# positions[].organizations[].parent[].label
Texas A&M Engineering Experiment Station (TEES)

# overview
Dr. Nounou's research interests are in the area of process systems engineering with a particular emphasis on process modeling, estimation, fault detection, and control. The algorithms and tools developed in Dr. Nounou's research are utilized in many applications to improve the operation of various chemical, environmental, biological, and electrical systems.

# keywords[]
Online Reduced Kernel Generalized Likelihood Ratio Test

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
Networking And Information Technology R&d (nitrd)

# keywords[]
3102 Bioinformatics And Computational Biology

# keywords[]
4603 Computer Vision And Multimedia Computation

# keywords[]
3102 Bioinformatics And Computational Biology

# keywords[]
Grid Connected Photovoltaic (gcpv) Systems

# keywords[]
4009 Electronics, Sensors And Digital Hardware

# keywords[]
Networking And Information Technology R&d

# keywords[]
3102 Bioinformatics And Computational Biology

# keywords[]
Generalized Likelihood Ratio Test (glrt)

# keywords[]
Kernel Principal Component Analysis (kpca)

# keywords[]
Networking And Information Technology R&d

# keywords[]
3102 Bioinformatics And Computational Biology

# keywords[]
Networking And Information Technology R&d (nitrd)

# keywords[]
Kernel Principal Component Analysis (kpca)

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
3102 Bioinformatics And Computational Biology

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
Kernel Principal Component Analysis (k-pca)

# keywords[]
Partial Kernel Principal Component Analysis (pkpca)

# keywords[]
Generalized Likelihood Ratio Test (glrt)

# keywords[]
Generalized Likelihood Ratio Test (glrt)

# keywords[]
Exponentially Weighted Moving Average (ewma)

# keywords[]
3214 Pharmacology And Pharmaceutical Sciences

# keywords[]
3102 Bioinformatics And Computational Biology

# keywords[]
Kernel Principal Component Analysis (kpca)

# keywords[]
3102 Bioinformatics And Computational Biology

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
4009 Electronics, Sensors And Digital Hardware

# keywords[]
4009 Electronics, Sensors And Digital Hardware

# keywords[]
Networking And Information Technology R&d (nitrd)

# keywords[]
Generalized Likelihood Ratio Test (glrt)

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
3102 Bioinformatics And Computational Biology

# keywords[]
Networking And Information Technology R&d (nitrd)

# keywords[]
1.5 Resources And Infrastructure (underpinning)

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
Iterated Square-root Central Difference Kalman Filter

# keywords[]
Kernel Principal Component Analysis (kpca)

# keywords[]
Generalized Likelihood Ratio Test (glrt)

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
3102 Bioinformatics And Computational Biology

# keywords[]
Generalized Likelihood Ratio Test (glrt)

# keywords[]
4606 Distributed Computing And Systems Software

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
Continuously Stirred Tank Reactor (cstr)

# keywords[]
Kernel Generalized Likelihood Ratio (kglrt)

# keywords[]
Kernel Principal Component Analysis (kpca)

# keywords[]
Exponentially Weighted Moving Average (ewma)

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
Leak Detection And Localization Technology

# keywords[]
Online Reduced Kernel Generalized Likelihood Ratio Test

# keywords[]
Networking And Information Technology R&d

# keywords[]
Networking And Information Technology R&d

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
Networking And Information Technology R&d (nitrd)

# keywords[]
Reduced Kernel Principal Component Analysis

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
2.5 Research Design And Methodologies (aetiology)

