Search Results - "Nounou, H."

Fault detection of uncertain nonlinear process using interval-valued data-driven approach by Harkat, M.-F., Mansouri, M., Nounou, M., Nounou, H.

“…•A kernel PCA (KPCA) for interval-valued data is developed.•The proposed technique is applied for fault detection of uncertain nonlinear process.•The proposed…”
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Online reduced kernel PLS combined with GLRT for fault detection in chemical systems by Fazai, R., Mansouri, M., Abodayeh, K., Nounou, H., Nounou, M.

“…•A generalized likelihood ratio test (GLRT) based online reduced kernel PLS (KPLS), named OR-GLRT, is developed.•OR-GLRT fault detection approach is proposed…”
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Machine learning-based statistical testing hypothesis for fault detection in photovoltaic systems by Fazai, R., Abodayeh, K., Mansouri, M., Trabelsi, M., Nounou, H., Nounou, M., Georghiou, G.E.

“…•A Gaussian process regression (GPR)-based generalized likelihood ratio test (GLRT) is developed.•GPR-based GLRT is proposed to enhance PV system…”
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Online reduced gaussian process regression based generalized likelihood ratio test for fault detection by R., Fezai, M., Mansouri, K., Abodayeh, H., Nounou, M., Nounou

“…•A generalized likelihood ratio test (GLRT) based online reduced GPR, named ORGPR-based GLRT, is developed.•ORGPR-based GLRT fault detection approach is…”
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Online reduced kernel GLRT technique for improved fault detection in photovoltaic systems by Fezai, R., Mansouri, M., Trabelsi, M., Hajji, M., Nounou, H., Nounou, M.

“…This paper proposes an effective kernel generalized likelihood ratio test (KGLRT) technique for fault detection in Photovoltaic (PV) systems. The proposed…”
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Machine Learning-Based Reduced Kernel PCA Model for Nonlinear Chemical Process Monitoring by Harkat, M.-F., Kouadri, A., Fezai, R., Mansouri, M., Nounou, H., Nounou, M.

“…Principal component analysis (PCA) is a popular tool for linear dimensionality reduction and fault detection. Kernel PCA (KPCA) is the nonlinear form of the…”
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Parameter Estimation of Biological Phenomena: An Unscented Kalman Filter Approach by Meskin, N., Nounou, H., Nounou, M., Datta, A.

“…Recent advances in high-throughput technologies for biological data acquisition have spurred a broad interest in the construction of mathematical models for…”
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Multiscale estimation of the Freundlich adsorption isotherm by Nounou, M. N., Nounou, H. N.

“…Adsorption plays an important role in water and wastewater treatment. The analysis and design of processes that involve adsorption rely on the availability of…”
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Multiscale Denoising of Biological Data: A Comparative Analysis by Nounou, M. N., Nounou, H. N., Meskin, N., Datta, A., Dougherty, E. R.

“…Measured microarray genomic and metabolic data are a rich source of information about the biological systems they represent. For example, time-series…”
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A measurement-based approach for designing reduced-order controllers with guaranteed bounded error by Khadraoui, S., Nounou, H.N., Nounou, M.N., Datta, A., Bhattacharyya, S.P.

“…The objective of this paper is to present a measurement-based control-design approach for single-input single-output linear systems with guaranteed bounded…”
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Eventual norm continuity for neutral semigroups on Banach spaces by Hadd, S., Nounou, H., Nounou, M.

“…In this paper we prove, under suitable hypotheses, eventually norm continuity and compactness of the solution semigroups of certain neutral differential…”
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Model-based and model-free filtering of genomic data by Nounou, M. N., Nounou, H. N., Mansouri, M.

“…Biological measurements are a rich source of information about the biological phenomena that are represented. For example, time-series dynamic genomic or…”
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Stable auto-tuning of adaptive fuzzy/neural controllers for nonlinear discrete-time systems by Nounou, H.N., Passino, K.M.

“…In direct adaptive control, the adaptation mechanism attempts to adjust a parameterized nonlinear controller to approximate an ideal controller. In the…”
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Fault detection of uncertain chemical processes using interval partial least squares-based generalized likelihood ratio test by M.-F., Harkat, M., Mansouri, M.N., Nounou, H.N., Nounou

“…•A partial Least squares (PLS) using interval-valued data for modeling and monitoring of uncertain systems is proposed.•A new fault detection (FD) chart based…”
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Midpoint-radii principal component analysis -based EWMA and application to air quality monitoring network by Mansouri, M., Harkat, M.-F., Nounou, M., Nounou, H.

“…Monitoring air quality is crucial for the safety of humans and the environment. Moreover, real world data collected from air quality network is often affected…”
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Multiscale Gaussian process regression-based generalized likelihood ratio test for fault detection in water distribution networks by Fazai, R., Mansouri, M., Abodayeh, K., Puig, V., Raouf, M.-I. Noori, Nounou, H., Nounou, M.

“…This paper proposes a new leak/contaminant detection approach that aims to enhance the monitoring of water distribution network (WDN). The developed method…”
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Multiscale estimation of the Freundlich adsorption isotherm by Nounou, M, Nounou, H

“…Adsorption plays an important role in water and wastewater treatment. The analysis and design of processes that involve adsorption rely on the availability of…”
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Network-Wide Clock Synchronization via Message Passing with Exponentially Distributed Link Delays by Zennaro, D., Ahmad, A., Vangelista, L., Serpedin, E., Nounou, H., Nounou, M.

“…Clock synchronization has become an indispensable requirement in wireless sensor networks due to its central importance in vital network operations such as…”
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Feedback stabilizability of infinite dimensional neutral systems by Hadd, S, Nounou, H, Nounou, M

“…A new functional analytic approach to the concept of feedback stabilizability of infinite dimensional linear neutral systems is presented. We first reformulate…”
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CARD15/NOD2, CD14 and toll-like 4 receptor gene polymorphisms in Saudi patients with Crohn's Disease by Azzam, Nahla, Nounou, Howaida, Alharbi, Othman, Aljebreen, Abedulrahman, Shalaby, Manal

“…Crohn's disease (CD) is a multifactorial disease with a genetic component and an observed association with genes related to the innate immune response…”
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