Fouzi Harrou

7.9k total citations · 1 hit paper
204 papers, 5.3k citations indexed

About

Fouzi Harrou is a scholar working on Control and Systems Engineering, Artificial Intelligence and Mechanical Engineering. According to data from OpenAlex, Fouzi Harrou has authored 204 papers receiving a total of 5.3k indexed citations (citations by other indexed papers that have themselves been cited), including 88 papers in Control and Systems Engineering, 63 papers in Artificial Intelligence and 35 papers in Mechanical Engineering. Recurrent topics in Fouzi Harrou's work include Fault Detection and Control Systems (66 papers), Anomaly Detection Techniques and Applications (41 papers) and Advanced Statistical Process Monitoring (31 papers). Fouzi Harrou is often cited by papers focused on Fault Detection and Control Systems (66 papers), Anomaly Detection Techniques and Applications (41 papers) and Advanced Statistical Process Monitoring (31 papers). Fouzi Harrou collaborates with scholars based in Saudi Arabia, Algeria and France. Fouzi Harrou's co-authors include Ying Sun, Abdelkader Dairi, Abdelhafid Zeroual, Bilal Taghezouit, Muddu Madakyaru, Farid Kadri, Nabil Zerrouki, Junho Lee, Sofiane Khadraoui and Mohamed Nounou and has published in prestigious journals such as SHILAP Revista de lepidopterología, Scientific Reports and International Journal of Molecular Sciences.

In The Last Decade

Fouzi Harrou

199 papers receiving 5.1k citations

Hit Papers

align trajectories

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

Deep learning methods for forecasting COVID-19 time-Series data: A Comparative study

2020 342 citations Fouzi Harrou, Abdelkader Dairi et al. profile →

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name	h						Papers	Cites
Fouzi Harrou Saudi Arabia	43	1.7k	1.4k	1.1k	874	547	204	5.3k
Ying Sun Saudi Arabia	44	2.1k 1.2×	1.2k 0.9×	1.3k 1.1×	1.1k 1.2×	502 0.9×	372	7.4k
Hossam M. Zawbaa Egypt	38	2.1k 1.2×	831 0.6×	1.2k 1.1×	442 0.5×	162 0.3×	104	5.1k
Mohammad Heidarinejad United States	25	1.9k 1.1×	627 0.5×	1.0k 0.9×	393 0.4×	325 0.6×	74	6.2k
Vimal Savsani India	31	3.8k 2.2×	1.2k 0.9×	1.8k 1.6×	291 0.3×	1.1k 2.0×	66	8.0k
Jie Zhang China	54	2.3k 1.3×	1.5k 1.1×	4.9k 4.4×	853 1.0×	587 1.1×	539	9.8k
Navid Razmjooy Iran	39	1.2k 0.7×	613 0.5×	1.5k 1.4×	562 0.6×	195 0.4×	87	4.1k
Costas J. Spanos United States	50	922 0.5×	1.6k 1.2×	4.3k 3.8×	418 0.5×	423 0.8×	295	7.7k
Pradeep Jangir India	37	1.9k 1.1×	833 0.6×	1.7k 1.5×	563 0.6×	314 0.6×	182	4.5k
Dalibor Petković Serbia	48	2.1k 1.3×	653 0.5×	2.4k 2.1×	984 1.1×	644 1.2×	172	6.7k
Xuehua Zhao China	37	3.5k 2.1×	429 0.3×	795 0.7×	812 0.9×	217 0.4×	142	5.9k

Countries citing papers authored by Fouzi Harrou

Since Specialization

Citations

This map shows the geographic impact of Fouzi Harrou's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Fouzi Harrou with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Fouzi Harrou more than expected).

Fields of papers citing papers by Fouzi Harrou

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Fouzi Harrou. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Fouzi Harrou. The network helps show where Fouzi Harrou may publish in the future.

Co-authorship network of co-authors of Fouzi Harrou

This figure shows the co-authorship network connecting the top 25 collaborators of Fouzi Harrou. A scholar is included among the top collaborators of Fouzi Harrou based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Fouzi Harrou. Fouzi Harrou is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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20 of 20 papers shown

Harrou, Fouzi, et al.. (2025). Collaborative swarm robotics for sustainable environment monitoring and exploration: Emerging trends and research progress. Energy Nexus. 17. 100365–100365. 1 indexed citations

Dorbane, Abdelhakim, Fouzi Harrou, Ying Sun, & Georges Ayoub. (2025). Machine Learning for Modeling and Defect Detection of Friction Stir Welds: A Review. Journal of Failure Analysis and Prevention. 25(1). 110–139. 2 indexed citations

Dairi, Abdelkader, Fouzi Harrou, & Ying Sun. (2025). Auto-configured explainable graph neural networks for multi-site pollution prediction. Applied Soft Computing. 181. 113496–113496.

