PARLIAMENT QUESTION: AI IN WEATHER FORECASTING
1. At a Glance
- India Meteorological Department (IMD) under Ministry of Earth Sciences (MoES) is operationalising Artificial Intelligence / Machine Learning models for cyclone intensity, nowcasting, hyper-local forecasts and monsoon prediction [S1].
- Significant for UPSC as it links Science & Tech (GS-III), Disaster Management (GS-III) and Governance/Mission Mausam themes; recurring Prelims fodder on indigenous models (BFS) and global AI models (Pangu, GraphCast, FourCastNet).
2. Why in the News
- Lok Sabha Parliament Question answered on 11 March 2026 by Ministry of Earth Sciences detailing AI/ML applications in IMD weather forecasting [S1].
- Follows the rollout of Mission Mausam (approved 11 Sep 2024, ₹2,000 crore, 2-year window) and operationalisation of the Bharat Forecast System (launched 26 May 2025) [S2][S3].
3. Background & Evolution
- IMD founded 1875; nodal Indian agency for meteorology under MoES.
- NCMRWF (Noida) set up for medium-range numerical weather prediction; IITM (Pune) for tropical meteorology research [S3].
- 2024: Union Cabinet approved Mission Mausam to make India "Weather-Ready & Climate-Smart" [S2].
- 2025: Indigenous Bharat Forecast System (BFS) launched — world's highest-resolution (6 km) operational global NWP [S3].
- 2026: Parliamentary disclosure of AI/ML integration across cyclones, monsoon, nowcasting [S1].
4. Core Static Facts
- Nodal Ministry: Ministry of Earth Sciences (MoES); implementing agency IMD with NCMRWF & IITM-Pune [S1][S3].
- AI/ML tools used by IMD [S1]:
- AiDT (AI-based Advanced Dvorak Technique) — cyclone intensity estimation.
- Pangu (Huawei), GraphCast (DeepMind), FourCastNet (NVIDIA) — data-driven experimental forecasts.
- Hybrid AI-physics ensembles — sub-seasonal to seasonal (S2S) outlooks, ENSO-monsoon links.
- Extended Indian Monsoon Data Assimilation integration.
- Mission Mausam: ₹2,000 crore, approved 11 Sept 2024, 2-year horizon; lead institutes IMD + IITM + NCMRWF [S2].
- Bharat Forecast System (BFS): launched 26 May 2025; 6 km × 6 km grid; up to 10-day rainfall forecast; panchayat-level outputs; 30% improvement on extreme rainfall, 64% better in high-risk zones [S2][S3].
- Supercomputers [S3]:
- Arka — IITM Pune, 11.77 PetaFLOPS, 33 PB storage.
- Arunika — NCMRWF Noida, 8.24 PetaFLOPS, 24 PB storage.
- Use-cases of AI [S1]: nowcasting, bias-correction, hyper-local prediction, cyclone tracks, monsoon rainfall.
5. Multi-Dimensional Analysis
- Scientific / Technological
- Shift from purely physics-based NWP to hybrid AI-physics ensembles cuts runtime from ~12 h to 3–6 h [S3].
- Adoption of foreign AI models (Pangu, GraphCast, FourCastNet) experimentally; indigenous BFS for operational runs [S1][S3].
- Economic
- Better monsoon & extreme-event forecasts critical for agriculture (kharif sowing), insurance (PMFBY), power demand and aviation [S2].
- ₹2,000 crore Mission Mausam funds R&D, observation network and HPC [S2].
- Environmental / Disaster Management
- Sharper cyclone tracking (AiDT) and nowcasting of cloudbursts critical for NDMA/SDMA early warnings [S1].
- Administrative / Governance
- Virtual centre spanning IMD-NCMRWF-IITM integrates AI/ML into operational chain (bias correction, downscaling, multi-source fusion) [S2].
- Panchayat-level forecasts align with cooperative federalism for last-mile delivery [S2].
- Strategic / Self-Reliance
- BFS makes India only country running global NWP at 6 km resolution in real-time — Atmanirbhar Bharat in Earth-system sciences [S3].
