis occurrences and blooms. Ecological Informatics 43, pages 12-23.
Crossref
Ilyes Boulkaibet, Khaled Belarbi, Sofiane Bououden, Tshilidzi Marwala & Mohammed Chadli. (2017) A new T-S fuzzy model predictive control for nonlinear processes. Expert Systems with Applications 88, pages 132-151.
Crossref
Maral Amir & Tony Givargis. (2017) Hybrid state machine model for fast model predictive control: Application to path tracking. Hybrid state machine model for fast model predictive control: Application to path tracking.
A. Koyuncu, E. Cigeroglu & H.N. Özgüven. (2017) Localization and identification of structural nonlinearities using cascaded optimization and neural networks. Mechanical Systems and Signal Processing 95, pages 219-238.
Crossref
Dazi Li, Tianjiao Kang, Jinglin Zhou & Qibing Jin. (2017) Dynamic extreme learning machine identification for nonlinear system with long time delay. Dynamic extreme learning machine identification for nonlinear system with long time delay.
M.H. Afshar & M.T. Yilmaz. (2017) The added utility of nonlinear methods compared to linear methods in rescaling soil moisture products. Remote Sensing of Environment 196, pages 224-237.
Crossref
Zhefu Liu, Linzhou Zhang, Ali Elkamel, Dong Liang, Suoqi Zhao, Chunming Xu, Stanislav Y. Ivanov & Ajay K. Ray. (2017) Multiobjective Feature Selection Approach to Quantitative Structure Property Relationship Models for Predicting the Octane Number of Compounds Found in Gasoline. Energy & Fuels 31:6, pages 5828-5839.
Crossref
Fernando Jaramillo‐Lopez, Godpromesse Kenne & Francoise Lamnabhi‐Lagarrigue. (2016) Maximum power extraction on wind turbine systems using block‐backstepping with gradient dynamics control. International Journal of Adaptive Control and Signal Processing 31:6, pages 835-858.
Crossref
Akhilesh Gotmare, Sankha Subhra Bhattacharjee, Rohan Patidar & Nithin V. George. (2017) Swarm and evolutionary computing algorithms for system identification and filter design: A comprehensive review. Swarm and Evolutionary Computation 32, pages 68-84.
Crossref
Sana Rannen & Chekib Ghorbel. (2017) Identification of complex systems using nonlinear discrete polynomial structures. Identification of complex systems using nonlinear discrete polynomial structures.
Sarul Malik, Rajesh Khadgawat, Sneh Anand & Shalini Gupta. (2016) Non-invasive detection of fasting blood glucose level via electrochemical measurement of saliva. SpringerPlus 5:1.
Crossref
Fouad Khodja, Mimoun Younes, Mohammed Laouer, Riad Lakhdar Kherfane & Naas Kherfane. (2014) Study of the effect of the initiation voltage amplitude and the nature of the insulating materials on the evolution of streamers by neural networks. International Journal of System Assurance Engineering and Management 7:S1, pages 27-33.
Crossref
Yinggan Tang, Zhenzhen Han, Fucai Liu & Xinping Guan. (2016) Identification and control of nonlinear system based on Laguerre-ELM Wiener model. Communications in Nonlinear Science and Numerical Simulation 38, pages 192-205.
Crossref
Viktorija Bobinaite & Jānis Zuters. (2016) Modelling Electricity Price Expectations in a Day-Ahead Market: A Case of Latvia. Economics and Business 29:1, pages 12-26.
Crossref
Paolo Lino, Guido Maione, Fabrizio Saponaro, Jing Deng & Kang Li. (2016) Identification of solenoid valve dynamics in a variable valve timing system. Identification of solenoid valve dynamics in a variable valve timing system.
Cihan Karakuzu, Fuat Karakaya & Mehmet Ali Çavuşlu. (2016) FPGA implementation of neuro-fuzzy system with improved PSO learning. Neural Networks 79, pages 128-140.
Crossref
Yixin Zhang, Shaoping Wang, Xingjian Wang, Jun Wang & Mileta Tomovic. (2016) Nonlinear ODE parameter identification of electro-hydraulic servo system based on trust-region optimization algorithm. Nonlinear ODE parameter identification of electro-hydraulic servo system based on trust-region optimization algorithm.
