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Fusion: Practice and Applications
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Title

Design and Implementation of IoT-Based Weather Monitoring System

  Sushant Kumar 1 * ,   Saurabh Mukherjee 2 ,   Richa Gupta 3

1  Banasthali Vidyapith, India
    (skybvi@gmail.com)

2  Banasthali Vidyapith, India
    (msaurabh@banasthali.in)

3  Research Scholar at Graphic Era Deemed to be University and Assistant Professor at Graphic Era Hill University, Dehradun, India
    (richa1883gupta@gmail.com)


Doi   :   https://doi.org/10.54216/FPA.140103

Received: May 19, 2023 Revised: September 01, 2023 Accepted: November 01, 2023

Abstract :

Due to advancement in technology, various fields have boosted the development of systems that improve people’s life quality, contributing to the welfare of the community by providing relevant and pertinent information for decision-making. On the Internet of Things (IoT), the systems demand measuring and monitoring several environmental variables. The heterogeneity of the captured data and the measuring instruments used to hinder the interoperability among the different components of the IoT. The problems are raised an interest in the development of methods and tools that support the heterogeneity of the data from the sensors, the measurements, and the measuring devices. Some existing tools have resolved some of these interoperability problems.  However, it forces to IoT developers to use sensors from specific brands, limiting their generalized use in the community. Furthermore, it is required to solve the challenge of integrating different protocols in a same IoT project. Besides, by generating alerts, it may help making decisions daily, considering the data provided by the sensors. it is required to solve the challenge of integrating different protocols in a same IoT project. To overcome the limitations of the existing glitches, there is need to develop a framework based on network of sensors via software that allows communication-using protocols in a specific environment to monitor the quality of air and to alarm users about this. In this paper, a prototype of proposal is mentioned about the architecture, list of hardware, software and different APIs are utilized to gather data in a systematic way so as users can visualize data in a semantic view. The visualization is shown later by using Matplotlib, Seaborn tools of Machine Learning (ML) and Deep Learning (DL) to plot the temperature along with humidity in a historical span. The result shows that accuracy obtained via Machine Learning Classifier is 87% in the context of Weather Prediction.

Keywords :

Matplotlib; Internet of things (IoT); Machine Learning (Ml); Deep Learning (DL)

References :

[1] S. N. Swamy and S. R. Kota, "An Empirical Study on System Level Aspects of Internet of Things (IoT)," in IEEE Access, vol. 8, pp. 188082-188134, 2020.doi: 10.1109/ACCESS.2020.3029847

[2] N. Neshenko, E. Bou-Harb, J. Crichigno, G. Kaddoum and N. Ghani, "Demystifying IoT Security: An Exhaustive Survey on IoT Vulnerabilities and a First Empirical Look on Internet-Scale IoT Exploitations," in IEEE Communications Surveys & Tutorials, vol. 21, no. 3, pp. 2702-2733, thirdquarter 2019.doi: 10.1109/COMST.2019.2910750

[3] F. Meneghello, M. Calore, D. Zucchetto, M. Polese and A. Zanella, "IoT: Internet of Threats? A Survey of Practical Security Vulnerabilities in Real IoT Devices," in IEEE Internet of Things Journal, vol. 6, no. 5, pp. 8182-8201, Oct. 2019.doi: 10.1109/JIOT.2019.2935189

[4] O. Said, Z. Al-Makhadmeh and A. Tolba, "EMS: An Energy Management Scheme for Green IoT Environments," in IEEE Access, vol. 8, pp. 44983-44998, 2020.doi: 10.1109/ACCESS.2020.2976641

[5] M. Frustaci, P. Pace, G. Aloi and G. Fortino, "Evaluating Critical Security Issues of the IoT World: Present and Future Challenges," in IEEE Internet of Things Journal, vol. 5, no. 4, pp. 2483-2495, Aug. 2018.doi: 10.1109/JIOT.2017.2767291