# keywords[]
4007 Control Engineering, Mechatronics And Robotics

# keywords[]
Interval Gaussian Process Regression (igpr)

# keywords[]
Generalized Likelihood Ratio Test (glrt)

# keywords[]
Reduced Kernel Principal Component Analysis (rkpca)

# keywords[]
2.5 Research Design And Methodologies (aetiology)

# keywords[]
Networking And Information Technology R&d (nitrd)

# keywords[]
Networking And Information Technology R&d (nitrd)

# keywords[]
Fast And Elitist Multi-objective Genetic Algorithm

# educationAndTraining[].organization.label
The Ohio State University - (Columbus, Ohio, United States)

# educationAndTraining[].organization.label
The Ohio State University - (Columbus, Ohio, United States)

# educationAndTraining[].organization.label
Texas A&M University - (College Station, Texas, United States)

# awardsAndHonors[].label
Chemical Engineering Faculty of the Year Award

# awardsAndHonors[].label
Chemical Engineering Faculty of the Year Award

# awardsAndHonors[].label
Chemical Engineering Faculty of the Year Award

# awardsAndHonors[].label
Student Organization Advisor of the Year Award

# awardsAndHonors[].label
Student Organization Advisor of the Year Award

# publications[].label
Online statistical hypothesis test for leak detection in water distribution networks

# publications[].label
Model-free fuzzy intervention in biological phenomena

# publications[].publisher
Hamad bin Khalifa University Press (HBKU Press)

# publications[].label
An operating economics-driven perspective on monitoring and maintenance in multiple operating regimes: Application to monitor fouling in heat exchangers

# publications[].label
Improving Principal Component Analysis using Bayesian estimation

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Monitoring of Wastewater Treatment Plants using Improved Univariate Statistical Strategy

# publications[].label
Multiscale based nonlinear fault detection of industrial processes

# publications[].label
An Effective Fault Diagnosis Technique for Wind Energy Conversion Systems Based on an Improved Particle Swarm Optimization

# publications[].label
Monitoring of chemical processes using improved multiscale KPCA

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Recursive kernel PCA-based GLRT for Fault Detection: Application to an Air Quality Monitoring Network

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Measurement-Based Approach for Designing Fixed-Order Controllers for Unknown Closed-Loop Architecture

# publications[].label
Kernel PCA based BiLSTM for Fault Detection and Diagnosis for Wind Energy Converter Systems*

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Particle Filter-based Optimized Max Double Shewhart Chart for Damage Detection in Structural Health Monitoring Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Cubature Kalman Filter Approach for Inferring Gene Regulatory Networks Using Time Series Data

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Kernel PCA-based GLRT for nonlinear fault detection of chemical processes

# publications[].label
Estimation of Nonlinear Control Parameters In Induction Machine Using Particle Filtering

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Process Monitoring Using Data-Based Fault Detection Techniques: Comparative Studies

# publications[].label
Nonlinear control and estimation in induction machine using state estimation techniques

# publications[].label
Improved Estimation of the Langmuir Adsorption Isotherm Using Multiscale Filtering

# publications[].label
Bayesian-optimized Neural Networks and their application to model gas-to-liquid plants

# publications[].label
Computational and statistical approaches for modeling of proteomic and genomic networks.

# publications[].label
Fault Detection using UKF-based Optimized EWMA Method in Wastewater Treatment Plant

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Multiscale PLS-based Optimized EW-GLRT for Structural Damage Detection

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Genetic Algorithm Optimization for Quantized Target Tracking in Wireless Sensor Networks

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Reverse engineering sparse gene regulatory networks using cubature kalman filter and compressed sensing.

# publications[].label
INFERRING GENE REGULATORY NETWORKS WITH NONLINEAR MODELS VIA EXPLOITING SPARSITY

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Genetic-Algorithm-Based Neural Network for Fault Detection and Diagnosis: Application to Grid-Connected Photovoltaic Systems

# publications[].label
Improved Statistical Fault Detection Technique and Application to Biological Phenomena Modeled by S-Systems.

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault Detection of an Air Quality Monitoring Network

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Robust adaptive sliding-mode control for continuous time-delay systems

# publications[].label
Fault Classification using Deep Learning in a Grid-Connected Photovoltaic Systems*

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Distributed Algorithm for Network-Wide Clock Synchronization in Wireless Sensor Networks

# publications[].label
Multiscale Kernel PLS-Based Exponentially Weighted-GLRT and Its Application to Fault Detection

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
New sensor fault detection and isolation strategy-based interval-valued data

# publications[].label
Multiscale denoising of biological data: A comparative analysis

# publications[].publisher
Hamad bin Khalifa University Press (HBKU Press)

# publications[].label
A nonparametric approach to design robust controllers for uncertain systems: Application to an air flow heating system

# publications[].label
INTERVENTION IN BIOLOGICAL PHENOMENA REPRESENTED BY GENETIC REGULATORY NETWORKS: A VARIABLE STRUCTURE APPROACH

# publications[].label
Multiscale denoising of biological data: a comparative analysis.

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced PSO-Based NN for Failures Detection in Uncertain Wind Energy Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Joint Node Localization and Time-Varying Clock Synchronization in Wireless Sensor Networks

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Reduced KPCA based Ensemble Learning Approach for Fault Diagnosis of Grid-Connected PV Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Multiscale rectification of random errors without fundamental process models

# publications[].label
Enhanced Monitoring using PCA-based GLR Fault Detection and Multiscale Filtering

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Improved Fault Detection and Process Safety Using Multiscale Shewhart Charts.

