> Booting kernel ... [ OK ] > Loading grid topology module ... [ OK ] > Initializing Newton-Raphson solver ... [ OK ] > Mounting transmission network canvas ... [ OK ] > Checking causal AI inference engine ... [ OK ] counterfactual mode active > Loading EV charging coordinator ... [ OK ] > Establishing blockchain P2P ledger ... [ OK ] > Syncing publication index ... 5 records found > Verifying patent registry ... [ 1 active ] > All systems nominal. Launching interface ...
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// Inventor · Researcher · Engineer

Ganesh Kumar
Pandey

|

Working at the intersection of energy systems, decentralized optimization, and causality-aware AI — building the mathematical frameworks that power tomorrow's cyber-physical infrastructure.

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Papers
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Patent
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Research Areas
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About Me

Open to Collaborations

I work on system-level modeling and optimization of large-scale energy networks, with emphasis on decentralized coordination, EV charging, and cyber-physical systems.

My research integrates mathematical optimization, metaheuristic design, and structured AI to build decision-reliable frameworks for real-world infrastructure.

Focused on physically consistent modeling, scalable algorithms, and causal reasoning in systems where correctness is non-negotiable.

Energy Systems Optimization Causal AI Smart Grids EV Charging Blockchain Metaheuristics IIT Kharagpur

// Current Focus

Locational Congestion Pricing — Voltage-aware decentralized EV charging coordination in coupled traffic–power networks

Causality-Constrained Attention — Counterfactual consistency in structured temporal AI systems

Tiger Footprint Optimization (TFO) — Novel probe-placement metaheuristic with adaptive step scaling

Blockchain P2P Energy Trading — Peer-to-peer exchange with storage and grid interaction modeling

Research Metrics

0 Total Papers

1 Published · 3 Under Review

0 Research Domains

Energy · AI · Optimization · Blockchain

0 Patents

Indian Patent · Provisional Filed 2025

0 Q1 Journals

IEEE · Elsevier · Springer

Research Areas

01
Decentralized Energy Systems & Smart Grids
Distributed coordination protocols, islanded microgrids, droop-based control, and grid stability at scale.
→ Power Systems
02
Coupled Traffic–Power Network Optimization
Joint modeling of mobility patterns and grid constraints for voltage-aware, congestion-priced EV charging.
→ EV Infrastructure
03
Metaheuristic Algorithms
Nature-inspired optimization — TFO, PSO — for nonlinear, non-convex engineering problems with real-world constraints.
→ Computational Intelligence
04
Causal AI for Structured Temporal Systems
Causality-constrained neural architectures that maintain counterfactual consistency in time-series inference.
→ AI / ML

Academic Journey

Present
PhD Researcher — Electrical Engineering
Indian Institute of Technology Kharagpur
Doctoral research under Prof. Debapriya Das spanning decentralized energy system optimization, Causal AI, metaheuristic algorithms, and blockchain-based energy trading. Multiple papers published and under review in top-tier IEEE and Elsevier journals.
2026
Patent Filed — Causal AI System
Indian Patent Office · Provisional Application
Provisional patent filed for "Causality-Constrained Attention-Based System for Counterfactual Decision Support in Structured Temporal Systems" — a novel AI architecture with verifiable causal reasoning.
2024
First Journal Publication
International Journal of Ambient Energy
Published research on economic dispatch in islanded microgrids using droop parameterization with demand response integration — establishing the foundation for future decentralized energy work.
2026
PDCC–CS–EV Tri-Stack Framework
Elsevier SEGN · Under Review
Submitted landmark paper on closed-form locational congestion pricing for voltage-aware decentralized EV charging in coupled traffic–power networks — the first work to unify PDCC, charging stations, and EV dispatch in a single framework.

Technical Expertise

Research Skills
Mathematical Optimization
Power Systems Modeling
Causal AI & Machine Learning
Metaheuristic Algorithm Design
Blockchain & Smart Contracts
Tools & Technologies
Python (NumPy, SciPy, PyTorch)
MATLAB / Simulink
LaTeX Academic Writing
Convex/Non-convex Solvers
Network Simulation (Power Flow)
Newton-Raphson CVXPY OpenDSS Pandas TensorFlow Solidity Git IEEE BUS
"

The best engineering solution is not the one that works — it is the one that cannot fail.

— Research Philosophy

Key Systems

EV Charging Coordination
Voltage-aware decentralized optimization using closed-form locational congestion pricing in coupled traffic–power networks. Handles real-time grid constraints and mobility demand simultaneously.
🔗
Blockchain Energy Trading
End-to-end peer-to-peer energy exchange platform with battery storage integration, utility fallback mechanisms, and full grid impact analysis.
🐯
Tiger Footprint Optimization
Adaptive metaheuristic algorithm inspired by tiger hunting patterns. Probe-placement strategy with dynamic step scaling for nonlinear engineering optimization benchmarks.

Publications

24
Economic Dispatch in Islanded Microgrids Using Droop Parameterization with Demand Response Integration
International Journal of Ambient Energy
Published
25
Causality-Constrained Attention for Counterfactual Consistency in Structured Temporal Systems
IEEE Transactions on Artificial Intelligence
Under Review
25
End-to-End Blockchain-Enabled Peer-to-Peer Energy Trading with Storage, Utility Fallback, and Grid Impact Analysis
Sustainable Energy, Grids and Networks
Under Review
26
Closed-Form Locational Congestion Pricing for Voltage-Aware Decentralized EV Charging Coordination in Coupled Traffic–Power Networks
Sustainable Energy, Grids and Networks (Elsevier)
Under Review
26
Tiger Footprint Optimization (TFO): A Probe-Placement Metaheuristic with Adaptive Step Scaling
Engineering Applications of Artificial Intelligence

Patent

// Indian Patent — Provisional Filed

Causality-Constrained Attention-Based System for Counterfactual Decision Support in Structured Temporal Systems

Status: Provisional Filed  ·  Jurisdiction: India  ·  Filed: 2025

⚙️ Patent

Let's Talk

Open to research collaborations, technical discussions, and opportunities at the intersection of energy systems, optimization, and AI.

ganeshpandey@iitkgp.ac.in

IIT KHARAGPUR, WEST BENGAL, INDIA