
Over a two-month period, contributed to the Houjio/HarmoniQ repository by overhauling the hydroelectric data module and delivering core hydrological modeling features. Unified data models, database schema, and calculation logic to decouple data complexity from analytics, enabling scalable hydro KPIs and streamlined reporting. Implemented reservoir management, run-of-river calculations, and energy loss modeling, integrating cost and emission considerations using Python, Pandas, and SQLAlchemy. Enhanced production forecasting with hourly time-step handling and expanded historical dam flow data for robust time-series analysis. Addressed code quality by resolving formatting issues, improving maintainability and collaboration across the team while supporting reliable, data-driven hydroelectric power simulations.
April 2025 (2025-04) — HarmoniQ delivered core hydrological modeling, reservoir management, and production-forecast enhancements with a focus on business value, reliability, and scalability. Key data-driven improvements include HQ-based hydrological modeling, improved reservoir inflow handling, hourly production calculations, and expanded historical data support, complemented by targeted code quality fixes to improve maintainability and collaboration across the team.
April 2025 (2025-04) — HarmoniQ delivered core hydrological modeling, reservoir management, and production-forecast enhancements with a focus on business value, reliability, and scalability. Key data-driven improvements include HQ-based hydrological modeling, improved reservoir inflow handling, hourly production calculations, and expanded historical data support, complemented by targeted code quality fixes to improve maintainability and collaboration across the team.
March 2025 — Houjio/HarmoniQ: Delivered a comprehensive overhaul of the hydroelectric data module, aligning data models, database schema, and calculation logic. Implemented key hydro features (reservoir_infill, run-of-river, energy loss) with cost and emission considerations, and established initial API and data integration pathways. This work uncouples data complexity from analytics, enabling reliable, scalable hydro KPIs and faster downstream reporting.
March 2025 — Houjio/HarmoniQ: Delivered a comprehensive overhaul of the hydroelectric data module, aligning data models, database schema, and calculation logic. Implemented key hydro features (reservoir_infill, run-of-river, energy loss) with cost and emission considerations, and established initial API and data integration pathways. This work uncouples data complexity from analytics, enabling reliable, scalable hydro KPIs and faster downstream reporting.

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