Research Keyword: Ultrasound, wearable, machine learning, automatic evaluation
In this research cluster, our goal is to sense biomedical objects and areas that have been impossible to measure by traditional methods. To realize it, we apply our specialties, flexible ultrasonic sensors, high-performance electric circuits, visualization technology, and machine learning.
The sol-gel composite ultrasonic sensors developed by Dr. Tanabe and Prof. Kobayashi are flexible and extremely thinner than conventional ultrasonic sensors, and it could be an effective patch type sensor. Dr. Yamakawa is developing electronic circuit devices that enables it to transfer echo signals to an analysis computer wirelessly.
In our team, we are developing patch-type wireless ultrasonic sensors. In our goal, the measurement results will be automatically classified into three cardiac abnormalities: coronary artery disease (CAD), myocardial infarction (MI), and congestive heart failure (CHF), by machine learning by Dr. Acharya and Mr. Oh, Ngee Ann Polytechnic, Singapore, with advice from MD Tan, National Heart Centre Singapore, Singapore.
Mehmet Erten, Emrah Aydemir, Prabal Datta Barua, Mehmet Baygin, Sengul Dogan, Turker Tuncer, Ru-San Tan, Abdul Hafeez-Baig, U. Rajendra Acharya, "Novel tiny textural motif pattern-based RNA virus protein sequence classification model," Expert Systems with Applications 242, 122781, 2024
https://doi.org/10.1016/j.eswa.2023.122781
Kilic, Mehmet; Barua, Prabal Datta; Keles, Tugce; Yildiz, Arif Metehan; Tuncer, Ilknur; Dogan, Sengul; Baygin, Mehmet; Tuncer, Turker; Kuluozturk, Mutlu; Tan, Ru-San; Acharya, U. Rajendra, "GCLP: An automated asthma detection model based on global chaotic logistic pattern using cough sounds," Engineering Applications of Artificial Intelligence, 127, Part A, 107184, 2024
https://doi.org/10.1016/j.engappai.2023.107184
Shuting Xu, Ravinesh C Deo, Jeffrey Soar, Prabal Datta Barua, Oliver Faust, Nusrat Homaira, Adam Jaffe, Arm Luthful Kabir, U Rajendra Acharya, "Automated detection of airflow obstructive diseases: A systematic review of the last decade (2013-2022)," Computer Methods and Programs in Biomedicine, 241, 107746, 2023
https://doi.org/10.1016/j.cmpb.2023.107746
Mahesh Anil Inamdar; U. Raghavendra; Anjan Gudigar;Sarvesh Bhandary; Massimo Salvi; Ravinesh C. Deo; Prabal Datta Barua; Edward J. Ciaccio; Filippo Molinari; U. Rajendra Acharya, "A Novel Attention-Based Model for Semantic Segmentation of Prostate Glands Using Histopathological Images, " IEEE Access 11, 108982-108994 (2023)
https://doi.org/10.1109/ACCESS.2023.3321273
Arif Metehan Yildiz, Masayuki Tanabe, Makiko Kobayashi, Ilknur Tuncer, Prabal Datta Barua, Sengul Dogan, Turker Tuncer, Ru San Tan, U. Rajendra Acharya, "FF-BTP Model for Novel Sound-Based Community Emotion Detection," IEEE Access 11, 108705-108715 (2023)
https://doi.org/10.1109/ACCESS.2023.3318751
Prabal Datta Barua, Makiko Kobayashi, Masayuki Tanabe, Mehmet Baygin, Jose Kunnel Paul, Thomas Iype, Sengul Dogan, Turker Tuncer, Ru San Tan, U. Rajendra Acharya, "Innovative Fibromyalgia Detection Approach Based on Quantum-Inspired 3LBP Feature Extractor Using ECG Signal," IEEE Access 11, 101359-101372 (2023)
https://doi.org/10.1109/ACCESS.2023.3315149
