Analysis of IoT Big Weather Data for Early Flood Forecasting System J. Michael Antony Sylvia, M. Pushpa Rani, Bashiru Aremu 2021 4th International Conference on Electrical Computer and Communication Technologies Icecct 2021, 2021 Due to technological advancements, the Internet of Things (IoT) has been extensively used in a number of environments during this period. The IoT is being utilized successfully, particularly in the field of weather monitoring. As a result, IoT weather sensors generate massive amounts of weather data on a regular basis. This research aims to efficiently analyze the massive amounts of data generated by IoT climate sensors to develop an effective early flood forecasting system. Numerous methods for forecasting floods using historical data have been invented. However, all of these methodologies are becoming inefficient as a result of climate change and the volume of the data. This research provides a methodology for extracting strongly correlated weather features in order to reduce the error in weather forecasts caused by data volume and climate change. The Feed-Forward Artificial Neural Network (FFANN) is used to forecast early rainfall and floods. Furthermore, Chennai has been chosen as the study area for this research. Finally, two experiments are conducted to demonstrate this early flood forecasting system's prediction accuracy and training efficiency. The experimental results demonstrate that the proposed flood forecasting system outperforms recently developed systems in terms of accuracy and training efficiency.
Uncovering hidden community structures in evolving networks based on neighborhood similarity Keshab Nath, R Dhanalakshmi, V. Vijayakumar, Bashiru Aremu, K. Hemant Kumar Reddy, et al. Journal of Intelligent and Fuzzy Systems, 2020 Detection of densely interconnected nodes also called modules or communities in static or dynamic networks has become a key approach to comprehend the topology, functions and organizations of the networks. Over the years, numerous methods have been proposed to detect the accurate community structure in the networks. State-of-the-art approaches only focus on finding non-overlapping and overlapping communities in a network. However, many networks are known to possess a hidden or embedded structure, where communities are recursively grouped into a hierarchical structure. Here, we reinvent such sub-communities within a community, which can be redefined based on nodes similarity. We term those derived communities as hidden or hierarchical communities. In this work, we present a method called Hidden Community based on Neighborhood Similarity Computation (HCNC) to uncover undetected groups of communities that embedded within a community. HCNC can detect hidden communities irrespective of density variation within the community. We define a new similarity measure based on the degree of a node and it’s adjacent nodes degree. We evaluate the efficiency of HCNC by comparing it with several well-known community detectors through various real-world and synthetic networks. Results show that HCNC has better performance in comparison to the candidate community detectors concerning various statistical measures. The most intriguing findings of HCNC is that it became the first research work to report the presence of hidden communities in Les Miserables, Karate and Polbooks networks.
RECENT SCHOLAR PUBLICATIONS
Forecasting Flash Floods with Optimized Adaptive Neuro-Fuzzy Inference System and Internet of Things M Pushpa Rani, B Aremu, X Fernando Pervasive Computing and Social Networking: Proceedings of ICPCSN 2022, 23-38 , 2022 2022 Citations: 2
Effective and secure transmission of health information using advanced morphological component analysis and image hiding BK Pandey, D Pandey, VK Nassa, S George, B Aremu, P Dadeech, ... Artificial Intelligence on Medical Data: Proceedings of International … , 2022 2022 Citations: 82
Effect of current density on properties of electrodeposited nickel-phosphorus alloy thin films T Baskar, S George, B Aremu, D Pandey AlQalam Journal of Medical and Applied Sciences 4 (2), 18-24 , 2021 2021 Citations: 3