[6] Lobna Osman, Olutosin Taiwo, Ahmed Elashry, Absalom E. Ezugwu,  Intelligent Edge Computing for IoT: Enhancing Security and Privacy,  Journal of Intelligent Systems and Internet of Things,  Vol. 8 ,  No. 1 ,  (2023) : 55-65 (Doi   :  https://doi.org/10.54216/JISIoT.080105)

[7] L. Gutiérrez-Madroñal, L. La Blunda, M. F. Wagner and I. Medina-Bulo, "Test Event Generation for a Fall-Detection IoT System," in IEEE Internet of Things Journal, vol. 6, no. 4, pp. 6642-6651, Aug. 2019.doi: 10.1109/JIOT.2019.2909434

[8] O. Said, Y. Albagory, M. Nofal and F. Al Raddady, "IoT-RTP and IoT-RTCP: Adaptive Protocols for Multimedia Transmission over Internet of Things Environments," in IEEE Access, vol. 5, pp. 16757-16773, 2017.doi: 10.1109/ACCESS.2017.2726902

[9] M. G. Samaila, J. B. F. Sequeiros, T. Simões, M. M. Freire and P. R. M. Inácio, "IoT-HarPSecA: A Framework and Roadmap for Secure Design and Development of Devices and Applications in the IoT Space," in IEEE Access, vol. 8, pp. 16462-16494, 2020.doi: 10.1109/ACCESS.2020.2965925

[10] A. M. Zarca, J. B. Bernabe, A. Skarmeta and J. M. Alcaraz Calero, "Virtual IoT HoneyNets to Mitigate Cyberattacks in SDN/NFV-Enabled IoT Networks," in IEEE Journal on Selected Areas in Communications, vol. 38, no. 6, pp. 1262-1277, June 2020.doi: 10.1109/JSAC.2020.2986621

[11] J. Bhayo, S. Hameed and S. A. Shah, "An Efficient Counter-Based DDoS Attack Detection Framework Leveraging Software Defined IoT (SD-IoT)," in IEEE Access, vol. 8, pp. 221612-221631, 2020.doi: 10.1109/ACCESS.2020.3043082

[12] R. Muñoz et al., "Integration of IoT, Transport SDN, and Edge/Cloud Computing for Dynamic Distribution of IoT Analytics and Efficient Use of Network Resources," in Journal of Lightwave Technology, vol. 36, no. 7, pp. 1420-1428, 1 April1, 2018.doi: 10.1109/JLT.2018.2800660

[13] Lisha Yugal, Suresh Kaswan, B. S. Bhatia, Aditi Sharma,  IoT-based Emulated Performance Evaluation NLP Model for Advanced Learners in Academia 4.0 and Industries 4.0,  Journal of Intelligent Systems and Internet of Things,  Vol. 10 ,  No. 2 ,  (2023) : 36-75 (Doi   :  https://doi.org/10.54216/JISIoT.100206)

[14] M. Yi, X. Xu and L. Xu, "An Intelligent Communication Warning Vulnerability Detection Algorithm Based on IoT Technology," in IEEE Access, vol. 7, pp. 164803-164814, 2019.doi: 10.1109/ACCESS.2019.2953075

[15] M. W. Condry and C. B. Nelson, "Using Smart Edge IoT Devices for Safer, Rapid Response With Industry IoT Control Operations," in Proceedings of the IEEE, vol. 104, no. 5, pp. 938-946, May 2016.doi: 10.1109/JPROC.2015.2513672

[16] S. Sathyadevan, K. Achuthan, R. Doss and L. Pan, "Protean Authentication Scheme – A Time-Bound Dynamic KeyGen Authentication Technique for IoT Edge Nodes in Outdoor Deployments," in IEEE Access, vol. 7, pp. 92419-92435, 2019.doi: 10.1109/ACCESS.2019.2927818