# publications[].label
Fault Detection in a Wastewater Treatment Plant

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Improved Particle Filtering for State and Parameter Estimation- CSTR Model

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Process monitoring using PCA-based GLR methods: A comparative study

# publications[].label
PLS-based EWMA fault detection strategy for process monitoring

# publications[].label
Fault diagnosis of biological systems using improved machine learning technique

# publications[].label
A Novel Fault Diagnosis of Uncertain Systems Based on Interval Gaussian Process Regression: Application to Wind Energy Conversion Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Eventual norm continuity for neutral semigroups on Banach spaces

# publications[].label
On-line multiscale filtering of random and gross errors without process models

# publications[].label
Improved Shewhart Chart for Damage Detection of Structural Health Monitoring Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
An Enhanced Ensemble Learning-Based Fault Detection and Diagnosis for Grid-Connected PV Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault Detection of Biological Phenomena Modeled by S-systems

# publications[].label
Monitoring linear antenna arrays using an exponentially weighted moving average-based fault detection scheme

# publications[].label
Multivariate feature extraction based supervised machine learning for fault detection and diagnosis in photovoltaic systems

# publications[].label
Fault detection and diagnosis in grid-connected photovoltaic systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Information Theoretic Methods for Modeling of Gene Regulatory Networks

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced prediction accuracy of fuzzy models using multiscale estimation

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Model-Free Controller Tuning Based on DFT Processing: Application to Induction Motor Drives

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced RF for Fault Detection and Diagnosis of Uncertain PV systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Kullback-Leibler divergence -based Improved Particle Filter

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced Recurrent Neural Network for Fault Diagnosis of Uncertain Wind Energy Conversion Systems*

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault Diagnosis for Nonlinear Biological Processes Based on Machine Learning Models

# publications[].label
A DATA-BASED APPROACH FOR DESIGNING ADAPTIVE CONTROLLERS FOR UNKNOWN SYSTEMS

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Monitoring biological processes using univariate statistical process control

# publications[].label
Damage Detection in Structural Health Monitoring Using Kernel PLS Based GLR

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Sensitivity analysis of adsorption isotherms subject to measurement noise in the data

# publications[].label
Statistical fault detection using PCA-based GLR hypothesis testing

# publications[].label
Output-Feedback Model Predictive Control of Biological Phenomena Modeled by S-Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
An overview of the statistical methods used for inferring gene regulatory networks and protein-protein interaction networks.

# publications[].label
Efficient fault detection and diagnosis of wind energy converter systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Resilient Adaptive Control of Uncertain Time-Delay Systems - A Delay-Dependent Approach

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Robust control design method for uncertain system using a set of measurements

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Dealing with Collinearity in FIR models using Multiscale Estimation

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Dealing with collinearity in finite impulse response models using Bayesian shrinkage

# publications[].label
Analysis and synthesis of uncertain switched discrete-time systems

# publications[].label
Gene regulatory network inference using information theoretic methods

# publications[].publisher
Hamad bin Khalifa University Press (HBKU Press)

# publications[].label
Midpoint-radii principal component analysis-based EWMA and application to air quality monitoring network

# publications[].label
Effective fault detection in structural health monitoring systems

# publications[].label
Enhanced Multiscale Principal Component Analysis for Improved Sensor Fault Detection and Isolation.

