Design of an efficient VARMA GRU LSTM based predictive Trust Model for high-performance Blockchain networks Journal of Integrated Science and Technology, 2024
Evolution of Low - Power Blockchain Technology by using Iterative Sharding for IoT Environment Suniti Purbey, Ashutosh Kumar Choudhary, Bhupesh Kumar Dewangan 2022 Opju International Technology Conference on Emerging Technologies for Sustainable Development Otcon 2022, 2023 This Blockchains are considered as high security linked-list based models that can be used to incorporate immutability, distributed processing, high transparency, and high trustworthiness for scalable deployments. But as the chain length increases, these blockchains require larger mining delays and higher energy consumption which limits their applicability for low-power use cases. Existing low-power blockchains require complex miner-level evaluations, which increases their computational complexity levels. To overcome these issues, this text proposes design of a novel low-power blockchain via iterative sharding for IoT (Internet of Things) deployments. The proposed model initially collects temporal information about the current IoT scenario and uses an Elephant Herding optimization (EHO) based model to form low-energy & low-delay sidechains. The length of these chains is iteratively modified, which assists in reducing computational complexity even under large scale networks. The EHO Model formulates a mining-delay & mining-energy based fitness function, that allows the model to select optimal chain lengths for context-specific use cases. Due to these enhancements, the proposed model is able to reduce the computational delay by 8.3%, and mining energy by 4.5% when compared with standard blockchain & sidechain models under different realtime use cases. This also allows the model to improve communication throughput and reduce the number of delay jitters for large-scale communication scenarios.
Design of an Efficient Multidomain Augmented Data Aggregation Model to Solve Heterogeneity Issues for IoT Deployments Meesala Sravani, Suniti Purbey, Burada Chakradhar, Ashutosh Kumar Choudhary Proceedings of the 2nd International Conference on Applied Artificial Intelligence and Computing Icaaic 2023, 2023 Heterogeneity of data is a common issue in data retrieval in Internet of Things (IoT) Networks, when dealing with data from multiple sensors & sources. To retrieve data from heterogeneous sources, there are several techniques proposed by researchers, which include, Data integration, Data federation, Semantic mapping, Management of Metadata, and efficient Visualization of Data Samples. But most of the existing models that perform these tasks either have limited scalability or showcase lower processing efficiency on the collected data samples. To overcome these issues, this text proposes design of an efficient multidomain augmented data aggregation model to solve heterogeneity issues for IoT deployments. The proposed model initially converts all input data samples into 1D vectors via convolutional flatting operations. These vectors are further converted into multidomain feature sets via a combination of Frequency, Gabor, Entropy, Wavelet and Convolutional analysis. These feature sets assist in identification of differential & spatial data patterns, which can be used for further analysis. To demonstrate efficiency of the proposed model, the collected IoT datasets were given to an Auto Regressive Integrated Moving Average (ARIMA) Model for prediction of temperature and humidity levels. These predicted levels were compared with existing models, and it was observed that the proposed model was able to improve the accuracy of prediction by 8.3%, while improving the precision by 5.9%, and recall by 2.5% under real-time deployment data samples.
