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Design of Instruction Analyzer with Semantic-Based Loop Unrolling Mechanism in the Hyperscalar Architecture Read chapter Read first chapter

2019 | OriginalPaper | Chapter

Multi-recursive Wavelet Neural Network for Proximity Capacitive Gesture Recognition Analysis and Implementation

Authors : Chao-Ting Chu, Chian-Cheng Ho

Published in: New Trends in Computer Technologies and Applications

Publisher: Springer Singapore

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Abstract

This paper presents a multi-recursive wavelet neural network (MRWNN) with proximity capacitive gesture recognition. Recently, the capacitive sensor technologies have been developed for proximity methods that sensing electronic varies around sensor detection point, but the user gesture signals are time-variant. The MRWNN have multi layers recursive weight to record last signal variation, and we utilize microcontroller with MRWNN to identify algorithms and implement proximity capacitive gesture recognition. Moreover, we show MRWNN weight convergence analysis of the MRWNN signal identifier. In the experimental results, we show MRWNN can recognize patterns of different gesture signal accurately and reliably. In addition, we use wearable device combined with BLE (Bluetooth Low Energy) feedback output response immediately.

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Literature
1.
Lin, X., Adhikary, A., Wang, Y.P.E.: Random access preamble design and detection for 3GPP narrowband IoT systems. IEEE Wirel. Commun. Lett. 5(6), 640–643 (2016)CrossRef
2.
Chu, C.T., Chiang, H.K., Hung, J.J.: Dynamic heart rate monitors algorithm for reflection green light wearable device. In: International Conference on Intelligent Informatics and Biomedical Sciences, vol. 62, no. 8, pp. 438–445 (2015)
3.
Ha, U., Lee, Y., Kim, H.T., Roh, J., Kim, B.C., Yoo, H.J.: A Wearable EEG-HEG-HRV multimodal system with simultaneous monitoring of tES for mental health management. IEEE Trans. Biomed. Circuits Syst. 9(6), 758–766 (2015)
4.
Brugarolas, R., et al.: Wearable heart rate sensor systems for wireless canine health monitoring. IEEE Sens. J. 16(10), 3454–3464 (2016)CrossRef
5.
Wiens, A.D., Etemadi, M., Roy, S., Klein, L., Inan, O.T.: Toward continuous, noninvasive assessment of ventricular function and hemodynamics: wearable ballistocardiography. IEEE J. Biomed. Health Inform. 22(1), 1435–1442 (2015)CrossRef
6.
Semnani, S.H., Basir, O.A.: Semi-flocking algorithm for motion control of mobile sensors in large-scale surveillance systems. IEEE Trans. Cybern. 45(1), 129–137 (2015)CrossRef
7.
Fazio, M., Puliafito, A.: Cloud4sens: a cloud-based architecture for sensor controlling and monitoring. IEEE Commun. Mag. 41(47), 4–8 (2015)
8.
Kafi, M.A., Djenouri, D., Othman, J.B., Badache, N.: Congestion control protocols in wireless sensor networks: a survey, and future trends. IEEE Commun. Surv. Tutor. 16(3), 1369–1390 (2014)CrossRef
9.
Giles, C.L., Miller, C.B., Chen, D., Chen, H.H., Sun, G.Z., Lee, Y.C.: Learning and extracting finite state automata with second-order recurrent neural networks. Neural Comput. 4(3), 518–527 (1992)CrossRef
10.
Kim, Y., Moon, T.: Human detection and activity classification based on micro-doppler signatures using deep convolutional neural networks. IEEE Trans. Ind. Electron. 13(1), 8–12 (2016)
11.
Bu, N., Okamoto, M., Tsuji, T.: A hybrid motion classification approach for EMG-based human–robot interfaces using bayesian and neural networks. IEEE Trans. Rob. 25(3), 502–511 (2009)CrossRef
12.
Gupta, H.P., Chudgar, H.S., Mukherjee, S., Dutta, T.: A continuous hand gestures recognition technique for human-machine interaction using accelerometer and gyroscope sensors. IEEE Sens. J. 16(16), 6425–6432 (2016)CrossRef
13.
Chang, J.Y.: Nonparametric feature matching based conditional random fields for gesture recognition from multi-modal video. IEEE Trans. Pattern Anal. Mach. Intell. 38(8), 1612–1625 (2016)CrossRef
14.
Lefter, I., Burghouts, G.J., Rothkrantz, L.J.M.: Recognizing stress using semantics and modulation of speech and gestures. IEEE Trans. Affect. Comput. 38(8), 162–175 (2017)
Metadata
Title
Multi-recursive Wavelet Neural Network for Proximity Capacitive Gesture Recognition Analysis and Implementation
Authors
Chao-Ting Chu
Chian-Cheng Ho
Copyright Year
2019
Publisher
Springer Singapore
Book
New Trends in Computer Technologies and Applications

Print ISBN: 978-981-13-9189-7

Electronic ISBN: 978-981-13-9190-3

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-981-13-9190-3_53

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