Search Results - "Kiranyaz, Serkan"

Real-Time Motor Fault Detection by 1-D Convolutional Neural Networks by Ince, Turker, Kiranyaz, Serkan, Eren, Levent, Askar, Murat, Gabbouj, Moncef

“…Early detection of the motor faults is essential and artificial neural networks are widely used for this purpose. The typical systems usually encapsulate two…”
Get full text

Integrating Color Features in Polarimetric SAR Image Classification by Uhlmann, Stefan, Kiranyaz, Serkan

“…Polarimetric synthetic aperture radar (PolSAR) data are used extensively for terrain classification applying SAR features from various target decompositions…”
Get full text

Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks by Abdeljaber, Osama, Avci, Onur, Kiranyaz, Serkan, Gabbouj, Moncef, Inman, Daniel J.

“…Structural health monitoring (SHM) and vibration-based structural damage detection have been a continuous interest for civil, mechanical and aerospace…”
Get full text

A review of vibration-based damage detection in civil structures: From traditional methods to Machine Learning and Deep Learning applications by Avci, Onur, Abdeljaber, Osama, Kiranyaz, Serkan, Hussein, Mohammed, Gabbouj, Moncef, Inman, Daniel J.

“…•The transition from traditional methods to ML and DL has never been discussed for vibration-based SDD.•This paper aims to fulfill this gap.•Traditional…”
Get full text

Personalized Monitoring and Advance Warning System for Cardiac Arrhythmias by Kiranyaz, Serkan, Ince, Turker, Gabbouj, Moncef

“…Each year more than 7 million people die from cardiac arrhythmias. Yet no robust solution exists today to detect such heart anomalies right at the moment they…”
Get full text

Operational neural networks by Kiranyaz, Serkan, Ince, Turker, Iosifidis, Alexandros, Gabbouj, Moncef

“…Feed-forward, fully connected artificial neural networks or the so-called multi-layer perceptrons are well-known universal approximators. However, their…”
Get full text

Exploring the effect of image enhancement techniques on COVID-19 detection using chest X-ray images by Rahman, Tawsifur, Khandakar, Amith, Qiblawey, Yazan, Tahir, Anas, Kiranyaz, Serkan, Abul Kashem, Saad Bin, Islam, Mohammad Tariqul, Al Maadeed, Somaya, Zughaier, Susu M., Khan, Muhammad Salman, Chowdhury, Muhammad E.H.

“…Computer-aided diagnosis for the reliable and fast detection of coronavirus disease (COVID-19) has become a necessity to prevent the spread of the virus during…”
Get full text

1-D Convolutional Neural Networks for Signal Processing Applications by Kiranyaz, Serkan, Ince, Turker, Abdeljaber, Osama, Avci, Onur, Gabbouj, Moncef

“…1D Convolutional Neural Networks (CNNs) have recently become the state-of-the-art technique for crucial signal processing applications such as patient-specific…”
Get full text

Evolutionary artificial neural networks by multi-dimensional particle swarm optimization by Kiranyaz, Serkan, Ince, Turker, Yildirim, Alper, Gabbouj, Moncef

“…In this paper, we propose a novel technique for the automatic design of Artificial Neural Networks (ANNs) by evolving to the optimal network configuration(s)…”
Get full text

Training Radial Basis Function Neural Networks for Classification via Class-Specific Clustering by Raitoharju, Jenni, Kiranyaz, Serkan, Gabbouj, Moncef

“…In training radial basis function neural networks (RBFNNs), the locations of Gaussian neurons are commonly determined by clustering. Training inputs can be…”
Get full text

Smart binary phase‐coding for pulse‐compression radar: An electronic protection technique against repeater jamming by Yıldırım, Alper, Kiranyaz, Serkan

“…Nowadays, modern radar systems increase their target detection capabilities by processing pulses coherently. On the other hand, digital radio frequency…”
Get full text

An Intelligent and Low-Cost Eye-Tracking System for Motorized Wheelchair Control by Dahmani, Mahmoud, Chowdhury, Muhammad E H, Khandakar, Amith, Rahman, Tawsifur, Al-Jayyousi, Khaled, Hefny, Abdalla, Kiranyaz, Serkan

“…In the 34 developed and 156 developing countries, there are ~132 million disabled people who need a wheelchair, constituting 1.86% of the world population…”
Get full text

Early Detection of Myocardial Infarction in Low-Quality Echocardiography by Degerli, Aysen, Zabihi, Morteza, Kiranyaz, Serkan, Hamid, Tahir, Mazhar, Rashid, Hamila, Ridha, Gabbouj, Moncef

“…Myocardial infarction (MI), or commonly known as heart attack , is a life-threatening health problem worldwide from which 32.4 million people suffer each year…”
Get full text

Real-Time Glaucoma Detection From Digital Fundus Images Using Self-ONNs by Devecioglu, Ozer Can, Malik, Junaid, Ince, Turker, Kiranyaz, Serkan, Atalay, Eray, Gabbouj, Moncef

“…Glaucoma leads to permanent vision disability by damaging the optical nerve that transmits visual images to the brain. The fact that glaucoma does not show any…”
Get full text

Dual and Single Polarized SAR Image Classification Using Compact Convolutional Neural Networks by Ahishali, Mete, Kiranyaz, Serkan, Ince, Turker, Gabbouj, Moncef

“…Accurate land use/land cover classification of synthetic aperture radar (SAR) images plays an important role in environmental, economic, and nature related…”
Get full text

Competitive Quantization for Approximate Nearest Neighbor Search by Ozan, Ezgi Can, Kiranyaz, Serkan, Gabbouj, Moncef

“…In this study, we propose a novel vector quantization algorithm for Approximate Nearest Neighbor (ANN) search, based on a joint competitive learning strategy…”
Get full text

Emergent Properties of Microbial Activity in Heterogeneous Soil Microenvironments: Different Research Approaches Are Slowly Converging, Yet Major Challenges Remain by Baveye, Philippe C, Otten, Wilfred, Kravchenko, Alexandra, Balseiro-Romero, María, Beckers, Éléonore, Chalhoub, Maha, Darnault, Christophe, Eickhorst, Thilo, Garnier, Patricia, Hapca, Simona, Kiranyaz, Serkan, Monga, Olivier, Mueller, Carsten W, Nunan, Naoise, Pot, Valérie, Schlüter, Steffen, Schmidt, Hannes, Vogel, Hans-Jörg

“…Over the last 60 years, soil microbiologists have accumulated a wealth of experimental data showing that the bulk, macroscopic parameters (e.g., granulometry,…”
Get full text

Classification of polarimetric SAR images using compact convolutional neural networks by Ahishali, Mete, Kiranyaz, Serkan, Ince, Turker, Gabbouj, Moncef

“…Classification of polarimetric synthetic aperture radar (PolSAR) images is an active research area with a major role in environmental applications. The…”
Get full text

A Social Distance Estimation and Crowd Monitoring System for Surveillance Cameras by Al-Sa'd, Mohammad, Kiranyaz, Serkan, Ahmad, Iftikhar, Sundell, Christian, Vakkuri, Matti, Gabbouj, Moncef

“…Social distancing is crucial to restrain the spread of diseases such as COVID-19, but complete adherence to safety guidelines is not guaranteed. Monitoring…”
Get full text

1D Convolutional Neural Networks Versus Automatic Classifiers for Known LPI Radar Signals Under White Gaussian Noise by Yildirim, Alper, Kiranyaz, Serkan

“…In this study we analyze the signal classification performances of various classifiers for deterministic signals under the additive White Gaussian Noise (WGN)…”
Get full text