AI-Driven Integration and Workflow Optimization in Modern Healthcare Facilities S. Usharani, Manju Bala P., A. Devi, K. Rajkumar, D. Saravanan Evaluation and Assessment of AI Driven Systems in Hospitals, 2025 This chapter explores AI services for administrative and clinical workflows, emphasizing measurable gains in patient experience, efficiency, and diagnostic accuracy. The project applied predictive analytics for bed occupancy and inventory, NLP for clinical documentation, AI for medical imaging, and automation for routine tasks. A structured framework guided data collection, model building, process mapping, deployment, and feedback. Cybersecurity, interoperability, and ethics ensured responsible use. Case studies showed X-ray accuracy improved from 88.5% to 94.2%, pneumonia sensitivity from 86.1% to 91.8%, and specificity from 89.4% to 92.6%. NLP entity extraction F1 scores rose from 0.83 to 0.89, and AUC-ROC from 0.91 to 0.96. Patient wait times dropped 42% (48→28 mins), no-shows fell 60% (15 to 6%), and admin task time declined 40% (35 to 21 mins). Inventory refill shrank 38% (9 to 5.5 hrs), and ICU bed forecasts had a 2.1 unit MAE. These results confirm that AI, applied through ethical frameworks, drives measurable hospital improvements.
Monitoring the Student's Entry and Exit Time in the Classroom S. Usharani, K. Vijayaragavan, A. Balachandar, P. Manju Bala 2023 IEEE International Conference on Research Methodologies in Knowledge Management Artificial Intelligence and Telecommunication Engineering Rmkmate 2023, 2023
RECENT SCHOLAR PUBLICATIONS
Block Chain for Supply Chain Transparency and Product Traceability in a Circular Economy S Usharani, PM Bala, A Devi, A Balachandar, G Glorindal Blockchain Innovations for a Sustainable Circular Economy, 279-298 , 2026 2026
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Dynamic Multi-Agent Reinforcement Learning Based Load Balancing on Software Defined Networking SW Prakash, S Usharani, R Rajesh 2025 International Conference on Networks and Cryptology (NETCRYPT), 359-364 , 2025 2025
Capitalizing on Bagging, Boosting, and Voting Classifiers to Optimize Placement Outcomes: Ensemble Techniques in Educational Data Prediction DKC Sekhar, S Usharani, R Priya, DKS Raju, DD Saravanan 2025
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Prognosis of chronic kidney disease (CKD) using hybrid filter wrapper embedded feature selection method R Parthiban, S Usharani, D Saravanan, D Jayakumar, DU Palani, ... European Journal of Molecular & Clinical Medicine 7 (9), 2511-2530 , 2021 2021 Citations: 51
Dynamic analysis on crypto-ransomware by using machine learning: Gandcrab ransomware S Usharani, P Manju Bala, M Martina Jose Mary Journal of Physics: Conference Series 1717 (1), 012024 , 2021 2021 Citations: 35
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A study on application of various artificial intelligence techniques on internet of things DR Raman, D Saravanan, R Parthiban, DU Palani, DDS David, ... European Journal of Molecular & Clinical Medicine 7 (9), 2531-2557 , 2021 2021 Citations: 25
An energy-efficient trust based secure data scheme in wireless sensor networks DU Palani, D Raghuraman, DD StalinDavid, R Parthiban, S Usharani, ... European Journal of Molecular & Clinical Medicine 7 (9) , 2021 2021 Citations: 25
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Secure violent detection in Android application with trust analysis in Google Play D Saravanan, J Feroskhan, R Parthiban, S Usharani Journal of Physics: Conference Series 1717 (1), 012055 , 2021 2021 Citations: 23
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Lossy node elimination based on link stability algorithm in wireless sensor network U Palani, D Saravanan, R Parthiban, S Usharani International Journal of Recent Technology and Engineering (IJRTE) 7 (6S5) , 2019 2019 Citations: 19
Detection of ransomware in static analysis by using Gradient Tree Boosting Algorithm S Usharani, SG Sandhya 2020 International Conference on System, Computation, Automation and … , 2020 2020 Citations: 18
Handover priority to the data at knob level in vanet SG Sandhya, D Saravanan, U Palani, S Usharani International Journal of Recent Technology and Engineering (IJRTE) 7 (6S5) , 2019 2019 Citations: 18
Deep learning technique based visually impaired people using YOLO V3 framework mechanism A Balachandar, E Santhosh, A Suriyakrishnan, N Vigensh, S Usharani, ... 2021 3rd International Conference on Signal Processing and Communication … , 2021 2021 Citations: 15
Security improvement of dropper elimination scheme for IoT based wireless networks M Sudha, D Saravanan, S Usharani International Journal of Engineering Trends and Technology (IJETT) 45 (3) , 2017 2017 Citations: 13
Mobile application for doctor appointment scheduling S Usharani, S Prithivi, S Sharmila, PM Bala, TA Kumar, R Rajmohan 2021 International Conference on System, Computation, Automation and … , 2021 2021 Citations: 12
Pregnancy women—Smart care intelligent systems: Patient condition screening, visualization and monitoring with multimedia technology S Usharani, PM Bala, R Rajmohan, TA Kumar, SA Selvi Intelligent Interactive Multimedia Systems for e-Healthcare Applications … , 2021 2021 Citations: 11
A systematic approach to agricultural drones using a machine learning model S Arunmozhiselvi, TA Kumar, PM Bala, S Usharani, G Glorindal Machine Learning Approaches and Applications in Applied Intelligence for … , 2022 2022 Citations: 10
Furtive video recorder using intelligent vehicle with the help of android mobile D Saravanan, R Parthiban, S Usharani, KS Kumar Int. J. Pure Appl. Math 119, 975-981 , 2018 2018 Citations: 9
Smart energy management techniques in industries 5.0 S Usharani, P Manju Bala, T Ananth Kumar, R Rajmohan, M Pavithra Hybrid Intelligent Approaches for Smart Energy: Practical Applications, 225-252 , 2022 2022 Citations: 8