Inspiration

During an extreme \(43.8^\circ\text{C}\) Mediterranean summer heatwave—modeled directly on Antalya, Türkiye (official host city of UN COP31)—electrical distribution utilities and carbon registries confront a dangerous Climate-Grid Paradox:

  1. Thermal Derating vs. Transformer Burnout: Above \(70^\circ\text{C}\) cell temperatures, rooftop solar PV arrays lose 12–18% of their conversion efficiency due to their negative temperature coefficient (\(\gamma \approx -0.0042\,^\circ\text{C}^{-1}\)) at the exact hour air-conditioning loads spike. Distribution substation transformers surge past \(134.3^\circ\text{C}\) winding hot-spot temperatures, accelerating insulation aging by \(16.4\times\) per IEEE Std C57.91-2011 and forcing utilities to fire up high-emission natural gas peaker turbines (\(>720\text{ gCO}_2\text{e/kWh}\)).
  2. Carbon-Blind Dispatch & Vulnerable Clinic Curtailment: Legacy Virtual Power Plants (VPPs) optimize strictly for wholesale price ($\$ / \text{MWh}$) or flat regional grid averages, ignoring Locational Marginal Emissions (\(\text{LME}_{i,t}\)) where resistive \(I^2R\) line losses make \(1\text{ kWh}\) consumed at the tail of a radial feeder 18–26% more carbon-intensive than at the substation. Worse, equity-blind load shedding curtails life-saving cooling at municipal medical clinics and low-income heat refuges.
  3. The Climate Oracle Integrity Crisis: Unverified smart-meter carbon tokens are vulnerable to False Data Injection Attacks (FDIA) (e.g., spoofing \(+85\text{ kW}\) of fake solar export), Quantum "Harvest-Now, Forgery-Later" attacks against classical ECDSA secp256k1 signatures, and cross-registry double-counting across Voluntary Carbon Markets (VCM), I-REC, and the EU Carbon Border Adjustment Mechanism (EU CBAM).

We built GridVane to solve all three crises simultaneously in a single cyber-physical platform.


What it does

GridVane is the first Physics-Verified, Quantum-Safe Thermo-Carbon Virtual Power Plant (VPP) and Triple-Silo Grid Resilience Ledger, integrating 7 cyber-physical and cryptographic pillars:

  1. Coupled 33-Bus AC DistFlow & Locational Marginal Emissions (\(\text{LME}_{i,t}\)): Solves the Baran & Wu (1989) IEEE 33-Bus, 32-Branch \(12.66\text{ kV}\) radial AC distribution feeder to compute exact nodal marginal carbon intensity: $$\text{LME}{i,t} = \text{MEF}{\text{sub},t} \cdot \left(1 + \frac{\partial P_{\text{loss},t}}{\partial P_{i,t}}\right)$$
  2. IEEE Std C57.91-2011 Transformer Thermal Aging & IEEE Std 738-2012 Dynamic Line Rating (DLR): Computes top-oil temperature \(\Theta_{TO}\), winding hot-spot temperature \(\Theta_H\), and Arrhenius insulation aging acceleration factor: $$F_{AA} = \exp\left(\frac{15000}{383} - \frac{15000}{\Theta_H + 273}\right)$$ while solving convective wind cooling (\(q_c\)), radiative cooling (\(q_r\)), and solar heat gain (\(q_s\)) on overhead ACSR Linnet conductors, paired with a 15-minute SkyVision cloud-vector solar ramp predictor.
  3. 5-Agent Cooperative Pareto Consensus & Responsible AI Thermal-Equity Shield: Coordinates 5 specialized agents (Carbon Auditor, C57.91 Thermal Guardian, Voltage/DLR Regulator, Equity Shield, and Prosumer Market Maker) with a hard \(W_{\text{eq}} = 3.0\times\) Thermal-Equity Barrier that guarantees \(0.0\text{ kW}\) cooling curtailment at vulnerable medical clinics (Bus 8) and public cooling refuges (Bus 18).
  4. Shapley Value Explainable AI (XAI) & Counterfactual Digital-Twin Stress Auditing: Decomposes every dispatch epoch into exact Shapley attributions (\(\phi_i\)) across all 33 buses and runs counterfactual stress tests proving why the schedule remains voltage-safe and thermally compliant.
  5. Kirchhoff AC Physics-Residual Firewall (FDIA Defense): Evaluates AC power-balance residuals \(r_i = |S_i^{\text{meas}} - V_i \sum_k Y_{ik}^* V_k^|\) across every bus before any token is minted, quarantining **99.4% of spoofed smart-meter injections* (including a live \(+85\text{ kW}\) Bus 22 spoof attack) in under \(8\text{ ms}\).
  6. Real NIST FIPS 204 (ML-DSA-65) Post-Quantum Lattice Cryptography + PP-PQB Merkle Proofs: Signs verified nodal telemetry packages using standardized Module-Lattice Digital Signatures (ML-DSA-65 / Dilithium3) (1,952-byte public key, 3,309-byte signature) and anchors 33-bus state roots via Keccak-256 Merkle proofs.
  7. IEEE P3271.01 Recurring Settlement & Triple-Silo Atomic Registry Lock (Solidity 0.8.28): Implements a compiled EVM smart contract (contracts/GridVaneSettlement.sol) enforcing stateful epoch transitions (PROPOSED -> VERIFIED -> SETTLED | QUARANTINED) and a Bitwise Disjoint Partition across VCM (Verra/Gold Standard), I-REC (Guarantee of Origin), and EU CBAM (Regulation 2023/956) so no kilogram of avoided \(\text{CO}_2\text{e}\) can ever be double-counted.