[17] M. Shafiq, Z. Tian, A. K. Bashir, X. Du and M. Guizani, "CorrAUC: A Malicious Bot-IoT Traffic Detection Method in IoT Network Using Machine-Learning Techniques," in IEEE Internet of Things Journal, vol. 8, no. 5, pp. 3242-3254, 1 March1, 2021.doi: 10.1109/JIOT.2020.3002255

[18] A. A. Simiscuka, T. M. Markande and G. -M. Muntean, "Real-Virtual World Device Synchronization in a Cloud-Enabled Social Virtual Reality IoT Network," in IEEE Access, vol. 7, pp. 106588-106599, 2019.doi: 10.1109/ACCESS.2019.2933014

[19]  Joseph, F. J. (2019). IoT based weather monitoring system for effective analytics. International Journal of Engineering and Advanced Technology, 8(4), 311-315.

[20]  Benjamin Afotey, Christina Lovely-Quao,  Ambient air pollution monitoring and health studies using low-cost Internet-of-things (IoT) monitor within KNUST Community,  Journal of Intelligent Systems and Internet of Things,  Vol. 10 ,  No. 2 ,  (2023) : 49-62 (Doi   :  https://doi.org/10.54216/JISIoT.100205)

[21]  Susmitha, P., & Bala, G. S. (2014). Design and implementation of weather monitoring and controlling system. International journal of Computer applications, 97(3).

[22]  Durga, B. G., Kumaran, T. H. M., Devika, I. V., & Akshaya, M. J. (2022, August). Internet of Things based Weather and Water Quality Monitoring System. In 2022 3rd International Conference on Electronics and Sustainable Communication Systems (ICESC) (pp. 998-1002). IEEE.

[23] J. An et al., "Toward Global IoT-Enabled Smart Cities Interworking Using Adaptive Semantic Adapter," in IEEE Internet of Things Journal, vol. 6, no. 3, pp. 5753-5765, June 2019.doi: 10.1109/JIOT.2019.2905275

[24] Reem Atassi, Anomaly Detection in IoT Networks: Machine Learning Approaches for Intrusion Detection, Fusion: Practice and Applications, Vol. 13 , No. 1 , (2023) : 126-134 (Doi   :  https://doi.org/10.54216/FPA.130110)

[25] A. H. Ngu, M. Gutierrez, V. Metsis, S. Nepal and Q. Z. Sheng, "IoT Middleware: A Survey on Issues and Enabling Technologies," in IEEE Internet of Things Journal, vol. 4, no. 1, pp. 1-20, Feb. 2017.doi: 10.1109/JIOT.2016.2615180

[26] D. Xu and H. Zhu, "Secure Transmission for SWIPT IoT Systems With Full-Duplex IoT Devices," in IEEE Internet of Things Journal, vol. 6, no. 6, pp. 10915-10933, Dec. 2019.doi: 10.1109/JIOT.2019.2943377

[27] A. Azari, Č. Stefanović, P. Popovski and C. Cavdar, "On the Latency-Energy Performance of NB-IoT Systems in Providing Wide-Area IoT Connectivity," in IEEE Transactions on Green Communications and Networking, vol. 4, no. 1, pp. 57-68, March 2020.doi: 10.1109/TGCN.2019.2948591

[28] V. Petrov et al., "Vehicle-Based Relay Assistance for Opportunistic Crowdsensing Over Narrowband IoT (NB-IoT)," in IEEE Internet of Things Journal, vol. 5, no. 5, pp. 3710-3723, Oct. 2018.doi: 10.1109/JIOT.2017.2670363

[29] I. Hafeez, M. Antikainen, A. Y. Ding and S. Tarkoma, "IoT-KEEPER: Detecting Malicious IoT Network Activity Using Online Traffic Analysis at the Edge," in IEEE Transactions on Network and Service Management, vol. 17, no. 1, pp. 45-59, March 2020.doi: 10.1109/TNSM.2020.2966951

