Fouzi Harrou

发表

Advanced Statistical Modeling, Forecasting, and Fault Detection in Renewable Energy Systems

Fouzi Harrou, Ying Sun, F. Harrou, 2020 .

Monitoring Influent Measurements at Water Resource Recovery Facility Using Data-Driven Soft Sensor Approach

Fouzi Harrou, Tuoyuan Cheng, Ying Sun, 2019, IEEE Sensors Journal.

Robust and flexible strategy for fault detection in grid-connected photovoltaic systems

Ying Sun, Fouzi Harrou, Bilal Taghezouit, 2019, Energy Conversion and Management.

Nonlinear latent variable regression methods

Fouzi Harrou, Ying Sun, Amanda S. Hering, 2021 .

Self-organization in aggregating robot swarms: A DW-KNN topological approach

Cherif Foudil, Fouzi Harrou, Ying Sun, 2018, Biosyst..

Flexible and Efficient Topological Approaches for a Reliable Robots Swarm Aggregation

Foudil Cherif, Fouzi Harrou, Ying Sun, 2019, IEEE Access.

A multivariate time series approach to forecasting daily attendances at hospital emergency department

Farid Kadri, Fouzi Harrou, Ying Sun, 2017, 2017 IEEE Symposium Series on Computational Intelligence (SSCI).

Forecasting emergency department overcrowding: A deep learning framework

Farid Kadri, Fouzi Harrou, Ying Sun, 2020, Chaos, Solitons & Fractals.

Fall detection using supervised machine learning algorithms: A comparative study

Nabil Zerrouki, Amrane Houacine, Fouzi Harrou, 2016, 2016 8th International Conference on Modelling, Identification and Control (ICMIC).

Detection of smurf flooding attacks using Kullback-Leibler-based scheme

Fouzi Harrou, Ying Sun, Benamar Kadri, 2018, 2018 4th International Conference on Computer and Technology Applications (ICCTA).

Statistical detection of abnormal ozone measurements based on Constrained Generalized Likelihood Ratio test

Fouzi Harrou, Igor V. Nikiforov, Lionel Fillatre, 2013, 52nd IEEE Conference on Decision and Control.

Flexible and efficient model-based congestion detection approach

Fouzi Harrou, Ying Sun, Zeroual Abdelhafid, 2018, 2018 6th International Conference on Control Engineering & Information Technology (CEIT).

Multiscale latent variable regression-based process monitoring methods

Fouzi Harrou, Ying Sun, Amanda S. Hering, 2021 .

A Machine Learning-Based Approach for Land Cover Change Detection Using Remote Sensing and Radiometric Measurements

Nabil Zerrouki, Fouzi Harrou, Ying Sun, 2019, IEEE Sensors Journal.

Improved $k$NN-Based Monitoring Schemes for Detecting Faults in PV Systems

Ying Sun, Fouzi Harrou, Bilal Taghezouit, 2019, IEEE Journal of Photovoltaics.

Vision-based fall detection system for improving safety of elderly people

Nabil Zerrouki, Amrane Houacine, Fouzi Harrou, 2017, IEEE Instrumentation & Measurement Magazine.

Fault detection in processes represented by PLS models using an EWMA control scheme

Hazem N. Nounou, Mohamed N. Nounou, Fouzi Harrou, 2016, 2016 International Conference on Control, Decision and Information Technologies (CoDIT).

Multivariate statistical monitoring of photovoltaic plant operation

Ying Sun, Fouzi Harrou, Bilal Taghezouit, 2020 .

PLS-based memory control scheme for enhanced process monitoring

Fouzi Harrou, Ying Sun, F. Harrou, 2016, 2016 IEEE 14th International Conference on Industrial Informatics (INDIN).

Statistical monitoring of a wastewater treatment plant: A case study.

Fouzi Harrou, Ying Sun, Abdelkader Dairi, 2018, Journal of environmental management.