How we built it

  • Cyber-Physical Simulation & Optimization Core (TypeScript / Next.js 16.4): Implemented from first principles in src/lib/physics/ (ieee33bus.ts, transformerThermal.ts, dlrAndSkyVision.ts) and src/lib/optimizer/vppOptimizer.ts, coupled with live Open-Meteo Satellite & ERA5 Reanalysis API weather ingestion (/api/weather) for three real climate-stressed feeders: Antalya (Türkiye — UN COP31 Host), Phoenix (Arizona, USA), and Seville (Andalusia, Spain).
  • Post-Quantum Cryptography & Kirchhoff Firewall (@noble/post-quantum & @noble/hashes): Built in src/lib/crypto/pqcEngine.ts and src/lib/security/kirchhoffFirewall.ts, executing real ML-DSA-65 keygen, signing, and verification alongside 33-leaf Keccak-256 Merkle tree generation.
  • Smart Contract & Automated Verification Suite (Solidity 0.8.28 / solc): Authored contracts/GridVaneSettlement.sol and built scripts/compile-and-test-contracts.ts and scripts/gridbench.ts to compile the contract to EVM bytecode (5,568 bytes) and run our 720-hour (30-day) multi-feeder empirical ablation study.
  • Executive Dual-Theme Interface (IEEE Daylight Studio & SCADA Dark Ops): Designed an interactive 33-bus SVG topology digital twin, 24-hour diurnal duck-curve trajectory simulator, 5-agent Pareto negotiation visualizer, and an interactive Problem & Solution Storyboard modal.

Official IEEE ClimateChain 2026 Deliverables & Links

Deliverable Document / Resource Link
Live Production Platform Interactive Web Application on Vercel https://gridvane-climatechain.vercel.app/
Video Demonstration Full HD (1080p) End-to-End Walkthrough https://youtu.be/Qme_qvmrVHQ
Deliverable 1 (2-Page Brief) Problem & Solution Executive Overview Markdown · PDF
Deliverable 2 (Architecture) System Architecture & Technical Specification docs/2_Architecture_and_Technical_Specification.md
Deliverable 3 (Security & PQC) Security, Kirchhoff Firewall & NIST FIPS 204 Assessment docs/3_Security_and_Data_Integrity_Assessment.md
Deliverable 4 (Climate Impact) Climate Impact Projections & 720-Hour GridBench Study docs/4_Climate_Impact_Projections_and_GridBench.md
Deliverable 5 (COP31 Roadmap) Adoption, Scalability & UN COP31 Antalya Roadmap docs/5_Adoption_Scalability_and_COP31_Roadmap.md

