Enhanced 6G MIMO Signal Detection With Dynamic Sparse Region-Based Convolutional Neural Network With White Shark Optimization Sahaaya Arul Mary Solomon Arockiadass, Nandhini Thangavel, John Felix Prakash A, Vinoth Raja, Rahul Dhaigude Internet Technology Letters, 2025 Multiple‐input multiple‐output (MIMO) technology is emerging as a promising choice for upcoming sixth‐generation (6G) and beyond‐fifth‐generation (B5G) networks due to the advancements in AI. However, the complexity of MIMO systems, which involve numerous antennas, results in a challenging detection process with high computational demands. To address the interference challenges inherent in large‐scale MIMO technology, this research proposes a 6G massive MIMO signal identification algorithm that integrates a Dynamic Sparse Region‐based Convolutional Neural Network (DSR‐CNN) with White Shark Optimization (WSO) into conventional MIMO receivers. The DSR‐CNN dynamically refines proposal boxes and features, enhancing detection accuracy by effectively handling complex signal patterns. The WSO optimizes the weight parameters within the R‐CNN, improving the algorithm's convergence toward optimal solutions. This hybrid methodology significantly reduces bit error rates (BER) and enhances detection performance, making it ideally suited to the advanced requirements of 6G networks. The proposed approach, DSR‐CNN‐WSO, not only improves accuracy and efficiency but also seamlessly integrates with existing MIMO systems, offering a robust solution for future wireless communication technologies. The proposed method achieves significantly lower BER (0.01) and Mean Square Error (MSE) (0.1), indicating more reliable bit detection and more accurate signal detection.
Implementation blues for the special Indian legislation to curb plagiarism in research in higher educational institutions Rupali Khaire, Nalini Dixit, Ashok Ghuge, Deepti Bhutada, Srinivasa Rao Kasisomayajula, Rahul Dhaigude Iberoamerican Journal of Science Measurement and Communication, 2025 Objective. In 2018, the Government of India implemented specific legislation through its primary agency, the University Grants Commission (UGC), with the objective of addressing issues of plagiarism in academic research. This legislation stipulated a systematic mechanism for higher educational institutions (HEIs) nationwide to ensure the academic integrity of research work. This paper examined the implementation status of the legislation after seven years since its announcement. Design/Methodology/Approach. A dual approach, incorporating both quantitative and qualitative methodologies, was employed in the study. A survey was conducted among 400 research supervisors with a minimum supervising experience of five years across the country. The survey utilized a questionnaire to assess the implementation level of the regulations. A Likert scale consisting of 10 Likert items was developed. The null hypothesis, which posited the implementation of the UGC Regulations 2018 as effective, was tested using a t-test. Subsequent to the survey results, 10 senior expert research supervisors were interviewed to ascertain how the implementation of the legislation could be improved. Results/Discussion. The findings of the study indicated that the awareness of the regulation among research scholars was limited. With the exception of plagiarism software, most statements on the scale received significant disagreement. Statements such as “researchers and supervisors are well aware of the objectives of the regulations,” “it is well understood that the regulations are binding on all the Higher Educational Institutions (HEIs),” “awareness programs are conducted regularly to disseminate information on academic integrity,” and “the establishment of Departmental and Institutional Academic Integrity Panels as mandated by the regulation has been done” received considerable disagreement among the 400 respondents. The expert group unanimously agreed that efforts to disseminate the legislation did not fully meet expectations. There was a significant need to take action to increase awareness of the regulation within the research community. It was important to implement software that aligned with the provisions of the Act. Conclusions. The necessity for legislation pertaining to plagiarism was generally recognized. The University Grants Commission (Promotion of Academic Integrity and Prevention of Plagiarism in Higher Educational Institutions) Regulations (2018) was a concise piece of legislation enacted by the Government of India. This legislation had received international attention, with other countries adopting similar measures. The government’s initiative in formulating a specialized law to address this issue was noteworthy. However, its implementation in HEIs had faced challenges. The enactment of the law and the provision of software for plagiarism detection had not yet led to substantial progress. The fundamental legislative objective of fostering awareness and cultivating acceptance of academic integrity had not been fully achieved, primarily due to insufficient awareness among students and research scholars regarding the provisions of the law.