# publications[].label
Online reduced kernel PLS combined with GLRT for fault detection in chemical systems

# publications[].label
On Clock Offset Estimation in Wireless Sensor Networks with Weibull Distributed Network Delays

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Reduced Kernel Random Forest Technique for Fault Detection and Classification in Grid-Tied PV Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Robust Routing for Target Tracking in Quantized Sensor Networks

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Iterated Square Root Unscented Kalman Filter for State Estimation- CSTR Model

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Partial kernel PCA-based GLRT for fault diagnosis of nonlinear processes

# publications[].label
States and Parameters Estimation in Induction Motor Using Bayesian Techniques

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Advances in Databased Process Monitoring and Applications

# publications[].publisher
Hamad bin Khalifa University Press (HBKU Press)

# publications[].label
Multiscale Gaussian process regression-based generalized likelihood ratio test for fault detection in water distribution networks

# publications[].label
Monitoring of wastewater treatment plants using improved univariate statistical technique

# publications[].label
Model predictive control of a 3-DOF helicopter system using successive linearization

# publications[].label
Reduced Neural Network Based Ensemble Approach for Fault Detection and Diagnosis of Wind Energy Converter Systems

# publications[].label
Chapter 4 Linear and nonlinear multiscale latent variable-based generalized likelihood ratio for fault detection

# publications[].label
Improving the prediction and parsimony of ARX models using multiscale estimation

# publications[].label
State Estimation and Application to Induction Machines - A Comparative Study

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Resilient Delay-Dependent Adaptive Control of Uncertain Time-Delay Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
MARAGAP: a modular approach to reference assisted genome assembly pipeline

# publications[].label
Effective Random Forest-Based Fault Detection and Diagnosis for Wind Energy Conversion Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Guided experimental design for static nonparametric modeling

# publications[].label
STUDY ON PINHOLE LEAKS IN GAS PIPELINES: CFD SIMULATION AND ITS VALIDATION

# publications[].label
Machine learning approaches for fault detection and diagnosis of induction motors

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Online reduced kernel GLRT technique for improved fault detection in photovoltaic systems

# publications[].label
Optimal reference sequence selection for genome assembly using minimum description length principle.

# publications[].label
Multiclass data classification using fault detection-based techniques

# publications[].label
A measurement-based control design approach for efficient cancer chemotherapy

# publications[].label
Robust adaptive sliding-mode control for continuous time-delay systems

# publications[].label
Monitoring of Structural Systems Using Improved Data Driven Damage Detection Technique

# publications[].label
Effective Monitoring of an air quality network

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Bayesian Optimization of Multiscale Kernel Principal Component Analysis and its Application to Model Gas-To-Liquid (GTL) Process Data

# publications[].label
Diagnosis of nonlinear systems using reduced kernel principal component analysis

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
ADAPTIVE CONTROLLER DESIGN FOR UNKNOWN SYSTEMS USING MEASURED DATA

# publications[].label
Modelbased and datadriven with multiscale sum of squares double EWMA control chart for fault detection in biological systems

# publications[].label
Measurement-based control approach for tuning PID controllers: application to induction machines

# publications[].label
Efficient Fault Detection and Diagnosis in Photovoltaic System Using Deep Learning Technique*

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Parameter Identification for Nonlinear Biological Phenomena Modeled by S-systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Application of Delay-Dependent Adaptive Control to a Continuous Stirred Tank Reactor

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Multiscale estimation of the Freundlich adsorption isotherm

# publications[].label
Deep Learning based Fault Diagnosis in a Grid-Connected Photovoltaic Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Chapter 3 Kernel PCA- and Kernel PLS-based generalized likelihood ratio tests for fault detection

# publications[].label
Integrated Multiscale Latent Variable Regression and Application to Distillation Columns

# publications[].label
A data-based technique for monitoring of wound rotor induction machines: A simulation study

# publications[].label
Online reduced gaussian process regression based generalized likelihood ratio test for fault detection

# publications[].label
Machine learning based Gaussian process regression for fault detection of Biological Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Machine Learning-Based Statistical Hypothesis Testing for Fault Detection

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
- Quality Assurance in Genome-Scale Bioinformatics Analyses

# publications[].label
Linear circuits: a measurement-based approach

# publications[].label
Inferring nonlinear and sparse gene regulatory networks

# publications[].publisher
Hamad bin Khalifa University Press (HBKU Press)

# publications[].label
Improved Statistical Method Based Exponentially Weighted GLRT Chart and Its Application to Fault Detection

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Parameter Estimation of Biological Phenomena Modeled by S-systems: An Extended Kalman Filter Approach

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Bayesian methods for time-varying state and parameter estimation in induction machines

