Designing predictive models since '06. Higher Order Neural Networks. Nonlinear Prediction. Adaptive Intelligence. AI Solutions.
Session Chair at the IEEE International Conference on Advanced Communication Technology, ICACT 2007 — chairing the Mobile Communication Session, where researchers from 11 countries presented their work. Certified by the conference's Technical Program Committee.
Research presented: a Noise Canceller based on the Generalized Mean Neuron, benchmarked against standard MLP and RLS networks — published in IEEE and IJCSE. The work became a foundation for two decades of applied AI systems across signal processing, healthcare, tracking, and national cybersecurity infrastructure.
Original neural architectures for nonlinear prediction — and a body of applied AI spanning healthcare, tracking, computer vision, cyber-security, surveillance, and communication systems, built and deployed across two decades.
A unique model designed and produced by Dr. Mishra — a Higher Order Neural Network trained via an Extended Kalman Filter based adaptive learning algorithm for nonlinear prediction. Full derivation, model development, and simulation, benchmarked against back propagation and standard MLP baselines.
A Generalized Mean Neuron model for adaptive noise cancellation — matching MLP parameter count with improved cancellation performance, validated against MLP and RLS filtering.
Intelligent RFID based tracking combining convolutional neural networks with Unscented Kalman Filtering for real time object localization and surveillance.
Indoor localization combining Unscented Kalman Filtering with wavelet neural networks — incorporating phase data alongside signal strength for improved positioning accuracy.
Real time tele-healthcare systems for remote consultation and monitoring — a Virtual OPD acquiring ECG, heart rate, SpO2, and body temperature for diagnosis at a distance, built to bridge the healthcare gap for rural and underserved regions. Alongside: CNN and curvelet transform based abnormality detection in MRI brain imaging.
AI based systems architected for Madhya Pradesh Police digital infrastructure. Government funded HONN research applied to mobile signal enhancement — Project Investigator.
A working portfolio far wider than one technique — conversational AI, computer vision, watermarking, computational intelligence, IoT health systems, and adaptive signal processing, directed from problem formulation through publication and deployment.
RoboJEC — an intelligent conversational brain built for podcasts, interviews, and personality conversation, published at IEEE ICCCMLA 2025, Germany. AI based psychological reader models for HR and career guidance. Deployed systems from fake banking APK detection to public portals launched at the Global Investors Summit.
Session Chair, Mobile Communication Session — researchers from 11 countries presented in the session she chaired.
Chairing IEEE international conference sessions across India continuously since 2011.
Naiduniya "Nayika" Award.
Profiled by PRAMA, National Women Mathematician magazine.
Best B.Tech Project in India — guided project.
AI architecture. AI solutions. Nonlinear predictions. For organizations building at the frontier of intelligence and autonomy.