Statistical control chart and neural network classification for improving human fall detection

Nabil Zerrouki, Amrane Houacine, Fouzi Harrou, 2016, 2016 8th International Conference on Modelling, Identification and Control (ICMIC).

A measurement-based technique for incipient anomaly detection

Fouzi Harrou, Ying Sun, F. Harrou, 2015, 2015 15th International Conference on Intelligent Systems Design and Applications (ISDA).

An Effective Network Intrusion Detection Using Hellinger Distance-Based Monitoring Mechanism

Ying Sun, Fouzi Harrou, Benamar Kadri, 2018, 2018 International Conference on Applied Smart Systems (ICASS).

GLRT Based Anomaly Detection for Sensor Network Monitoring

Fouzi Harrou, Ying Sun, 2015, 2015 IEEE Symposium Series on Computational Intelligence.

Deep learning approach for sustainable WWTP operation: A case study on data-driven influent conditions monitoring

Fouzi Harrou, Tuoyuan Cheng, TorOve Leiknes, 2019, Sustainable Cities and Society.

Monitoring a robot swarm using a data-driven fault detection approach

Cherif Foudil, Fouzi Harrou, Ying Sun, 2017, Robotics Auton. Syst..

Statistical fault detection using PCA-based GLR hypothesis testing

Hazem Nounou, Fouzi Harrou, Mohamed Nounou, 2013 .

Monitoring road traffic congestion using a macroscopic traffic model and a statistical monitoring scheme

Fouzi Harrou, Nadhir Messai, Ying Sun, 2017 .

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

Ying Sun, Fouzi Harrou, Abdelkader Dairi, 2020, Chaos, Solitons & Fractals.

Enhanced dynamic data-driven fault detection approach: Application to a two-tank heater system

Fouzi Harrou, Ying Sun, Muddu Madakyaru, 2017, 2017 IEEE Symposium Series on Computational Intelligence (SSCI).

Improved detection of incipient anomalies via multivariate memory monitoring charts: Application to an air flow heating system

Sofiane Khadraoui, Fouzi Harrou, Muddu Madakyaru, 2016 .

Forecasting of Wastewater Treatment Plant Key Features Using Deep Learning-Based Models: A Case Study

Farid Kadri, Fouzi Harrou, Tuoyuan Cheng, 2020, IEEE Access.

Statistical monitoring of linear antenna arrays

Fouzi Harrou, Ying Sun, F. Harrou, 2016 .

An Efficient Statistical Strategy to Monitor a Robot Swarm

Ying Sun, Foudil Cherif, Fouzi Harrou, 2020, IEEE Sensors Journal.

Enhanced monitoring using PCA-based GLR fault detection and multiscale filtering

Hazem N. Nounou, Mohamed N. Nounou, Fouzi Harrou, 2013, 2013 IEEE Symposium on Computational Intelligence in Control and Automation (CICA).

A statistical-based approach for fault detection and diagnosis in a photovoltaic system

Elyes Garoudja, Aissa Chouder, Kamel Kara, 2017, 2017 6th International Conference on Systems and Control (ICSC).

Wind Power Prediction Using Ensemble Learning-Based Models

Wu Wang, Fouzi Harrou, Ying Sun, 2020, IEEE Access.

Conclusion and further research directions

Fouzi Harrou, Ying Sun, Amanda S. Hering, 2021, Statistical Process Monitoring Using Advanced Data-Driven and Deep Learning Approaches.

Monitoring land-cover changes by combining a detection step with a classification step

Nabil Zerrouki, Fouzi Harrou, Ying Sun, 2018, 2018 IEEE Symposium Series on Computational Intelligence (SSCI).

Univariate process monitoring using multiscale Shewhart charts

Mohamed N. Nounou, Fouzi Harrou, M. Ziyan Sheriff, 2014, 2014 International Conference on Control, Decision and Information Technologies (CoDIT).