[30] O. Novo, "Blockchain Meets IoT: An Architecture for Scalable Access Management in IoT," in IEEE Internet of Things Journal, vol. 5, no. 2, pp. 1184-1195, April 2018. doi: 10.1109/JIOT.2018.2812239

[31] M. Haghi et al., "A Flexible and Pervasive IoT-Based Healthcare Platform for Physiological and Environmental Parameters Monitoring," in IEEE Internet of Things Journal, vol. 7, no. 6, pp. 5628-5647, June 2020.doi: 10.1109/JIOT.2020.2980432

[32] H. Pirayesh, P. K. Sangdeh and H. Zeng, "Coexistence of Wi-Fi and IoT Communications in WLANs," in IEEE Internet of Things Journal, vol. 7, no. 8, pp. 7495-7505, Aug. 2020.doi: 10.1109/JIOT.2020.2986110

[33] Mustafa Al-Tahee,Marwa s. mahdi hussin,Mohammed Jameel Alsalhy,Hussein Alaa Diame,Noor Hanoon Haroon,Salem Saleh Bafjaish,Mohammed Nasser Al-Mhiqani, A Study on Artificial Intelligence-based Security Techniques for IoT-based Systems, Fusion: Practice and Applications, Vol. 13 , No. 1 , () : 147-161 (Doi   :  https://doi.org/10.54216/FPA.130112)

[34] P. P. Ray, N. Thapa and D. Dash, "Implementation and Performance Analysis of Interoperable and Heterogeneous IoT-Edge Gateway for Pervasive Wellness Care," in IEEE Transactions on Consumer Electronics, vol. 65, no. 4, pp. 464-473, Nov. 2019.doi: 10.1109/TCE.2019.2939494

[35] S. Dube, W. Y. Wan and H. Nugroho, "A Novel Approach of IoT Stream Sampling and Model Update on the IoT Edge Device for Class Incremental Learning in an Edge-Cloud System," in IEEE Access, vol. 9, pp. 29180-29199, 2021.doi: 10.1109/ACCESS.2021.3059251


Cite this Article as :
Style #
MLA Sushant Kumar, Saurabh Mukherjee, Richa Gupta. "Design and Implementation of IoT-Based Weather Monitoring System." Fusion: Practice and Applications, Vol. 14, No. 1, 2024 ,PP. 28-39 (Doi   :  https://doi.org/10.54216/FPA.140103)
APA Sushant Kumar, Saurabh Mukherjee, Richa Gupta. (2024). Design and Implementation of IoT-Based Weather Monitoring System. Journal of Fusion: Practice and Applications, 14 ( 1 ), 28-39 (Doi   :  https://doi.org/10.54216/FPA.140103)
Chicago Sushant Kumar, Saurabh Mukherjee, Richa Gupta. "Design and Implementation of IoT-Based Weather Monitoring System." Journal of Fusion: Practice and Applications, 14 no. 1 (2024): 28-39 (Doi   :  https://doi.org/10.54216/FPA.140103)
Harvard Sushant Kumar, Saurabh Mukherjee, Richa Gupta. (2024). Design and Implementation of IoT-Based Weather Monitoring System. Journal of Fusion: Practice and Applications, 14 ( 1 ), 28-39 (Doi   :  https://doi.org/10.54216/FPA.140103)
Vancouver Sushant Kumar, Saurabh Mukherjee, Richa Gupta. Design and Implementation of IoT-Based Weather Monitoring System. Journal of Fusion: Practice and Applications, (2024); 14 ( 1 ): 28-39 (Doi   :  https://doi.org/10.54216/FPA.140103)
IEEE Sushant Kumar, Saurabh Mukherjee, Richa Gupta, Design and Implementation of IoT-Based Weather Monitoring System, Journal of Fusion: Practice and Applications, Vol. 14 , No. 1 , (2024) : 28-39 (Doi   :  https://doi.org/10.54216/FPA.140103)