Adam energy valley optimization-based routing and RF-Spinalnet enabled medical data classification in IoT S Purbey, N Khan, BK Singh, SK Balan International Journal of Machine Learning and Cybernetics 16 (4), 2377-2399 , 2025 2025 Citations: 2
Design of an efficient VARMAx model to leverage in-memory computing for faster big data analytics AR Kishore, S Purbey, AK Choudhary, BK Singh AIP Conference Proceedings 3111 (1), 030019 , 2024 2024
The design of an efficient bioinspired CNN model for automated malaria detection in blood smear images AK Choudhary, I Nausheen, N Khan, BK Singh, S Purbey AIP Conference Proceedings 3111 (1), 030020 , 2024 2024 Citations: 3
Design of an efficient low-complexity bioinspired blockchain-based semantic medical-event analysis & reporting model via deep learning S Purbey, R Sharma, B Khandelwal Multimedia Tools and Applications 83 (15), 43907-43930 , 2024 2024 Citations: 2
Design of an efficient VARMA GRU LSTM based predictive Trust Model for high-performance Blockchain networks AR Kishore, A kumar Choudhary, BK Singh, S Purbey Journal of Integrated Science and Technology 12 (1), 708-708 , 2024 2024 Citations: 3
Design of a blockchain-based secure and efficient ontology generation model for multiple data genres using augmented stratification in the healthcare industry S Purbey, B Khandelwal, AK Choudhary Signal, Image and Video Processing 17 (7), 3515-3523 , 2023 2023 Citations: 1
Model for Improving Storage Efficiency S Purbey, R Sharma, B Khandelwal Proceedings of International Conference on Data Analytics and Insights … , 2023 2023
DQNANFCT: design of a deep Q-learning network for augmented network forensics via integrated contextual trust operations AK Choudhary, S Rahamatkar, S Purbey International Journal of Information Technology 15 (5), 2729-2739 , 2023 2023 Citations: 4
TTSMSN: Design of an efficient temporal trust-based sidechaining model for improving storage efficiency in IoT networks S Purbey, R Sharma, B Khandelwal, AK Choudhary International Conference on Data Analytics and Insights, 307-317 , 2023 2023 Citations: 3
Design of an Efficient Multidomain Augmented Data Aggregation Model to Solve Heterogeneity Issues for IoT Deployments M Sravani, S Purbey, B Chakradhar, AK Choudhary 2023 2nd International Conference on Applied Artificial Intelligence and … , 2023 2023 Citations: 2
Evolution of low-power blockchain technology by using iterative sharding for IoT environment S Purbey, AK Choudhary, BK Dewangan 2022 OPJU International Technology Conference on Emerging Technologies for … , 2023 2023 Citations: 1
Analyzing Frameworks for IoT Data Storage, Representation and Analysis: A Statistical S Purbey, B Khandelwal Second International Conference on Image Processing and Capsule Networks … , 2021 2021
Analyzing frameworks for IoT data storage, representation and analysis: A statistical perspective S Purbey, B Khandelwal International Conference on Image Processing and Capsule Networks, 472-488 , 2021 2021 Citations: 3
Review Paper on Ethical Hacking I Ahuja, S Purbey IRJET 8 (4), 2395-0072 , 2021 2021 Citations: 1
Green internet of things (IOT): a survey and future prospect H Kumar, S Purbey Int. Res. J. Engineering Technol 8, 1947-55 , 2021 2021 Citations: 1
Study of Cloud Computing and its Data Storage Security Issues A Shrivastava, S Purbey 2021
Driver Detection for Accident Avoidance (IOT): A Review Paper A Dewangan, S Purbey 2021 Citations: 1
Innovation Opportunity for 5G Technologies: A Survey S Purbey INTERNATIONAL JOURNAL 6 (10) , 2020 2020
Challenges & Security in Internet of Medical Things (IoMT) using IoT – A Review DBK Suniti Purbey High Technology Letters 26 (11) , 2020 2020
Review on Fault Tolerance in Wireless Sensor Network A Choudhary, S Choudhary, A Mishra International Journal of Computer Applications 182 , 2019 2019 Citations: 5
MOST CITED SCHOLAR PUBLICATIONS
Review on Fault Tolerance in Wireless Sensor Network A Choudhary, S Choudhary, A Mishra International Journal of Computer Applications 182 , 2019 2019 Citations: 5