Information Science: Fields and Technological Issues & Challenges in Developing & Developed Nations P Paul, PS Aithal, R Saavedra M, RRS Ripu Ranjan Sinha, PSB Aremu, ... IRA-International Journal of Management & Social Sciences 17 (04), 99-105 , 2021 2021 Citations: 1
Analysis of IoT big weather data for early flood forecasting system JMA Sylvia, MP Rani, B Aremu 2021 Fourth International Conference on Electrical, Computer and … , 2021 2021 Citations: 7
User Revocation Using Advanced Key Generation in Cloud Architecture B Aremu CERN European Organization for Nuclear Research-Zenodo , 2021 2021 Citations: 2
USER REVOCATION USING ADVANCED KEY GENERATION IN CLOUD ARCHITECTURE. Ciencia and Engenharia AS GEORGE, B AREMU Science and Engineering Journal 25 (03), 36-45 , 2021 2021 Citations: 4
Critical Review on Integration of Encryption D Pandey, S George, B Aremu, S Wariya, BK Pandey Steganography, IOT and Artificial Intelligence for the Secure Transmission … , 2021 2021 Citations: 7
Researches in IT and Computing—An Overview PK Paul, R Saavedra, PS Aithal, KS Tiwary, B Aremu, S Mewada International Journal of Information Science and Computing 8 (1), 1-12 , 2021 2021
Critical Review on Integration of Encryption, Steganography, IOT and Artificial Intelligence for the Secure Transmission of Stego Images D Pandey, S George, B Aremu, S Wariya, BK Pandey 2021 Citations: 1
Effect of Bath Temperature on Properties of Electro deposited Nickel-Cobalt Alloy Thin Films T Baskar, AS George, B AREMU J. Univ. Shanghai Sci. Technol. 22, 87-94 , 2021 2021 Citations: 2
Uncovering hidden community structures in evolving networks based on neighborhood similarity K Nath, R Dhanalakshmi, V Vijayakumar, B Aremu, ... Journal of Intelligent & Fuzzy Systems 39 (6), 8315-8324 , 2020 2020 Citations: 23
Agricultural Sciences Vs. Agricultural Engineering: An Overview PK Paul, RR Sinha, A Bhuimalli, KS Tiwary, B Aremu, P Baby International Journal of Applied Science and Engineering 8 (2), 113-122 , 2020 2020
Environmental Information Science as a Field of Various Research Levels: Opportunities, Challenges & Suggestions in Indian Context P Paul, PS Aithal, A Bhimali, T Kalishankar, R Saavedra M Forthcoming , 2020 2020 Citations: 1
Cloud Computing: Aspects on International and Indian Business Growth—A Brief Review P Paul, PSB Aremu, RRS Ripu Ranjan Sinha, PS Aithal, R Saavedra M Information, Communications and Computation Technology (ICCT) The Pillar for … , 2020 2020
Information Systems: The changing scenario of concepts, practice and importance P Paul, PS Aithal, R Saavedra M, RRS Ripu Ranjan Sinha, PSB Aremu, ... Scholedge International Journal of Management & Development 7 (07), 118-129 , 2020 2020 Citations: 9
Geo information systems and remote sensing: Applications in environmental systems and management P Paul, PS Aithal, A Bhimali, T Kalishankar, R Saavedra M, PSB Aremu International Journal of Management, Technology, and Social Sciences (IJMTS … , 2020 2020 Citations: 41
Agro informatics vis-à-vis Internet of Things (IoT) integration & potentialities—An analysis P Paul, R Saavedra M, PS Aithal, RRS Ripu Ranjan Sinha, PSB Aremu Agro Economist-An International Journal 7 (1), 13-20 , 2020 2020 Citations: 14
Internet of Things (IoT) & Smart Agriculture: With reference to applications & emerging Concern P Paul, RRS Ripu Ranjan Sinha, PS Aithal, R Saavedra M, PSB Aremu, ... Asian Journal of Electrical Sciences 9 (1), 37-44 , 2020 2020 Citations: 3
A study on cloud computing and service market: international context with reference to India P Paul, PSB Aremu, PS Aithal, R Saavedra M, RRS Ripu Ranjan Sinha Asian Journal of Managerial Science 9 (1), 52-56 , 2020 2020 Citations: 4
MOST CITED SCHOLAR PUBLICATIONS
Effective and secure transmission of health information using advanced morphological component analysis and image hiding BK Pandey, D Pandey, VK Nassa, S George, B Aremu, P Dadeech, ... Artificial Intelligence on Medical Data: Proceedings of International … , 2022 2022 Citations: 82
Agricultural informatics: an overview of integration of agricultural sciences and information science P Paul, RRS Ripu Ranjan Sinha, PS Aithal, PSB Aremu, R Saavedra M Indian Journal of Information Sources and Services 10 (1), 48-55 , 2020 2020 Citations: 51