Reliable solar irradiance prediction using ensemble learning-based models: A comparative study

Wu Wang, Ying Sun, Fouzi Harrou, 2020 .

A Data-Driven Monitoring Technique for Enhanced Fall Events Detection

Ying Sun, Nabil Zerrouki, Amrane Houacine, 2016 .

Monitoring Robotic Swarm Systems Under Noisy Conditions Using an Effective Fault Detection Strategy

Foudil Cherif, Fouzi Harrou, Ying Sun, 2019, IEEE Sensors Journal.

Anomaly detection/detectability for a linear model with a bounded nuisance parameter

Fouzi Harrou, Igor V. Nikiforov, Lionel Fillatre, 2014, Annu. Rev. Control..

Early Detection of Parkinson’s Disease Using Deep Learning and Machine Learning

Fouzi Harrou, Ying Sun, Wu Wang, 2020, IEEE Access.

Unsupervised recurrent deep learning scheme for process monitoring

Fouzi Harrou, Ying Sun, Amanda S. Hering, 2021 .

Accelerometer and Camera-Based Strategy for Improved Human Fall Detection

Nabil Zerrouki, Amrane Houacine, Fouzi Harrou, 2016, Journal of Medical Systems.

Integrating Model-Based Observer and Kullback–Leibler Metric for Estimating and Detecting Road Traffic Congestion

Fouzi Harrou, Ying Sun, Nadhir Messai, 2018, IEEE Sensors Journal.

Monitoring Influent Conditions of Wastewater Treatment Plants by Nonlinear Data-Based Techniques

Fouzi Harrou, Tuoyuan Cheng, Ying Sun, 2019, IEEE Access.

A robust monitoring technique for fault detection in grid-connected PV plants

Fouzi Harrou, Ying Sun, Bilal Taghezouit, 2018, 2018 7th International Conference on Renewable Energy Research and Applications (ICRERA).

Short-Term Forecasting of Photovoltaic Solar Power Production Using Variational Auto-Encoder Driven Deep Learning Approach

Sofiane Khadraoui, Fouzi Harrou, Ying Sun, 2020 .

Model-based fault detection algorithm for photovoltaic system monitoring

Fouzi Harrou, Ying Sun, Ahmed Saidi, 2017, 2017 IEEE Symposium Series on Computational Intelligence (SSCI).

An Improved Multivariate Chart Using Partial Least Squares With Continuous Ranked Probability Score

Fouzi Harrou, Ying Sun, Muddu Madakyaru, 2018, IEEE Sensors Journal.

Detecting abnormal ozone levels using PCA-based GLR hypothesis testing

Hazem N. Nounou, Mohamed N. Nounou, Fouzi Harrou, 2013, 2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM).

Improved anomaly detection using multi-scale PLS and generalized likelihood ratio test

Fouzi Harrou, Ying Sun, Muddu Madakyaru, 2016, 2016 IEEE Symposium Series on Computational Intelligence (SSCI).

A measurement-based fault detection approach applied to monitor robots swarm

Foudil Cherif, Fouzi Harrou, Ying Sun, 2017, 2017 6th International Conference on Systems and Control (ICSC).

A statistical fault detection strategy using PCA based EWMA control schemes

Hazem N. Nounou, Mohamed N. Nounou, Fouzi Harrou, 2013, 2013 9th Asian Control Conference (ASCC).

Malicious attacks detection in crowded areas using deep learning-based approach

Mohamad Mazen Hittawe, Fouzi Harrou, Ying Sun, 2020, IEEE Instrumentation & Measurement Magazine.

A data-based technique for monitoring of wound rotor induction machines: A simulation study

Hazem Nounou, Fouzi Harrou, Mohamed Nounou, 2016 .

Harmony search algorithm optimization for preventive-maintenance-planning for transmission systems

Abdelkader Zeblah, Fouzi Harrou, F. Harrou, 2009, 2009 International Conference on Advances in Computational Tools for Engineering Applications.