6. Recent Developments (12–18 months)
- Sept 2024 — Cabinet approval of Mission Mausam (₹2,000 cr) [S2].
- 26 May 2025 — Launch of Bharat Forecast System by Dr. Jitendra Singh [S3].
- 2025 — Commissioning of supercomputers Arka (Pune) & Arunika (Noida) [S3].
- 11 March 2026 — Parliament reply detailing AI/ML models (AiDT, Pangu, GraphCast, FourCastNet) in IMD operations [S1].
7. Prelims Hooks
- AI/ML cyclone intensity tool used by IMD: AiDT (AI-based Advanced Dvorak Technique) [S1].
- Foreign AI forecast models adopted experimentally by IMD: Pangu, GraphCast, FourCastNet [S1].
- Implementing ministry of Mission Mausam: Ministry of Earth Sciences (not MoEFCC, not MeitY) [S2].
- Mission Mausam outlay: ₹2,000 crore, duration 2 years, approved 11 Sep 2024 [S2].
- Bharat Forecast System resolution: 6 km × 6 km — highest globally for an operational model [S3].
- BFS launch date: 26 May 2025 [S3].
- Supercomputer Arka is housed at IITM-Pune (11.77 PF); Arunika at NCMRWF-Noida (8.24 PF) [S3].
- BFS delivers forecasts at panchayat level up to 10 days [S2].
- Hybrid AI-physics ensembles incorporate ENSO–monsoon links for S2S forecasts [S1].
- IMD established in 1875; MoES is parent ministry [S1].
8. Mains Relevance
- GS-III — Science & Technology / Disaster Management: indigenisation of weather tech; AI for early warning.
- GS-III — Agriculture: monsoon prediction impact on cropping & food security.
- Plausible stems: 1. "Discuss how AI/ML integration in IMD operations under Mission Mausam can transform India's disaster preparedness." (GS-III) 2. "Evaluate the significance of the Bharat Forecast System for India's agrarian economy." (GS-III) 3. "Examine the trade-offs between adopting global AI weather models and building indigenous numerical prediction capacity." (GS-III)
9. Related Topics to Study Next
- Mission Mausam — parent umbrella programme [S2].
- National Monsoon Mission — predecessor S2S programme.
- IndiaAI Mission (MeitY, 2024) — horizontal AI policy linkage.
- NDMA & Cyclone preparedness — downstream user of AiDT.
- PMFBY (crop insurance) — consumer of monsoon forecasts.
- ISRO INSAT-3DS (2024) — satellite feeding IMD data assimilation.
- ENSO / IOD phenomena — physical basis of monsoon forecasting.
- PARAM Siddhi / National Supercomputing Mission — HPC backbone overlap with Arka/Arunika.
10. Common Errors / Trap Areas
- Ministry confusion: IMD/Mission Mausam are under MoES, NOT MoEFCC or MeitY.
- GraphCast (Google DeepMind), Pangu (Huawei), FourCastNet (NVIDIA) — easy to swap originators in MCQs [S1].
- BFS vs Mission Mausam: BFS is a model (NWP), Mission Mausam is the programme.
- Arka ≠ Arunika: Arka at IITM-Pune; Arunika at NCMRWF-Noida [S3].
- IMD established 1875, not 1947 or 1950.
11. Sources
- [S1] Parliament Question: AI in Weather Forecasting, PIB (MoES), 11 Mar 2026 — https://www.pib.gov.in/PressReleasePage.aspx?PRID=2238032 — (tier 1)
- [S2] Mission Mausam Unveiled: ₹2,000 Crore initiative, PIB — https://www.pib.gov.in/PressReleaseIframePage.aspx?PRID=2054427 — (tier 1)
- [S3] Parliament Question: Bharat Forecast System, PIB — https://www.pib.gov.in/PressReleasePage.aspx?PRID=2153585 — (tier 1)
- [S4] Parliament Question: AI in Weather Forecasting (earlier reply), PIB — https://www.pib.gov.in/PressReleasePage.aspx?PRID=2158416 — (tier 1)