Amanpreet Singh, Ali Abbasian Ardakani, Hui Wen Loh, P. V. Anamika, U. Rajendra Acharya, Sidharth Kamath, Anil K. Bhat, "Automated detection of scaphoid fractures using deep neural networks in radiographs," Engineering Applications of Artificial Intelligence, 122, 106165, 2023
https://doi.org/10.1016/j.engappai.2023.106165
U. Raghavendra, Anjan Gudigar, Yashas Chakole, Praneet Kasula, D. P. Subha, Nahrizul Adib Kadri, Edward J. Ciaccio, U. Rajendra Acharya, "Automated detection and screening of depression using continuous wavelet transform with electroencephalogram signals," Expert Systems, 40 (4), e12803 (2023)
https://doi.org/10.1111/exsy.12803
Smith K Khare, Varun Bajaj and U Rajendra Acharya, "SchizoNET: a robust and accurate Margenau–Hill time-frequency distribution based deep neural network model for schizophrenia detection using EEG signals," Physiological Measurement, 44, 3, 035005 (2023)
https://doi.org/10.1088/1361-6579/acbc06
Smith K Khare, U Rajendra Acharya, "An explainable and interpretable model for attention deficit hyperactivity disorder in children using EEG signals," Computers in Biology and Medicine, 155, 106676 (2023)
https://doi.org/10.1016/j.compbiomed.2023.106676
Raghavendra, U.; Gudigar, Anjan; Paul, Aritra; Goutham, T. S.; Inamdar, Mahesh Anil; Hegde, Ajay; Devi, Aruna; Ooi, Chui Ping; Deo, Ravinesh C.; Barua, Prabal Datta; Molinari, Filippo; Ciaccio, Edward J.; Acharya, U. Rajendra, "Brain tumor detection and screening using artificial intelligence techniques: Current trends and future perspectives," Computers in Biology and Medicine 163, 107063, 2023
https://doi.org/10.1016/j.compbiomed.2023.107063
Hui Wen Loh, Chui Ping Ooi, Silvia Seoni, Prabal Datta Barua, Filippo Molinari, U Rajendra Acharya, "Application of explainable artificial intelligence for healthcare: A systematic review of the last decade (2011–2022)," Computer Methods Programs in Biomedicine, 226, 2022, 107161.
Hui Wen Loh, Shuting Xu, Oliver Faust, Chui Ping Ooi, Prabal Datta Barua, Subrata Chakraborty, Ru-San Tan, Filippo Molinari, U Rajendra Acharya, "Application of photoplethysmography signals for healthcare systems: An in-depth review," Computer Methods Programs in Biomedicine, 216, 2022, 106677.
Hui Wen Loh, Chui Ping Ooi, Prabal Datta Barua, Palmer, Elizabeth Emma, Filippo Molinari, U Rajendra Acharya, "Automated detection of ADHD: Current trends and future perspective," Computers in Biology and Medicine, 146, 2022, 105525.
Vidya K. Sudarshan, U. Raghavendra, Anjan Gudigar, Edward J.Ciaccio, Anushya Vijayananthan, Ramesh Sahathevan, U Rajendra Acharya, "Assessment of CT for the categorization of hemorrhagic stroke (HS) and cerebral amyloid angiopathy hemorrhage (CAAH): A review," Biocybernetics and Biomedical Engineering, 42 (3), 2022, 888-901.
Anjan Gudigar, Raghavendra U, Jyothi Samanth, Akhila Vasudeva, Ashwal A. J., Krishnananda Nayak, Ru-San Tan, Edward J. Ciaccio, Chui Ping Ooi, Prabal Datta Barua, Filippo Molinari, Rajendra Acharya, "Role of Four-Chamber Heart Ultrasound Images in Automatic Assessment of Fetal Heart: A Systematic Understanding," Informatics, 2022, 9(2), 34
Anjan Gudigar, U Raghavendra, Jyothi Samanth, Chinmay Dharmik, Mokshagna Rohit Gangavarapu, Krishnananda Nayak, Edward J Ciaccio, Ru-San Tan, Filippo Molinari, U Rajendra Acharya, "Novel Hypertrophic Cardiomyopathy Diagnosis Index Using Deep Features and Local Directional Pattern Techniques," J Imaging, 2022 ;8(4):102.