Anomaly detection with bounded nuisance parameters and safe train navigation

Fouzi Harrou, Igor V. Nikiforov, Lionel Fillatre, 2008, 2008 10th International Conference on Control, Automation, Robotics and Vision.

PLS-based EWMA fault detection strategy for process monitoring

Hazem Nounou, Fouzi Harrou, Mohamed Nounou, 2015 .

A simple strategy for fall events detection

Nabil Zerrouki, Amrane Houacine, Fouzi Harrou, 2016, 2016 IEEE 14th International Conference on Industrial Informatics (INDIN).

A Method to Detect DOS and DDOS Attacks based on Generalized Likelihood Ratio Test

Ying Sun, Fouzi Harrou, Benamar Kadri, 2018, 2018 International Conference on Applied Smart Systems (ICASS).

Nonlinear partial least squares with Hellinger distance for nonlinear process monitoring

Fouzi Harrou, Ying Sun, Muddu Madakyaru, 2016, 2016 IEEE Symposium Series on Computational Intelligence (SSCI).

A measurement-based control design approach for efficient cancer chemotherapy

Shankar P. Bhattacharyya, Hazem N. Nounou, Mohamed N. Nounou, 2016, Inf. Sci..

Wastewater treatment plant monitoring via a deep learning approach

Ying Sun, Fouzi Harrou, Abdelkader Dairi, 2018, 2018 IEEE International Conference on Industrial Technology (ICIT).

Adaboost-based algorithm for human action recognition

Nabil Zerrouki, Amrane Houacine, Fouzi Harrou, 2017, 2017 IEEE 15th International Conference on Industrial Informatics (INDIN).

Time Series Modelling and Forecasting of Emergency Department Overcrowding

Farid Kadri, Sondès Chaabane, Christian Tahon, 2014, Journal of Medical Systems.

Seasonal ARMA-based SPC charts for anomaly detection: Application to emergency department systems

Farid Kadri, Sondès Chaabane, Christian Tahon, 2016, Neurocomputing.

An efficient statistical-based approach for road traffic congestion monitoring

Fouzi Harrou, Ying Sun, Zeroual Abdelhafid, 2017, 2017 5th International Conference on Electrical Engineering - Boumerdes (ICEE-B).

Unsupervised obstacle detection in driving environments using deep-learning-based stereovision

Fouzi Harrou, Ying Sun, Abdelkader Dairi, 2018, Robotics Auton. Syst..

Unsupervised deep learning-based process monitoring methods

Fouzi Harrou, Ying Sun, Amanda S. Hering, 2021 .

Detecting SYN flood attacks via statistical monitoring charts: A comparative study

Fouzi Harrou, Ying Sun, Benamar Kadri, 2017, 2017 5th International Conference on Electrical Engineering - Boumerdes (ICEE-B).

Detecting cyber-attacks using a CRPS-based monitoring approach

Fouzi Harrou, Ying Sun, Benamar Kadri, 2018, 2018 IEEE Symposium Series on Computational Intelligence (SSCI).

Road traffic density estimation and congestion detection with a hybrid observer-based strategy

Ying Sun, Fouzi Harrou, Abdelhafid Zeroual, 2019, Sustainable Cities and Society.

Kullback-Leibler distance-based enhanced detection of incipient anomalies

Fouzi Harrou, Muddu Madakyaru, Ying Sun, 2016 .

Improving robots swarm aggregation performance through the Minkowski distance function

Cherif Foudil, Fouzi Harrou, Ying Sun, 2020, 2020 6th International Conference on Mechatronics and Robotics Engineering (ICMRE).

Obstacle Detection for Intelligent Transportation Systems Using Deep Stacked Autoencoder and $k$ -Nearest Neighbor Scheme

Fouzi Harrou, Ying Sun, Abdelkader Dairi, 2018, IEEE Sensors Journal.