Hengameh Mirhajianmoghadam, Mohammad-R. Akbarzadeh-T & Ehsan Lotfi. (2016) A harmonic emotional neural network for non-linear system identification. A harmonic emotional neural network for non-linear system identification.
Fernando Jaramillo-Lopez, Godpromesse Kenne & Francoise Lamnabhi-Lagarrigue. (2016) A novel online training neural network-based algorithm for wind speed estimation and adaptive control of PMSG wind turbine system for maximum power extraction. Renewable Energy 86, pages 38-48.
Crossref
Karen Alicia Aguilar Cruz, José de Jesús Medel Juárez & Romeo Urbieta Parrazales. (2016) Equivalent Neural Network Optimal Coefficients Using Forgetting Factor with Sliding Modes. Computational Intelligence and Neuroscience 2016, pages 1-6.
Crossref
M. Kashan Basit, Arslan Shaukat, Usman Akram & Umair Zafar Khan. (2016) Unsupervised Neural Network optimized with Sequential Quadratic Programming for Linear and Non-Linear Dynamical Systems. Unsupervised Neural Network optimized with Sequential Quadratic Programming for Linear and Non-Linear Dynamical Systems.
Mauridhi Hery Purnomo, Iwan Setiawan & Ardyono Priyadi. 2016. Proceedings of Second International Conference on Electrical Systems, Technology and Information 2015 (ICESTI 2015). Proceedings of Second International Conference on Electrical Systems, Technology and Information 2015 (ICESTI 2015) 3 15 .
Mostafa Tajik, Shirin Movasagh, Mahdi Aliyari Shoorehdeli & Iman Yousefi. (2015) Gas turbine shaft unbalance fault detection by using vibration data and neural networks. Gas turbine shaft unbalance fault detection by using vibration data and neural networks.
Shujian Yu, Xinge You, Kexin Zhao, Weihua Ou & Yuanyan Tang. (2015) Kernel normalized mixed-norm algorithm for system identification. Kernel normalized mixed-norm algorithm for system identification.
Aicha Abid, Mouna Benhamed & Lassaad Sbita. (2015) Comparative study of neural model and multimodel for DFIM. Comparative study of neural model and multimodel for DFIM.
Pouya Zahadat & Jaroslaw Milewski. (2015) Modeling electrical behavior of solid oxide electrolyzer cells by using artificial neural network. International Journal of Hydrogen Energy 40:23, pages 7246-7251.
Crossref
D.K. Siong Tok, Ding-Li Yu, Christian Mathews, Dong-Ya Zhao & Quan-Min Zhu. (2015) Adaptive structure radial basis function network model for processes with operating region migration. Neurocomputing 155, pages 186-193.
Crossref
Teng-Hai Qiu, Biao Luo, Huai-Ning Wu & Lei Guo. (2015) RBF neural network identifier based constrained optimal guidance for Mars entry vehicles. RBF neural network identifier based constrained optimal guidance for Mars entry vehicles.
Zaenal Abidin & Alamsyah Alamsyah. (2015) Wavelet based approach for facial expression recognition. International Journal of Advances in Intelligent Informatics 1:1, pages 7.
Crossref
Mehmet Ölmez & Cüneyt Güzeliş. (2013) Exploiting Chaos in Learning System Identification for Nonlinear State Space Models. Neural Processing Letters 41:1, pages 29-41.
Crossref
Vishal Goyal, Vinay Kumar Deolia & Tripti Nath Sharma. (2015) Robust Sliding Mode Control for Nonlinear Discrete-Time Delayed Systems Based on Neural Network. Intelligent Control and Automation 06:01, pages 75-83.
Crossref
Houda Salhi & Samira Kamoun. 2015. Handbook of Research on Advanced Intelligent Control Engineering and Automation. Handbook of Research on Advanced Intelligent Control Engineering and Automation 107 145 .
Bipin Kumar TripathiBipin Kumar Tripathi. 2015. High Dimensional Neurocomputing. High Dimensional Neurocomputing 79 103 .
ZhiWen Wang & GongKun Luo. (2014) Feature Fusion Using Automatic Generated RBF Neural Network. Information Technology Journal 14:1, pages 16-23.
