Convolutional Neural Network Model Based Human Wearable Smart Ring System: Agent Approach
Abstract
The Internet of Things has a set of smart objects with smart connectivity that assists in monitoring real world environment during emergency situations. It could monitor the various applications of emergency situations such as road accidents, criminal acts including physical assaults, kidnap cases, and other threats to people’s way of life. In this work, the proposed work is to afford real time services to users in emergency situations through Convolutional Neural Networks in terms of efficiency and reliable services. Finally, the proposed work has simulated with respect to the performance parameters of the proposed scheme like the probability of accuracy and processing time.References
P. Pandey, R. Litoriya. An IoT Assisted System for Generating Emergency Alerts Using Routine Analysis. Journal of Wireless Personal Communications, Vol. 11, No. 1, pp.1-22, 2020.
S. S., Sabry, N. A., Qarabash, H. S., Obaid. The Road to the Internet of Things: A Survey. In:9th Annual Information Tech-nology, Electromechanical Engineering and Microelectronics Conference (IEMECON), pp. 1-7, 2019.
P. Sethi, S. R., Sarangi, Internet of Things: Architecture, Pro-tocols, and Applications. Journal of Electrical and Computer Engineering, Vol. 2017, No.9324035, pp. 1-25, 2017.
N. Sahli, N. Jabeura, M. Badra. Agent-based Framework for Sensor-to-Sensor Personalization, Journal of Computer and System Sciences, Vol.81, No. 3, pp. 487-495, 2015.
F. Derakhshan, S. Yousefi. A Review on the Applications of Multiagent Systems in Wireless Sensor Networks, International Journal of Distributed Sensor Networks, Vol.15, No.5, pp. 1-19, 2019.
S. Albawi, T. A., Mohammed, S. Alzawi. Understanding of a Convolutional Neural Network, In: The International Conference on Engineering and Technology, pp. -17, 2017.
S. Frizzi, R. Kaabi, M, Bouchouicha, J.M., Ginoux, E, Moreau, F. Fnaiech. Convolutional neural network for video fire and smoke detection, In: 42nd Annual Conference of the IEEE Industrial Electronics Society, pp. 877- 881, 2016.
M. Manas, A.Sinha, S. Sharma, Md. R., Mahboob. A Novel Approach for IoT based Wearable Health Monitoring and Mes-saging System. Journal of Ambient Intelligence and Humanized Computing, Vol.10, pp.2817–2828, 2019.
N. R., Sogi, P. Chatterjee, U. Nethra, V. Suma.: SMARISA: A Raspberry Pi based Smart Ring for Women Safety Using IoT. In: International Conference on Inventive Research in Comput-ing Applications (ICIRCA 2018), pp. 451- 454, 2018.
A. Jesudoss, Y. Nikhila, T. Sahithi Reddy.: Smart Solution for Women Safety Using IoT, International Journal of Pure and Applied Mathematics, Vol. 119, No. 12, 43-49, 2018.
K. Sharma, D. D., Londhe.: Human Safety Devices Using IoT and Machine Learning: A Review. In: 3rd International Confer-ence for Convergence in Technology (I2CT), pp. 1-7, 2018.
R. Darbar, M. Choudhury, V. Mullick.: Ring IoT: A Smart Ring Controlling Things in Physical Spaces, 2019.
Available From: https://rajkdarbar.github.io/RingIoT.pdf
I. Aljarrah, D. Mohammad. Video Content Analysis using Convolutional Neural Networks, In: 9th International Conference on Information and Communication Systems (ICICS) pp. 122-126, 2018.
S. Sharma, S. Sebastian. IoT based car accident detection and notification algorithm for general road accidents, International Journal of Electrical and Computer Engineering (IJECE), Vol. 9, No. 5, pp. 4020-4026, 2019
R. Chauhan, K. K., Ghanshala, R.C., Joshi. Convolutional Neural Network (CNN) for Image Detection and Recognition, In: 2018 First International Conference on Secure Cyber Computing and Communication (ICSCCC), pp. 1-6, 2018
S. Sharma, V. Chang, U. S., Tim, J. Wong, S. Gadia. Cloud and IoT –based Emerging Services Systems, Journal on Cluster Computing, Vol. 22, pp. 71-91, 2019.
W. Akram, M. Jain, C. S., Hemalatha, Design of a Smart Safety Device for Women using IoT, In: International Conference on Recent Trends in Advanced Computing, pp.656-662, 2019.
K. Muhammad, J. Ahmad, I. Mehmood, S. Rho, S. W., Baik. Convolutional Neural Networks based Fire Detection in Surveillance Videos, Journal on IEEE Acess, Vol.6, pp.18174-18183, 2018.
F. Wu, C. Rüdiger, J. Redoute, M. R. Yuce.:WE-Safe: A Wearable IoT Sensor Node for Safety Applications via LoRa. In: IEEE 4th World Forum on Internet of Things (WF-IoT), pp. 144-148, 2018.
A. Kaur and A. Jasuja.: Health Monitoring based on IoT using Raspberry Pi. In: International Conference on Computer Communication and Automation. (ICCCA), pp. 1335_1340, 2017.
F. Bhatti, M. A., Shah, C. Maple, S.U.Islam. “A Novel Internet of Things-Enabled Accident Detection and Reporting System for Smart City Environments”, Journal on Sensors, Vol.19, No.9, pp.1-29, 2019.
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