Dorbane, Abdelhakim, et al.. (2024). Enhancing Predictive Capabilities: Machine Learning Approaches for Predicting Mechanical Behavior in Friction Stir Welded Aluminum Alloys. Journal of Materials Engineering and Performance. 34(4). 3566–3584. 10 indexed citations

Taghezouit, Bilal, et al.. (2024). Model-based fault detection in photovoltaic systems: A comprehensive review and avenues for enhancement. Results in Engineering. 21. 101835–101835. 42 indexed citations

Harrou, Fouzi, et al.. (2024). Explainable machine learning methods for predicting water treatment plant features under varying weather conditions. Results in Engineering. 21. 101930–101930. 38 indexed citations

Dairi, Abdelkader, et al.. (2024). Graph neural networks-based spatiotemporal prediction of photovoltaic power: a comparative study. Neural Computing and Applications. 37(6). 4769–4795. 6 indexed citations

Harrou, Fouzi, Abdelkader Dairi, Abdelhakim Dorbane, & Ying Sun. (2024). Enhancing wind power prediction with self-attentive variational autoencoders: A comparative study. Results in Engineering. 23. 102504–102504. 22 indexed citations

Harrou, Fouzi, et al.. (2023). Uncovering sensor faults in wind turbines: An improved multivariate statistical approach for condition monitoring using SCADA data. Sustainable Energy Grids and Networks. 35. 101126–101126. 30 indexed citations

10.

Harrou, Fouzi, et al.. (2023). E-Learning Readiness Assessment Using Machine Learning Methods. Sustainability. 15(11). 8924–8924. 12 indexed citations

11.

Dairi, Abdelkader, Nabil Zerrouki, Fouzi Harrou, & Ying Sun. (2022). EEG-Based Mental Tasks Recognition via a Deep Learning-Driven Anomaly Detector. Diagnostics. 12(12). 2984–2984. 10 indexed citations

12.

Bouyeddou, Benamar, Fouzi Harrou, Bilal Taghezouit, Ying Sun, & Amar Hadj Arab. (2022). Improved Semi-Supervised Data-Mining-Based Schemes for Fault Detection in a Grid-Connected Photovoltaic System. Energies. 15(21). 7978–7978. 12 indexed citations

13.

Dairi, Abdelkader, Fouzi Harrou, & Ying Sun. (2021). Deep Generative Learning-Based 1-SVM Detectors for Unsupervised COVID-19 Infection Detection Using Blood Tests. IEEE Transactions on Instrumentation and Measurement. 71. 1–11. 25 indexed citations

14.

Harrou, Fouzi, Farid Kadri, Ying Sun, & Sofiane Khadraoui. (2021). Monitoring patient flow in a hospital emergency department: ARMA-based nonparametric GLRT scheme. Health Informatics Journal. 27(2). 1187507025–1187507025. 8 indexed citations

15.

Cheng, Tuoyuan, Fouzi Harrou, Farid Kadri, Ying Sun, & TorOve Leiknes. (2020). Forecasting of Wastewater Treatment Plant Key Features Using Deep Learning-Based Models: A Case Study. IEEE Access. 8. 184475–184485. 90 indexed citations

16.

Harrou, Fouzi, Tuoyuan Cheng, Ying Sun, TorOve Leiknes, & Noreddine Ghaffour. (2020). A Data-Driven Soft Sensor to Forecast Energy Consumption in Wastewater Treatment Plants: A Case Study. IEEE Sensors Journal. 21(4). 4908–4917. 72 indexed citations

17.

Harrou, Fouzi, et al.. (2020). Desertification Detection Using an Improved Variational Autoencoder-Based Approach Through ETM-Landsat Satellite Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 14. 202–213. 37 indexed citations

18.

Lee, Junho, Wu Wang, Fouzi Harrou, & Ying Sun. (2020). Wind Power Prediction Using Ensemble Learning-Based Models. IEEE Access. 8. 61517–61527. 80 indexed citations

19.

Cheng, Tuoyuan, Yuanzhe Li, Fouzi Harrou, et al.. (2020). A Hybrid Leakage Detection and Isolation Approach Based on Ensemble Multivariate Changepoint Detection Methods. King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology). 1 indexed citations

20.

Dairi, Abdelkader, et al.. (2018). Obstacle Detection for Intelligent Transportation Systems Using Deep Stacked Autoencoder and <inline-formula> <tex-math notation="LaTeX">$k$ </tex-math> </inline-formula>-Nearest Neighbor Scheme. IEEE Sensors Journal. 18(12). 5122–5132. 62 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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