03 — SCIENTIFIC RESEARCH & COMPUTATIONAL SYSTEMS
Research
I conduct research at the intersection of control theory, biomedical engineering, and systematic finance. Fusing statistical modeling with embedded execution.
THE CORE FOCUS
What I'm good at
Stochastic Optimization
Modeling system dynamics under uncertainty using REC, physics-informed receding-horizon control, and predictive strategy solvers.
Signal & Biofeedback DSP
Real-time acquisition, preprocessing (STFT, filter design), and ML classification (LSTM, transformers) of high-frequency biological signals.
Multi-Agent Simulation
Designing concurrent agentic architectures for quantitative modeling, risk validation, and predictive scenario simulation.
THE KNOWLEDGE BASE
Featured academic & quant research
MARKET OS · SYSTEMATIC TRADING
Market OS: Quant Finance & HFT Infrastructure
Built systematic trading infrastructure for reproducible, explainable alpha generation. Enforces strict capital allocation and walk-forward validation across three horizons: Theme Hunter (days-months), Mini Hedge Fund (days-weeks), and Market OS (years+). Developed a multi-agent framework (TradingAgents) featuring specialized analyst, researcher, and execution agents communicating with multi-LLM backends.
Quant Finance
HFT
Feature Store
Backtesting
Multi-Agent Systems
SPRINGER NATURE · SCIENTIFIC REPORTS
Multimodal Biofeedback Autonomic Regulation
Published a peer-reviewed Q1 paper validating an emotion-adaptive biofeedback system. Deployed digital signal processing (DSP) pipelines for real-time biological data acquisition and physiological feature extraction (using LSTM and transformer encoder architectures) running under strict timing constraints on ESP32/Jetson.
Biofeedback
Nature
DSP
LSTM
Real-Time Systems
DR. AMRITA JASH · MARITIME SECURITY
Geospatial Intelligence: Naval Base Satellite Analysis
Processing large-scale satellite imagery datasets and applying big data analytics to study military infrastructure development in the Indian Ocean Region (IOR). Under academic mentorship of Dr. Amrita Jash, the research maps coastal radar installations and overseas mixed-use bases to support evidence-based maritime policymaking.
Geospatial Intelligence
Satellite Imagery
Image Processing
Indo-Pacific
Public Policy
IEEE VTC 2026 · PEER-REVIEWED PAPER
Stochastic Receding Horizon & Solar Racing Systems
An end-to-end solar racing systems architecture. Integrated a Physics-Informed Stochastic Receding Horizon Control (PI-SRHC) model for autonomous energy management (accepted at IEEE VTC 2026), developed a TouchGFX-based capacitive HMI driver interface reducing cognitive load (patented), and built a high-performance long-range telemetry system combining sub-1GHz RF, Solcast weather APIs, GIS, and InfluxDB/Prometheus timeseries databases for real-time race strategy (patented).
Stochastic Control
IEEE VTC
TouchGFX HMI
Telemetry
STM32H7
Prometheus/InfluxDB
AQI INFORMATICS · ENVIRONMENTAL INTELLIGENCE
AQI Informatics India: Public Policy Systems
Developed an environmental intelligence data platform for the Indian subcontinent. Integrated explainable AI and machine learning regime detection algorithms over atmospheric datasets to assist public policy experts in assessing air quality trends and evaluating policy measures.
Data Science
Public Policy
ESG
Explainable AI
Regime Detection
THE ACADEMIC RECORD
Publications & IP
Technical validation of a multimodal emotion-adaptive biofeedback system for autonomic regulation using guided breathing
Published in Sci Rep (2026). DOI: 10.1038/s41598-026-46105-9
View PublicationPhysics-Informed Stochastic Receding Horizon Control for Autonomous Energy Management in Solar Racing
Accepted for IEEE VTC (2026).
View PaperPatent: Adaptive EV Interface (202541050036)
System and method for adaptive interface in EV control and monitoring. Filed 2025.
Patent: Long-Range Telemetry (202541064383)
System and method for long-range telemetry and observability for Solar EVs. Filed 2025.
Patent: Robotic Solar Cleaning (202541079610)
Automated robotic solar panel cleaning with obstacle detection. Filed 2025.
THE MATHEMATICAL BASICS
Core modeling capabilities
Quantitative & Math Tools