M
Makiko Kobayashi
Researcher at Kumamoto University
Publications - 101
Citations - 1145
Makiko Kobayashi is an academic researcher from Kumamoto University. The author has contributed to research in topics: Ultrasonic sensor & Piezoelectricity. The author has an hindex of 15, co-authored 100 publications receiving 922 citations. Previous affiliations of Makiko Kobayashi include Chiba University & McGill University.
Papers
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Journal ArticleDOI
Comprehensive electrocardiographic diagnosis based on deep learning.
Oh Shu Lih,V. Jahmunah,Tan Ru San,Edward J. Ciaccio,Toshitaka Yamakawa,Masayuki Tanabe,Makiko Kobayashi,Oliver Faust,U. Rajendra Acharya,U. Rajendra Acharya,U. Rajendra Acharya +10 more
TL;DR: The Convolutional Neural Network (CNN), followed by combined CNN and Long Short-Term Memory (LSTM) models, appear to be the most useful architectures for classification.
Journal ArticleDOI
Piezoelectric thick bismuth titanate/lead zirconate titanate composite film transducers for smart NDE of metals
Makiko Kobayashi,C.-K. Jen +1 more
TL;DR: In this article, a multilayer self-support piezoelectric ceramic sensor with desired thickness up to 200mm has been successfully applied on different metallic substrates with different shapes by a solgel spray technique.
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High-temperature integrated and flexible ultrasonic transducers for nondestructive testing
TL;DR: In this paper, integrated ultrasonic transducers (IUTs) were used for nondestructive testing at high temperatures, where they were made of sol-gel-sprayed piezoelectric thin (>40μm) ceramic films.
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Classification of heart sound signals using a novel deep WaveNet model.
Shu Lih Oh,V. Jahmunah,Chui Ping Ooi,Ru San Tan,Edward J. Ciaccio,Toshitaka Yamakawa,Masayuki Tanabe,Makiko Kobayashi,U. Rajendra Acharya,U. Rajendra Acharya,U. Rajendra Acharya +10 more
TL;DR: The study results clearly indicate that the developed model is able to classify five types of heart sounds accurately and can be used by cardiologists to aid in the detection of heart valve diseases in patients.
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Flexible ultrasonic transducers
TL;DR: A PZT/PZT flexible transducer showed a signal strength comparable with that obtained by a commercial room temperature broad bandwidth transducers, and the results are in reasonable agreement with experimental data.