Publications

2021
Berghout T, Benbouzid M, Mouss L-H. Sequence-To-Sequence Health Index Estimation of Rolling Bearings with Long-Short Term Memory and Transfer Learning. IECON 2021–47th Annual Conference of the IEEE Industrial Electronics Society [Internet]. 2021 :1-5. Publisher's VersionAbstract
One of the main data-driven challenges when assessing bearing health is that training and test samples must be drawn from the same probability distribution. Indeed, it is difficult and almost rare to witness such a phenomenon in practical applications due to the constantly changing working conditions of rotating machines. In addition, collecting sufficient deterioration samples from the bearing life cycle is not possible due to the huge memory requirements and processing costs. As a result, accelerated life tests are believed to be the primary alternatives to such a situation. However, and unfortunately, the recorded samples always are subject to lack of real patterns. Therefore, in this paper, a transfer learning approach is performed to solve such kind of problem where PRONOSTICO dataset is used to assess the current procedures.
Berghout T, Benbouzid M, Mouss L-H. Sequence-To-Sequence Health Index Estimation of Rolling Bearings with Long-Short Term Memory and Transfer Learning. IECON 2021–47th Annual Conference of the IEEE Industrial Electronics Society [Internet]. 2021 :1-5. Publisher's VersionAbstract
One of the main data-driven challenges when assessing bearing health is that training and test samples must be drawn from the same probability distribution. Indeed, it is difficult and almost rare to witness such a phenomenon in practical applications due to the constantly changing working conditions of rotating machines. In addition, collecting sufficient deterioration samples from the bearing life cycle is not possible due to the huge memory requirements and processing costs. As a result, accelerated life tests are believed to be the primary alternatives to such a situation. However, and unfortunately, the recorded samples always are subject to lack of real patterns. Therefore, in this paper, a transfer learning approach is performed to solve such kind of problem where PRONOSTICO dataset is used to assess the current procedures.
Qutob N, Awartani F, Salah Z, Asia M, Khader IA, Herzallah K, Balqis N, Sallam H. Seroprevalence of SARS-CoV-2 in the West Bank region of Palestine: a cross-sectional seroepidemiological study. BMJ openBMJ open. 2021;11 :e044552.
Qutob N, Awartani F, Salah Z, Asia M, Khader IA, Herzallah K, Balqis N, Sallam H. Seroprevalence of SARS-CoV-2 in the West Bank region of Palestine: a cross-sectional seroepidemiological study. BMJ openBMJ open. 2021;11 :e044552.
Qutob N, Awartani F, Salah Z, Asia M, Khader IA, Herzallah K, Balqis N, Sallam H. Seroprevalence of SARS-CoV-2 in the West Bank region of Palestine: a cross-sectional seroepidemiological study. BMJ openBMJ open. 2021;11 :e044552.
Qutob N, Awartani F, Salah Z, Asia M, Khader IA, Herzallah K, Balqis N, Sallam H. Seroprevalence of SARS-CoV-2 in the West Bank region of Palestine: a cross-sectional seroepidemiological study. BMJ openBMJ open. 2021;11 :e044552.
Qutob N, Awartani F, Salah Z, Asia M, Khader IA, Herzallah K, Balqis N, Sallam H. Seroprevalence of SARS-CoV-2 in the West Bank region of Palestine: a cross-sectional seroepidemiological study. BMJ openBMJ open. 2021;11 :e044552.
Qutob N, Awartani F, Salah Z, Asia M, Khader IA, Herzallah K, Balqis N, Sallam H. Seroprevalence of SARS-CoV-2 in the West Bank region of Palestine: a cross-sectional seroepidemiological study. BMJ openBMJ open. 2021;11 :e044552.
Qutob N, Awartani F, Salah Z, Asia M, Khader IA, Herzallah K, Balqis N, Sallam H. Seroprevalence of SARS-CoV-2 in the West Bank region of Palestine: a cross-sectional seroepidemiological study. BMJ openBMJ open. 2021;11 :e044552.
Qutob N, Awartani F, Salah Z, Asia M, Khader IA, Herzallah K, Balqis N, Sallam H. Seroprevalence of SARS-CoV-2 in the West Bank region of Palestine: a cross-sectional seroepidemiological study. BMJ openBMJ open. 2021;11 :e044552.
Boudra S, Yahiaoui I, Behloul A. A set of statistical radial binary patterns for tree species identification based on bark images. Multimedia Tools and ApplicationsMultimedia Tools and Applications. 2021;80 :22373-22404.
Boudra S, Yahiaoui I, Behloul A. A set of statistical radial binary patterns for tree species identification based on bark images. Multimedia Tools and ApplicationsMultimedia Tools and Applications. 2021;80 :22373-22404.
Boudra S, Yahiaoui I, Behloul A. A set of statistical radial binary patterns for tree species identification based on bark images. Multimedia Tools and ApplicationsMultimedia Tools and Applications. 2021;80 :22373-22404.
Abdi MA, Bencherif H, Bendib T, Meddour F, Chahdi M. Significant improvement of infrared graphene nanoribbon phototransistor performance: A quantum simulation study. Sensors and Actuators A: PhysicalSensors and Actuators A: Physical. 2021;317 :112446.
Abdi MA, Bencherif H, Bendib T, Meddour F, Chahdi M. Significant improvement of infrared graphene nanoribbon phototransistor performance: A quantum simulation study. Sensors and Actuators A: PhysicalSensors and Actuators A: Physical. 2021;317 :112446.
Abdi MA, Bencherif H, Bendib T, Meddour F, Chahdi M. Significant improvement of infrared graphene nanoribbon phototransistor performance: A quantum simulation study. Sensors and Actuators A: PhysicalSensors and Actuators A: Physical. 2021;317 :112446.
Abdi MA, Bencherif H, Bendib T, Meddour F, Chahdi M. Significant improvement of infrared graphene nanoribbon phototransistor performance: A quantum simulation study. Sensors and Actuators A: PhysicalSensors and Actuators A: Physical. 2021;317 :112446.
Abdi MA, Bencherif H, Bendib T, Meddour F, Chahdi M. Significant improvement of infrared graphene nanoribbon phototransistor performance: A quantum simulation study. Sensors and Actuators A: PhysicalSensors and Actuators A: Physical. 2021;317 :112446.
Chouhal O, Mahdaoui R, Mouss LH. SOA-based distributed fault prognostic and diagnosis framework: an application for preheater cement cyclones. International Journal of Internet Manufacturing and ServicesInternational Journal of Internet Manufacturing and Services. 2021;8 :1-18.
Chouhal O, Mahdaoui R, Mouss LH. SOA-based distributed fault prognostic and diagnosis framework: an application for preheater cement cyclones. International Journal of Internet Manufacturing and ServicesInternational Journal of Internet Manufacturing and Services. 2021;8 :1-18.

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