Geo information systems and remote sensing: Applications in environmental systems and management P Paul, PS Aithal, A Bhimali, T Kalishankar, R Saavedra M, PSB Aremu International Journal of Management, Technology, and Social Sciences (IJMTS … , 2020 2020 Citations: 41
Cloud computing and virtualization in agricultural space: A knowledge survey PK Paul, PK Kumar, RR Sinha, ABP Baby, R Saavedra, B Aremu Palgo Journal of Agriculture 4 (2), 202-206 , 2016 2016 Citations: 28
Uncovering hidden community structures in evolving networks based on neighborhood similarity K Nath, R Dhanalakshmi, V Vijayakumar, B Aremu, ... Journal of Intelligent & Fuzzy Systems 39 (6), 8315-8324 , 2020 2020 Citations: 23
Artificial intelligence & cloud computing in environmental systems-towards healthy & sustainable development P Paul, A Bhimali, PS Aithal, T Kalishankar, R Saavedra M International Journal of Inclusive Development 6 (1), 01-08 , 2020 2020 Citations: 23
Agricultural robots: The applications of robotics in smart agriculture: Towards more advanced agro informatics practice PK Paul, RR Sinha, PS Aithal, R Saavedra, B Aremu, S Mewada Asian Review of Mechanical Engineering 9 (1), 38-44 , 2020 2020 Citations: 18
Agro informatics with its various attributes and emergence: Emphasizing potentiality as a specialization in agricultural sciences—A policy framework P Paul, PS Aithal, RRS Ripu Ranjan Sinha, R Saavedra M, PSB Aremu IRA International Journal of Applied Sciences 14 (4), 34-44 , 2019 2019 Citations: 16
Agro informatics vis-à-vis Internet of Things (IoT) integration & potentialities—An analysis P Paul, R Saavedra M, PS Aithal, RRS Ripu Ranjan Sinha, PSB Aremu Agro Economist-An International Journal 7 (1), 13-20 , 2020 2020 Citations: 14
Environmental informatics: Potentialities in iSchools and information science & technology programs—An analysis P Paul, R Saavedra M, PS Aithal, PSB Aremu, P Baby International Journal of Management, Technology, and Social Sciences (IJMTS … , 2020 2020 Citations: 10
Information Systems: The changing scenario of concepts, practice and importance P Paul, PS Aithal, R Saavedra M, RRS Ripu Ranjan Sinha, PSB Aremu, ... Scholedge International Journal of Management & Development 7 (07), 118-129 , 2020 2020 Citations: 9
Usability engineering human computer interaction and allied sciences: with reference to its uses and potentialities in agricultural sectors: a scientific report PK Paul, RR Sinha, P Baby, KS Shivraj, B Aremu, S Mewada Sci Rev 6 (7), 71-78 , 2020 2020 Citations: 9
Analysis of IoT big weather data for early flood forecasting system JMA Sylvia, MP Rani, B Aremu 2021 Fourth International Conference on Electrical, Computer and … , 2021 2021 Citations: 7
Critical Review on Integration of Encryption D Pandey, S George, B Aremu, S Wariya, BK Pandey Steganography, IOT and Artificial Intelligence for the Secure Transmission … , 2021 2021 Citations: 7
Cloud Service Providers: An Analysis of Some Emerging Organizations and Industries P Paul, PS Aithal, R Saavedra M, PSB Aremu, P Baby International Journal of Applied Engineering and Management Letters (IJAEML … , 2020 2020 Citations: 7
Artifcial intelligence and robotics in agriculture and allied areas-A study PK Paul, A Bhuimali, RR Sinha, PS Aithal, R Saavedra, B Aremu International Journal of Bioinformatics and Biological Sciences 8 (1), 1-5 , 2020 2020 Citations: 6
Agricultural informatics with reference to its possibilities and potentialities in management, commerce and allied branches PK Paul, RR Sinha, A Bhuimalli, P Baby, R Saavedra, B Aremu Management 8 (2), 35-43 , 2020 2020 Citations: 6
USER REVOCATION USING ADVANCED KEY GENERATION IN CLOUD ARCHITECTURE. Ciencia and Engenharia AS GEORGE, B AREMU Science and Engineering Journal 25 (03), 36-45 , 2021 2021 Citations: 4
A study on cloud computing and service market: international context with reference to India P Paul, PSB Aremu, PS Aithal, R Saavedra M, RRS Ripu Ranjan Sinha Asian Journal of Managerial Science 9 (1), 52-56 , 2020 2020 Citations: 4
Effect of current density on properties of electrodeposited nickel-phosphorus alloy thin films T Baskar, S George, B Aremu, D Pandey AlQalam Journal of Medical and Applied Sciences 4 (2), 18-24 , 2021 2021 Citations: 3