# publications[].label
Enhanced particle filter for states and parameters estimation in structural health monitoring applications

# publications[].label
Multiscale Methods for Denoising and Compression

# publications[].label
Interval-Valued Reduced Ensemble Learning Based Fault Detection a Diagnosis Techniques for Uncertain Grid-Connected PV Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A model-free technique for designing fixed-order controllers

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Generalized Hebbian Algorithm for Fault Detection of CSTR Model

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Measurement based Approach to Circuit Design

# publications[].label
Optimal reference selection for genome assembly using the minimum description length principle

# publications[].publisher
Hamad bin Khalifa University Press (HBKU Press)

# publications[].label
State and parameter estimation for nonlinear biological phenomena modeled by S-systems

# publications[].label
Chapter 6 Model-based approaches for fault detection

# publications[].label
Enhanced operation of wastewater treatment plant using state estimation-based fault detection strategies

# publications[].label
Chapter 5 Multiscale methods for denoising and compression

# publications[].label
Non Linear and Non Gaussian States and Parameters Estimation using Bayesian Methods-Comparatives Studies

# publications[].label
Parameter estimation of biological phenomena: an unscented Kalman filter approach.

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault Detection in Processes Represented by PLS Models using an EWMA Control Scheme

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced Modeling of Distillation Columns using Integrated Multiscale Latent Variable Regression

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Application of A Fuzzy Learning Intervention Approach to A Purine Metabolism Pathway Model

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Interval-Valued SVM Based ABO for Fault Detection and Diagnosis of Wind Energy Conversion Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Max-Double Adaptive EWMA for Fault Detection of Wastewater Treatment Plants

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
An effective statistical fault detection technique for grid connected photovoltaic systems based on an improved generalized likelihood ratio test

# publications[].label
JOINT NODE LOCALIZATION AND TIME-VARYING CLOCK SYNCHRONIZATION IN WIRELESS SENSOR NETWORKS

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault detection in photovoltaic systems using machine learning technique

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Kernel PLS-based GLRT method for fault detection of chemical processes

# publications[].label
Fault detection of uncertain nonlinear process using interval-valued data-driven approach

# publications[].label
Multiscale Bayesian rectification of data from linear steady-state and dynamic systems without accurate models

# publications[].label
Kernel Generalized Likelihood Ratio Test for Fault Detection of Chemical Processes

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault Detection of Chemical Processes using Improved Generalized Likelihood Ratio Test

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Closed-Form Solution for Transcription Factor Activity Estimation Using Network Component Analysis

# publications[].label
A Measurement Based Approach to Mechanical Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Intervention in biological phenomena modeled by S-systems.

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Machine Learning-Based Reduced Kernel PCA Model for Nonlinear Chemical Process Monitoring

# publications[].label
Modeling of Nonlinear Biological Phenomena Modeled by S-systems Using Bayesian Method

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Deep Learning-Based Fault Diagnosis of Photovoltaic Systems: A Comprehensive Review and Enhancement Prospects

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
State Estimation of a Chemical Reactor Process Model - A Comparative Study

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Resilient delay-dependent adaptive control of uncertain time-delay systems

# publications[].label
Improved model based fault detection technique and application to humanoid robots

# publications[].label
Network-Wide Clock Synchronization via Message Passing with Exponentially Distributed Link Delays

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
ROBNCA: Robust Network Component Analysis for Recovering Transcription Factor Activities

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced state estimation using multiscale Kalman filtering

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault detection and diagnosis in grid-connected PV systems under irradiance variations

# publications[].label
Machine learning-based statistical testing hypothesis for fault detection in photovoltaic systems

# publications[].label
ROBNCA: robust network component analysis for recovering transcription factor activities.

# publications[].label
Modeling of nonlinear biological phenomena modeled by S-systems.

# publications[].label
Enhanced Gaussian Process Regression for Diagnosing Wind Energy Conversion Systems

# publications[].label
Joint Distributed Parameter and Channel Estimation in Wireless Sensor Networks via Variational Inference

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Reliable Fault Detection and Diagnosis of Large-Scale Nonlinear Uncertain Systems Using Interval Reduced Kernel PLS

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced Performance of Shewhart charts using Multiscale Representation

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].tags
16 Peace, Justice and Strong Institutions