Challenges we ran into

  1. Real-Time Convergence of Coupled AC-Thermal-Carbon Equations: Solving nonlinear 33-bus AC DistFlow alongside differential IEEE C57.91 thermal equations and 5-agent Pareto negotiation inside a browser and CLI loop without latency spikes required vectorizing the branch-current accumulation and sensitivity Jacobians (< 42 ms per 33-bus epoch).
  2. Distinguishing True Cloud Ramps from Adversarial Smart-Meter Spoofing: A sudden solar drop from passing cumulus clouds looks different in spatial AC nodal correlation than a single compromised inverter injecting fake telemetry. By coupling SkyVision spatial cloud-ramp vectors with Kirchhoff nodal complex-power residuals (\(\tau_{\text{FDIA}} = 32.0\text{ kVA}\)), we achieved a 99.4% true-positive detection rate with 0.0% false quarantines during legitimate cloud transients.
  3. Post-Quantum Signature Size vs. EVM Gas Costs: Standard NIST FIPS 204 ML-DSA-65 signatures are 3,309 bytes—far larger than 65-byte ECDSA signatures. We solved this using our Privacy-Preserving Post-Quantum Batching (PP-PQB) architecture, aggregating all 33 nodal signatures into a single 32-byte Keccak-256 Merkle root anchored on-chain for ~138,400 gas per epoch.

Accomplishments that we're proud of

Across our 720-hour (30-day) multi-feeder GridBench empirical benchmark (npm test), GridVane achieved:

  • \(+44.8\%\) More Avoided \(\text{CO}_2\text{e}\) Emissions (14,177 kg vs. 9,791 kg for price-only VPP dispatch) and \(+38.9\%\) Lower Active Line Losses (\(I^2R\)).
  • \(-96.2\%\) Reduction in Transformer Insulation Aging (peak hot-spot reduced from \(134.3^\circ\text{C}\) / \(F_{AA} = 16.41\times\) down to \(105.8^\circ\text{C}\) / \(F_{AA} = 0.62\times\)), deferring premature $1.2M–$2.8M substation replacements.
  • \(100\%\) Vulnerable Clinic Cooling Protection: Guaranteed \(0.0\text{ kW}\) cooling curtailment at Bus 8 (Municipal Clinic) and Bus 18 (Low-Income Cooling Refuge), compared to 142.5 kWh of harmful clinic curtailment under legacy dispatch.
  • \(100\%\) Verified Cryptographic & Smart-Contract Integrity: Compiled Solidity 0.8.28 contract (5,568 bytes runtime bytecode) + real NIST FIPS 204 ML-DSA-65 signatures executing in ~4.4 ms sign / ~1.3 ms verify.

What we learned

  • Location and Physics Matter for Carbon Accounting: Treating \(1\text{ kWh}\) of clean energy at the tail of a congested distribution feeder as identical to \(1\text{ kWh}\) at the substation ignores up to 26% marginal resistive line-loss amplification. Coupling AC power flow with Locational Marginal Emissions unlocks dramatically higher real-world decarbonization from the exact same hardware assets.
  • Climate Resilience Requires Thermal Co-Optimization: Decarbonizing the grid cannot come at the expense of burning out distribution transformers during \(43^\circ\text{C}+\) heatwaves or shutting off cooling in vulnerable medical clinics.
  • Physical Laws Are the Ultimate Blockchain Oracle Defense: Cryptographic signatures prove who sent a smart-meter packet, but Kirchhoff's Current and Voltage Laws prove whether those electrons physically existed on the feeder.

What's next for GridVane

  1. UN COP31 Antalya Municipal Microgrid Pilot (Q4 2026): Partnering with Mediterranean distribution system operators (Akdeniz EDAŞ / TEİAŞ sandbox alignment) to shadow-test GridVane on live IEC 61850 / IEEE 2030.5 substation telemetry ahead of UN COP31 in Antalya, Türkiye.
  2. Hardware-in-the-Loop (HIL) Smart-Meter PQC Signing: Deploying our ML-DSA-65 + PP-PQB signing agent onto ARM Cortex-M33/A53 smart-meter gateway edge nodes.
  3. Automated Cross-Border EU CBAM Scope-2 Attestation API: Allowing industrial exporters in Türkiye and the Mediterranean basin to export one-click, physics-verified Scope-2 electricity certificates directly into the EU CBAM Transitional & Definitive Registry.

Built With

  • artificial-intelligence
  • blockchain
  • clean-energy
  • climate-tech
  • cybersecurity
  • digital-twin
  • ethereum
  • explainable-ai
  • multi-agent-systems
  • nextjs
  • node.js
  • open-meteo-api
  • post-quantum-cryptography
  • react
  • smart-grid
  • solidity
  • tailwindcss
  • typescript
  • vercel
  • virtual-power-plant
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