Baldeep Singh
Project Engineer@ OGES → Reservoir AI & Production Optimization | Smart Waterflood, Gas-Lift Design | Python/SQL/SAS • CMG/PETREL/Aspen | CO₂ Hydrates & CCS (Author, ongoing)
- Role
- Project Engineer 2 at Oges P Ltd
- Location
- Gurugram, HR, IN
- LinkedIn followers
- 500 followers
About Baldeep Singh
Petroleum Engineer, building reservoir models with a deep-learning core. Focus on physics-informed neural networks (PINNs) for flow behavior and time-series forecasting for production, tied into Petrel,CMG(IMEX/GEM),PROSPER, and Aspen so subsurface physics, wellbore, and surface constraints live in one loop. Code in Python/SQL/SAS powers data prep, automation, and RTDMM dashboards so models don’t sit in slides; they ship as products with clear visuals, explainable outputs, and measurable field impact. Published work in hydrates/CCS adds scientific depth; day-to-day style is pragmatic, collaborative, and outcome-driven turning complex reservoirs into operator-ready, defensible decisions.
Experience
Project Engineer 2
Feb 2025 — Present · Gurugram, IN
Built RTDMM production dashboards (Python/SQL/SAS) unifying well signals, choke/bean moves, ESP status, and allocations used by ONGC/Cairn for shift handovers; cut data-gathering time and sped choke decisions.Led Missed-Zone Identification from GR/RES logs + formation markers; ranked bypassed pay with interval maps, depth picks, and quick-look economics for workover shortlists.Ran Petrel → CMG (IMEX/GEM) dynamic models with material-balance checks & pattern balancing; coupled PROSPER IPR/TPR and Aspen surface constraints so simulated rates match field reality.Deployed PINN-guided forecasting and THP→OIL “what-if” tools with confidence bands; flagged anomalies in water-cut/GOR and lift performance for targeted investigations.Productionized insights via FastAPI jobs (logging/retries) and standardized data contracts (IDs, units, frequencies) to keep ML/sim in sync with RTDMM.Project coordination UDBHAV AI Hackathon (ONGC): Orchestrated tracks, infra & access, enablement kits, mentor cadence, and evaluation; delivered high-quality prototypes (forecasting, anomaly detection, ops dashboards) and a post-event POC plan.
Education
Rajiv Gandhi Institute of Petroleum Technology (RGIPT)
Bachelor of Technology - BTech, Petroleum Engineering
2020 — 2024
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