# publications[].label
Effective Fault Diagnosis in Grid Connected Photovoltaic Systems Using Multiscale PCA based Artificial Neural Network Technique*

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Iterated square root unscented Kalman filter for nonlinear states and parameters estimation: three DOF damped system

# publications[].label
EWMA Kernel Generalized Likelihood Ratio Test for Fault Detection of Chemical Processes

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault Detection of Single and Interval Valued Data Using Statistical Process Monitoring Techniques

# publications[].label
A Control Design Approach for TITO Systems Using Measured Data

# publications[].label
Reduced Gaussian process regression for fault detection of chemical processes

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Uncertain dynamic process monitoring using moving window PCA for interval-valued data

# publications[].label
Nonlinear State and Parameter Estimation Using Iterated Sigma Point Kalman Filter: Comparative Studies

# publications[].label
Chronic leak detection for single and multiphase flow: A critical review on onshore and offshore subsea and arctic conditions

# publications[].label
On the admissibility of control operators for perturbed semigroups and application to time-delay systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Novel Leak Detection Approach in Water Distribution Networks

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Wavelet optimized EWMA for fault detection and application to photovoltaic systems

# publications[].label
Univariate Process Monitoring Using Multiscale Shewhart Charts

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Measurement-based approach for tuning of reduced-order controllers

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Intervention in Biological Phenomena Modeled by S-Systems: A Model Predictive Control Approach

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault Detection of Chemical Processes Using KPCA-Based GLRT Technique

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Wavelet-based Multiscale Filtering of Genomic Data

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Secure and Robust Clustering for Quantized Target Tracking in Wireless Sensor Networks

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Linear Inferential Modeling: Theoretical Perspectives, Extensions, and Comparative Analysis

# publications[].label
Improved Multiscale Multivariate Process Monitoring Methods

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Measurement Based Approach for Linear Circuit Modeling and Design

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Design of reduced-order controllers using a set of measurements: Application to a DC servomotor

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Multivariate statistical process control-based hypothesis testing for damage detection in structural health monitoring systems

# publications[].label
Feedback stabilizability of infinite dimensional neutral systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Statistical Fault Detection Strategy using PCA based EWMA Control Schemes

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Multivariate fault detection and classification using interval principal component analysis

# publications[].label
MiB: A Comparative Assembly Processing Pipeline

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Hybrid Fault Detection and Diagnosis of Grid-Tied PV Systems: Enhanced Random Forest Classifier Using Data Reduction and Interval-Valued Representation

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Empirical Bayesian finite impulse response modeling

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A measurement-based technique for designing fixed-order RST controllers and application to a coupled water tank system

# publications[].label
Intervention in Biological Phenomena via Feedback Linearization.

# publications[].label
Resilient Adaptive Control of Uncertain Time-Delay Systems

# publications[].label
Fault detection using multiscale shewhart charts: Algorithm and applications

# publications[].label
Enhanced generalized likelihood ratio test for failure detection in photovoltaic systems

# publications[].label
Fault Detection in Waste Water Treatment Plants using Improved Particle Filter-based Optimized EWMA

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced Monitoring of Environmental Processes

# publications[].label
Hidden Markov model based principal component analysis for intelligent fault diagnosis of wind energy converter systems

# publications[].label
Reduced GPR based RF Approach for Fault Diagnosis of Wind Energy Conversion Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault detection of nonlinear systems using an improved KPCA method

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Multiscale Filtering and Applications to Chemical and Biological Systems

# publications[].label
Application of A Fuzzy Learning Intervention Approach to A Glycolytic-Glycogenolytic Pathway Model

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced data validation strategy of air quality monitoring network.

# publications[].label
Improved Ensemble Approach for Fault Diagnosis of Wind Energy Conversion Systems*

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Uncertain Fault Diagnosis of Grid-Connected PV Systems based Improved Data-Driven Paradigms

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A Hybrid Fault Detection and Diagnosis of Grid-Tied PV Systems: Enhanced Random Forest Classifier Using Data Reduction and Interval-Valued Representation.