DQNANFCT: design of a deep Q-learning network for augmented network forensics via integrated contextual trust operations AK Choudhary, S Rahamatkar, S Purbey International Journal of Information Technology 15 (5), 2729-2739 , 2023 2023 Citations: 4
A REVIEW ON MANET (MOBILE AD HOC NETWORK) S Purbey International Journal of Emerging Trends in Engineering and Development 1 (9 … , 2019 2019 Citations: 4
Wireless Node Control and Monitoring System Using Web Enabled Interface S Purbey, A Raut 2014 Fourth International Conference on Communication Systems and Network … , 2014 2014 Citations: 4
The design of an efficient bioinspired CNN model for automated malaria detection in blood smear images AK Choudhary, I Nausheen, N Khan, BK Singh, S Purbey AIP Conference Proceedings 3111 (1), 030020 , 2024 2024 Citations: 3
Design of an efficient VARMA GRU LSTM based predictive Trust Model for high-performance Blockchain networks AR Kishore, A kumar Choudhary, BK Singh, S Purbey Journal of Integrated Science and Technology 12 (1), 708-708 , 2024 2024 Citations: 3
TTSMSN: Design of an efficient temporal trust-based sidechaining model for improving storage efficiency in IoT networks S Purbey, R Sharma, B Khandelwal, AK Choudhary International Conference on Data Analytics and Insights, 307-317 , 2023 2023 Citations: 3
Analyzing frameworks for IoT data storage, representation and analysis: A statistical perspective S Purbey, B Khandelwal International Conference on Image Processing and Capsule Networks, 472-488 , 2021 2021 Citations: 3
Adam energy valley optimization-based routing and RF-Spinalnet enabled medical data classification in IoT S Purbey, N Khan, BK Singh, SK Balan International Journal of Machine Learning and Cybernetics 16 (4), 2377-2399 , 2025 2025 Citations: 2
Design of an efficient low-complexity bioinspired blockchain-based semantic medical-event analysis & reporting model via deep learning S Purbey, R Sharma, B Khandelwal Multimedia Tools and Applications 83 (15), 43907-43930 , 2024 2024 Citations: 2
Design of an Efficient Multidomain Augmented Data Aggregation Model to Solve Heterogeneity Issues for IoT Deployments M Sravani, S Purbey, B Chakradhar, AK Choudhary 2023 2nd International Conference on Applied Artificial Intelligence and … , 2023 2023 Citations: 2
Design of a blockchain-based secure and efficient ontology generation model for multiple data genres using augmented stratification in the healthcare industry S Purbey, B Khandelwal, AK Choudhary Signal, Image and Video Processing 17 (7), 3515-3523 , 2023 2023 Citations: 1
Evolution of low-power blockchain technology by using iterative sharding for IoT environment S Purbey, AK Choudhary, BK Dewangan 2022 OPJU International Technology Conference on Emerging Technologies for … , 2023 2023 Citations: 1
Review Paper on Ethical Hacking I Ahuja, S Purbey IRJET 8 (4), 2395-0072 , 2021 2021 Citations: 1
Green internet of things (IOT): a survey and future prospect H Kumar, S Purbey Int. Res. J. Engineering Technol 8, 1947-55 , 2021 2021 Citations: 1
Driver Detection for Accident Avoidance (IOT): A Review Paper A Dewangan, S Purbey 2021 Citations: 1
Review Paper on Ranking of Images Based on Caption on Social Media S Purbey, A Lahor, A Kulkarni, C Walunjkar, A Shahapurkar International Research Journal of Engineering and Technology 4 (4), 3401-3403 , 2017 2017 Citations: 1
Design of an efficient VARMAx model to leverage in-memory computing for faster big data analytics AR Kishore, S Purbey, AK Choudhary, BK Singh AIP Conference Proceedings 3111 (1), 030019 , 2024 2024
Model for Improving Storage Efficiency S Purbey, R Sharma, B Khandelwal Proceedings of International Conference on Data Analytics and Insights … , 2023 2023
Analyzing Frameworks for IoT Data Storage, Representation and Analysis: A Statistical S Purbey, B Khandelwal Second International Conference on Image Processing and Capsule Networks … , 2021 2021