An Improved Wavelet‐Based Multivariable Fault Detection Scheme

Ying Sun, Fouzi Harrou, Muddu Madakyaru, 2017 .

Vision-Based Human Action Classification Using Adaptive Boosting Algorithm

Nabil Zerrouki, Amrane Houacine, Fouzi Harrou, 2018, IEEE Sensors Journal.

Monitoring Distillation Column Systems Using Improved Nonlinear Partial Least Squares-Based Strategies

Fouzi Harrou, Ying Sun, Muddu Madakyaru, 2019, IEEE Sensors Journal.

Enhanced monitoring of abnormal emergency department demands

Farid Kadri, Fouzi Harrou, Ying Sun, 2015, 2015 15th International Conference on Intelligent Systems Design and Applications (ISDA).

Improved data-based fault detection strategy and application to distillation columns

Ying Sun, Fouzi Harrou, Muddu Madakyaru, 2017 .

Detecting network cyber-attacks using an integrated statistical approach

Ying Sun, Fouzi Harrou, Benamar Kadri, 2020, Cluster Computing.

Reliable fault detection and diagnosis of photovoltaic systems based on statistical monitoring approaches

Ying Sun, Fouzi Harrou, Bilal Taghezouit, 2018 .

Sequential detection of a total instantaneous blockage occurred in a single subassembly of a sodium-cooled fast reactor

Pierre Beauseroy, Fouzi Harrou, Igor Nikiforov, 2020 .

Amalgamation of anomaly-detection indices for enhanced process monitoring

Ying Sun, Sofiane Khadraoui, Fouzi Harrou, 2016 .

Statistical detection of faults in swarm robots under noisy conditions

Ying Sun, Foudil Cherif, Fouzi Harrou, 2018, 2018 6th International Conference on Control Engineering & Information Technology (CEIT).

Online model-based fault detection for grid connected PV systems monitoring

Fouzi Harrou, Ying Sun, Ahmed Saidi, 2017, 2017 5th International Conference on Electrical Engineering - Boumerdes (ICEE-B).

Traffic congestion detection based on hybrid observer and GLR test

Ying Sun, Fouzi Harrou, Abdelhafid Zeroual, 2018, 2018 Annual American Control Conference (ACC).

An unsupervised monitoring procedure for detecting anomalies in photovoltaic systems using a one-class Support Vector Machine

Ying Sun, Fouzi Harrou, Bilal Taghezouit, 2019, Solar Energy.

DDOS-attacks detection using an efficient measurement-based statistical mechanism

Fouzi Harrou, Benamar Kadri, Ying Sun, 2020 .

An Efficient Harmony Search Optimization for Maintenance Planning to the Telecommunication Systems

Abdelkader Zeblah, Fouzi Harrou, F. Harrou, 2011 .

Forecasting of Photovoltaic Solar Power Production Using LSTM Approach

Fouzi Harrou, Ying Sun, Farid Kadri, 2020, Advanced Statistical Modeling, Forecasting, and Fault Detection in Renewable Energy Systems.

Improved principal component analysis for anomaly detection: Application to an emergency department

Farid Kadri, Sondès Chaabane, Christian Tahon, 2015, Comput. Ind. Eng..

Enhanced Anomaly Detection Via PLS Regression Models and Information Entropy Theory

Fouzi Harrou, Ying Sun, F. Harrou, 2015, 2015 IEEE Symposium Series on Computational Intelligence.

An Integrated Vision-Based Approach for Efficient Human Fall Detection in a Home Environment

Ying Sun, Nabil Zerrouki, Amrane Houacine, 2019, IEEE Access.

Statistical Monitoring of Changes to Land Cover

Nabil Zerrouki, Fouzi Harrou, Ying Sun, 2018, IEEE Geoscience and Remote Sensing Letters.