Direct Technology Diffusion in Higher Education: Evidence from Doctoral Students A Kumar, J Paliwal, M Singh, V Pendse, A Saini, R Gade, R Dhaigude, ... ASEAN Journal of Educational Research and Technology 6 (1), 79-92 , 2027 2027
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Analyzing the Application of Robotic Process Automation (RPA) Across Retail R Chanda, R Dhaigude ICT: Applications and Social Interfaces: Proceedings of ICTCS 2024, Volume 1 … , 2025 2025
Artificial Intelligence for Enhanced Logistics Tracking in Hospitals R Dhaigude, R Chanda, S Ghadge International Conference on ICT for Sustainable Development, 238-244 , 2025 2025
Sentiment Analysis of Financial Tweets & News Using Machine Learning to Identify Trading Opportunities RS Chanda, R Dhaigude International Conference on ICT for Sustainable Development, 1-12 , 2025 2025
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Environmental Sustainability Life Cycle Mapping Software and Services Leveraging Value Stream Mapping Technology R chanda, R Dhaigude International Conference on Smart Trends for Information Technology and … , 2025 2025
Integrating Advanced Technologies in India’s Electric Vehicle Market: Challenges and Strategic Solutions V Pabalkar, R Dhaigude International Conference on Smart Trends for Information Technology and … , 2025 2025
Implementation blues for the special Indian legislation to curb plagiarism in research in higher educational institutions R Khaire, N Dixit, A Ghuge, D Bhutada, SR Kasisomayajula, R Dhaigude Iberoamerican Journal of Science Measurement and Communication 5 (2), 1 , 2025 2025 Citations: 2
Analyzing the Application of Robotic Process Automation (RPA) Across Retail Processes and Evaluate an Implementation Framework for Best Practices R Chanda, R Dhaigude International Conference on Information and Communication Technology for … , 2024 2024
Creative Destruction of Risk in Financial Institutions Through Technology R Dhaigude, V Pabalkar International Conference on Information and Communication Technology for … , 2024 2024
Intelligent Adaptation: Technological and Industrial Trends Shaping Post-pandemic Adoption V Pabalkar, R Dhaigude International Conference on Information and Communication Technology for … , 2024 2024
Enhanced 6G MIMO Signal Detection With Dynamic Sparse Region-Based Convolutional Neural Network With White Shark Optimization SAMS Arockiadass, N Thangavel, AJF Prakash, V Raja, R Dhaigude INTERNET TECHNOLOGY LETTERS , 2024 2024 Citations: 3
Implications of Financial Literacy and Gender Gap in Financial Decision Making R Dhaigude, N Lawande, D Ujagare Emerging Horizons: Business and Society in the Post-Pandemic Era, 198-212 , 2024 2024
Consumer Awareness and Willingness Toward Smart Home Automation R Dhaigude, R Chanda International Conference on ICT for Sustainable Development, 211-221 , 2024 2024
Enhancing Phishing Website Detection Through Multi-Classifier Integration and Comparative Analysis of Data Mining Techniques R Dhaigude, R Chanda International Conference on ICT for Sustainable Development, 165-175 , 2024 2024
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Consumer Behavior Toward Digital Tourism Post COVID: A Sentiment Analysis R Chanda, R Dhaigude International Conference on ICT for Sustainable Development, 177-188 , 2024 2024
MOST CITED SCHOLAR PUBLICATIONS
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Practices of corporate governance in Indusind Bank RK Sharma, R Dhaigude International Journal of Research in Finance and Marketing (IJRFM) 6 (11), 82-88 , 2016 2016 Citations: 3
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Price Discovery and Information Sharing between Futures and Spot Market: Evidence from India AL Jain SSRN Electronic Journal , 2012 2012 Citations: 2
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Study of impact of GST on insurance policies and policy holders R Dhaigude, V Jain International Journal of Research in Social Sciences 9 (5), 183-194 , 2019 2019 Citations: 1
E-Payments–Enabling India towards Becoming Less Cash Economy R Dhaigude, V Jain International Journal of Recent Technology and Engineering (IJRTE) 8 (4), 5403 , 2019 2019 Citations: 1
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Post-pandemic Adoption V Pabalkar, R Dhaigude ICT: Applications and Social Interfaces: Proceedings of ICTCS 2024, Volume 1 … , 2025 2025
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Analyzing the Application of Robotic Process Automation (RPA) Across Retail R Chanda, R Dhaigude ICT: Applications and Social Interfaces: Proceedings of ICTCS 2024, Volume 1 … , 2025 2025
Artificial Intelligence for Enhanced Logistics Tracking in Hospitals R Dhaigude, R Chanda, S Ghadge International Conference on ICT for Sustainable Development, 238-244 , 2025 2025