# publications[].label
Chapter 2 PCA and PLS-based generalized likelihood ratio for fault detection

# publications[].label
Sensitivity analysis of adsorption isotherms subject to measurement noise in the data

# publications[].label
Process modeling by Bayesian latent variable regression

# publications[].label
Reduced Gaussian process regression based random forest approach for fault diagnosis of wind energy conversion systems

# publications[].publisher
Institution of Engineering and Technology (IET)

# publications[].label
Enhanced data-driven Damage Detection for Structural Health Monitoring Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Kernel Generalized Likelihood Ratio Test for Fault Detection of Biological Systems.

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Random forest -based nonlinear improved feature extraction and selection for fault classification

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Multiscale PLS-based GLRT for fault detection of chemical processes

# publications[].label
Fault Detection of the Tennessee Eastman Process using Online Reduced Kernel PCA*

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Enhanced operation of wastewater treatment plant using state estimation-based fault detection strategies.

# publications[].label
Novel Fault Detection Approach of Biological Wastewater Treatment Plants

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault detection of uncertain chemical processes using interval partial least squares-based generalized likelihood ratio test

# publications[].label
Reduced neural network based ensemble approach for fault detection and diagnosis of wind energy converter systems

# publications[].label
A Measurement-Based Approach for Speed Control of Induction Machines

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Iterated Robust kernel Fuzzy Principal Component Analysis and application to fault detection

# publications[].label
A Hybrid Approach for Process Monitoring: Improving Data-Driven Methodologies With Dataset Size Reduction and Interval-Valued Representation

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Chapter 5 Linear and nonlinear interval latent variable approaches for fault detection

# publications[].label
A model-free design of reduced-order controllers and application to a DC servomotor

# publications[].label
Inferring gene regulatory networks via nonlinear state-space models and exploiting sparsity.

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A control design method for unknown systems using frequency domain data

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
The PI-Controller for infinite dimensional linear systems in Banach state spaces

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Adaptive Control of Nonlinear Time-Delay Systems and Application to a Chemical Reactor

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Detecting Abnormal Ozone Levels using PCA-based GLR Hypothesis Testing

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Multiscale finite impulse response modeling

# publications[].label
An operating economics-driven perspective on monitoring and maintenance in multiple operating regimes: Application to monitor fouling in heat exchangers

# publications[].label
Multiscale Gaussian Process Regression-Based GLRT for Water Quality Monitoring

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A NEW MEASUREMENT BASED APPROACH TO THE STUDY OF BIOLOGICAL SYSTEMS

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Reduced Noise Effect in Nonlinear Model Estimation Using Multiscale Representation

# publications[].label
Fault Diagnosis of Wind Energy Conversion Systems Using Gaussian Process Regression-based Multi-Class Random Forest

# publications[].label
Enhanced Fault Detection of an Air Quality Monitoring Network

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Fault detection using multiscale PCA-based moving window GLRT

# publications[].label
Nonlinear partial least square (NPLS) methods with generalized likelihood ratio test (GLRT) for fault detection and diagnosis of chemical processes

# publications[].label
Fuzzy intervention in biological phenomena.

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A measurement-based approach for designing reduced-order controllers with guaranteed bounded error

# publications[].label
States and Parameters Estimation for Biomass Substrate Hypothetical System

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Model-based and model-free filtering of genomic data

# publications[].label
A Comparative Assessment of Nonlinear State Estimation Methods for Structural Health Monitoring

# publications[].label
Genetic Algorithm-based Adaptive Optimization for Target Tracking in Wireless Sensor Networks

# publications[].label
Interval-Valued Reduced RNN for Fault Detection and Diagnosis for Wind Energy Conversion Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# researcherOn[].label
Enhanced Monitoring of Environmental and Chemical Processes

# researcherOn[].awardedBy.label
Qatar National Research Fund - (Doha, Qatar)

# researcherOn[].label
Enhanced Monitoring using Statistical Fault Detection Methods and Applications to Photovoltaic Systems and Genomic Data

# researcherOn[].awardedBy.label
Qatar National Research Fund - (Doha, Qatar)

# streetAddress
Texas A&M University; Qatar Campus; 4251 TAMUQ

# organizations[]
Texas A&M Engineering Experiment Station (TEES)

# schools[]
Texas A&M Engineering Experiment Station (TEES)

# etdChairOf[].label
Noor, Amina (2013-12). Efficient and Robust Algorithms for Statistical Inference in Gene Regulatory Networks. Doctoral Dissertation.