Crossref
R. Mena, F. Rodríguez, M. Castilla & M.R. Arahal. (2014) A prediction model based on neural networks for the energy consumption of a bioclimatic building. Energy and Buildings 82, pages 142-155.
Crossref
P. Gierlak, M. Muszyńska & W. Żylski. (2014) Neuro-Fuzzy Control of a Robotic Manipulator. International Journal of Applied Mechanics and Engineering 19:3, pages 575-584.
Crossref
Fatih Selimefendigil & Hakan F. Öztop. (2014) Numerical study and identification of cooling of heated blocks in pulsating channel flow with a rotating cylinder. International Journal of Thermal Sciences 79, pages 132-145.
Crossref
Ravonimanantsoa Ndaohialy Manda-Vy, Reziky zafimarina zo jaona Stefana & Andrianaharison Yvon. (2014) Estimation of the use of voip server resources by neural networks. Estimation of the use of voip server resources by neural networks.
Dapeng Niu, Ming Li & Fuli Wang. (2014) RETRACTED: Optimization of fluidized bed spray granulation process based on a multiphase hybrid model. Chemometrics and Intelligent Laboratory Systems 131, pages 7-15.
Crossref
Ziqi Yang, Wasif Naeem, Gary Menary, Jing Deng & Kang Li. (2014) Advanced Modelling and Optimization of Infared Oven in Injection Stretch Blow-moulding for Energy Saving. IFAC Proceedings Volumes 47:3, pages 766-771.
Crossref
Nazri Mohd Nawi, Abdullah Khan & Muhammad Zubair Rehman. 2014. The 8th International Conference on Robotic, Vision, Signal Processing & Power Applications. The 8th International Conference on Robotic, Vision, Signal Processing & Power Applications 335 341 .
Ieroham Baruch & Eloy Echeverria Saldierna. 2014. Innovations in Intelligent Machines-5. Innovations in Intelligent Machines-5 1 43 .
Costas P. Pappis & Constantinos I. Siettos. 2014. Search Methodologies. Search Methodologies 519 556 .
Long Zhang, Kang Li & Er-Wei Bai. (2013) A New Extension of Newton Algorithm for Nonlinear System Modelling Using RBF Neural Networks. IEEE Transactions on Automatic Control 58:11, pages 2929-2933.
Crossref
Erwin Sitompul. (2013) Linear-quadratic cost function for dynamic system modelling using recurrent neural networks. Linear-quadratic cost function for dynamic system modelling using recurrent neural networks.
Xia Li, Chunhua Lao, Yilun Liu, Xiaoping Liu, Yimin Chen, Shaoying Li, Bing Ai & Zijian He. (2013) Early warning of illegal development for protected areas by integrating cellular automata with neural networks. Journal of Environmental Management 130, pages 106-116.
Crossref
Hugh Cartwright & Silvia Curteanu. (2013) Neural Networks Applied in Chemistry. II. Neuro-Evolutionary Techniques in Process Modeling and Optimization. Industrial & Engineering Chemistry Research 52:36, pages 12673-12688.
Crossref
Erwin Sitompul. (2013) Adaptive Neural Networks for Nonlinear Dynamic Systems Identification. Adaptive Neural Networks for Nonlinear Dynamic Systems Identification.
Gábor Borics, Levente Nagy, Stefan Miron, István Grigorszky, Zsolt László-Nagy, Balázs A. Lukács, László G-Tóth & Gábor Várbíró. (2013) Which factors affect phytoplankton biomass in shallow eutrophic lakes?. Hydrobiologia 714:1, pages 93-104.
Crossref
Guo Liu, Yi Yin, Hongyan Liu & Qian Hao. (2013) Quantifying Regional Vegetation Cover Variability in North China during the Holocene: Implications for Climate Feedback. PLoS ONE 8:8, pages e71681.
Crossref
Stephen A Billings. 2013. Nonlinear System Identification. Nonlinear System Identification 261 287 .
Stephen A Billings. 2013. Nonlinear System Identification. Nonlinear System Identification 61 104 .
Stephen A Billings. 2013. Nonlinear System Identification. Nonlinear System Identification 17 59 .

Displaying 200 of 545 citing articles. Use the download link below to view the full list of citing articles.

Download full citations list

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.