Monitoring linear antenna arrays using an exponentially weighted moving average-based fault detection scheme

Fouzi Harrou, Mohamed Nounou, M. Nounou, 2014 .

Statistical fault detection in photovoltaic systems

Ying Sun, Elyes Garoudja, Aissa Chouder, 2017 .

Desertification Detection Using an Improved Variational Autoencoder-Based Approach Through ETM-Landsat Satellite Data

Nabil Zerrouki, Fouzi Harrou, Ying Sun, 2021, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Traffic congestion monitoring using an improved kNN strategy

Ying Sun, Fouzi Harrou, Abdelhafid Zeroual, 2020 .

A stacked deep learning approach to cyber-attacks detection in industrial systems: application to power system and gas pipeline systems

Sidi-Mohammed Senouci, Fouzi Harrou, Benamar Bouyeddou, 2022, Clust. Comput..

Building Roof Superstructures Classification From Imbalanced and Low Density Airborne LiDAR Point Cloud

Fouzi Harrou, Abdelkader Dairi, Martin Kada, 2021, IEEE Sensors Journal.

A Data-Driven Soft Sensor for Swarm Motion Speed Prediction Using Ensemble Learning Methods

Fouzi Harrou, Belkacem Khaldi, Ying Sun, 2021, IEEE Sensors Journal.

A deep attention-driven model to forecast solar irradiance

Fouzi Harrou, Abdelkader Dairi, Ying Sun, 2021, 2021 IEEE 19th International Conference on Industrial Informatics (INDIN).

Fault Detection in Solar PV Systems Using Hypothesis Testing

Fouzi Harrou, Bilal Taghezouit, Benamar Bouyeddou, 2021, 2021 IEEE 19th International Conference on Industrial Informatics (INDIN).

Integrated Multiple Directed Attention-Based Deep Learning for Improved Air Pollution Forecasting

Sofiane Khadraoui, Fouzi Harrou, Abdelkader Dairi, 2021, IEEE Transactions on Instrumentation and Measurement.

A simple and effective detection strategy using double exponential scheme for photovoltaic systems monitoring

Fouzi Harrou, Bilal Taghezouit, Cherif Larbes, 2021 .

Towards Emerging Cubic Spline Patterns with a Mobile Robotics Swarm System

Foudil Cherif, Fouzi Harrou, Belkacem Khaldi, 2021 .

Statistical Process Monitoring Using Advanced Data-Driven and Deep Learning Approaches

Fouzi Harrou, Amanda S. Hering, Muddu Madakyaru, 2021 .

Improved nonlinear fault detection strategy based on the Hellinger distance metric: Plug flow reactor monitoring

Fouzi Harrou, Muddu Madakyaru, Ying Sun, 2017 .

Early detection of abnormal patient arrivals at hospital emergency department

Farid Kadri, Fouzi Harrou, Christian Tahon, 2015, 2015 International Conference on Industrial Engineering and Systems Management (IESM).

Statistical fault detection in photovoltaic systems 1

Elyes Garoudja, Aissa Chouder, Kamel Kara, 2017 .

A distance weighted-based approach for self-organized aggregation in robot swarms

Foudil Cherif, Fouzi Harrou, Belkacem Khaldi, 2017, 2017 5th International Conference on Electrical Engineering - Boumerdes (ICEE-B).

Copula-based monitoring schemes for non-Gaussian multivariate processes

Pavel Krupskii, Fouzi Harrou, Amanda S. Hering, 2019, Journal of Quality Technology.

Detecting Abnormal Ozone Measurements With a Deep Learning-Based Strategy

Farid Kadri, Fouzi Harrou, Abdelkader Dairi, 2018, IEEE Sensors Journal.

Synthesis and optimization of microstrip antennas array using minimax method

Fouzi Harrou, Benamar Bouyeddou, Sidi Ahmed Djennas, 2009, 2009 3rd European Conference on Antennas and Propagation.