AI-Quantum Wave Model · Climate Extension
Climate Change Prediction Model
After Dr. Sudin Baraokar's AI Quantum Wave Model, climate and biology are treated not as two trends to extrapolate but as two waves whose interference sets the regime. Superposition, constructive/destructive interference and barrier tunneling replace linear trend-fitting — then propagate into NDCI, NDVI and ten operational domains.
State wave function
Ψ(x,t) = Σ aᵏ e^{i(kᵏ·x − ωᵏt)}
Climate forcing and biological capability are superposed over a policy–agronomy state space.
Regime potential
V(C,B) = α(C−C₀)² + β(B−B₀)² + γ·CB
γ is the coupling term: the same deficit is benign in wet soil and catastrophic in dry.
Hazard energy
H = ⟨Ψᵣ|Ψᵣ⟩ ⊕ drought ⊕ heat ⊕ canopy ⊕ water
Interference energy blended with four observable stressors, clamped to [0,1].
Prediction simulator
Move the indices; the interference wave, hazard band and all ten domain outputs recompute live.
Two-wave interference · Ψclimate ⊗ Ψbio
coupling γ = 0.696Composite hazard
54
ELEVATED
Interference energy
0.989
Drought pressure
62%
Heat pressure
40%
Canopy deficit
38%
Water-quality stress
30%
Domain propagation
Each domain carries its own hazard beta. Click a row for the parameter set and the action it triggers.
Parameters ingested
Do this now
Hold sowing 6–9 days; pre-position mulch to cut evaporative loss.
Calibrated climate forecasts
Binary, falsifiable, each with a named resolution source. The distribution is deliberately bimodal — a set clustered at 60–70% would be a hedging artifact, not a view.
C1
88%
Kharif 2027 sees at least three Indian states declare deficit-rainfall relief while NDVI at day-45 sits below the 10-year 25th percentile.
Resolves against: IMD sub-divisional rainfall; MODIS/Sentinel-2 NDVI composites
C2
82%
By Dec 2028, parametric crop cover priced off remote-sensing triggers exceeds 15% of gross agri-insurance premium in India.
Resolves against: IRDAI annual report; PMFBY cluster tenders
C3
74%
NDCI-derived eutrophication alerts precede fish-kill or irrigation-quality advisories in ≥5 reservoirs per year by 2029.
Resolves against: CPCB water-quality bulletins; Sentinel-2 NDCI series
C4
69%
Livestock THI above 78 for 20+ days per summer becomes the norm in 4 of 6 major dairy belts by 2030.
Resolves against: IMD station THI reconstruction; NDDB yield panels
C5
61%
Soil organic carbon in rainfed cotton districts declines a further 8% by 2030 absent residue-retention mandates.
Resolves against: ICAR–NBSS&LUP soil surveys
C6
44%
A national fertiliser-subsidy reform explicitly indexes payouts to measured nitrogen-use efficiency before 2030.
Resolves against: Union Budget documents; DoF notifications
C7
33%
Cold-chain interoperability standards make post-harvest loss fall below 6% nationally by 2030.
Resolves against: MoFPI loss assessment studies
What would change our mind
- A monsoon regime shift that restores rainfall variance to pre-2000 bands would drain the drought term.
- A step-change in water productivity per unit ET would dissolve the irrigation bottleneck anchoring C1 and C3.
- Broad adoption of residue retention would flip the soil-carbon forecast (C5) from decline to accrual.
Model lineage: AI Quantum Wave Model (AIQM), Dr. Sudin Baraokar — adapted to agro-climate state space.