Maintenance Planning: An Integrated Operations Approach through Spare Parts Inventory, Work Orders, and Schedule Integration
Maintenance Planning: An Integrated Operations Approach through Spare Parts Inventory, Work Orders, and Schedule Integration Introduction: Why Maintenance Planning Is Not Just a Scheduling Issue When maintenance is delayed in an energy facility, the consequences are not only technical; they also generate operational and economic impacts. Particularly in production-oriented facilities, unplanned downtime leads directly to [...] Read MoreCybersecurity and Access Control: Critical Risks in SCADA and Energy Systems
Cybersecurity and Access Control: Critical Risks in SCADA and Energy Systems Introduction With digitalization, energy facilities are no longer composed solely of physical equipment. While SCADA systems, remote access infrastructures, cloud integrations, and data analytics platforms improve operational efficiency, they also expand the attack surface. Industrial Control Systems (ICS), traditionally designed as isolated environments, are [...] Read More
Hydropower Generation Forecasting: Flow → Production Chain and Why Forecast Errors Are Costly
What Does a 5% Flow Forecast Error Really Mean? For a hydropower plant (HPP), generation forecasting may look like “just estimating MW from flow,” but in real operations it becomes a critical business input that directly determines the accuracy of Day-Ahead Market (DAM) offers, reservoir operating decisions, and imbalance costs. A 5–10% deviation in flow […]
Read More
Model Monitoring (MLOps) and Forecast Accuracy
How Can Energy Production Forecasting Systems Remain Reliable in Live Environments? The Model Appears to Be Working. But Is It Truly Reliable? A production forecasting model deployed in a hydropower plant may initially demonstrate high accuracy. Achieving 90% accuracy on training data, low MAE, and stable performance charts can satisfy technical teams. However, three months […]
Read More
Hydropower Plant Operations Under Extreme Weather
Hydropower Plant Operations Under Extreme Weather: How Flood and Drought Reshape Production and Maintenance Planning Extreme Weather Is No Longer an “Exception” — It Is an Operating Parameter For decades, production planning and maintenance strategies in hydropower plants (HPP/HES) were built around “seasonal normals” and historical averages. However, as the frequency and intensity dynamics of […]
Read More
What Happens When Weather Meets Hydrology?
What Happens When Weather Meets Hydrology? Rain / Snow / Temperature → Basin → Discharge Chain Explained For hydropower operators, the most valuable question is simple to ask and difficult to answer: When will the water that falls from the sky become discharge—and how much power will it produce? In practice, the forcing (rain, temperature, […]
Read More
Operator + AI Together
Operator + AI Together: Enhancing Hydropower Production Forecast Quality Through Human Approval (Human-in-the-Loop) Strategic Shift: From Pure AI Forecasting to Controlled Autonomy in Hydropower Production Hydropower production forecasting is no longer merely a question of “Can the AI generate an accurate prediction?” At the enterprise level, the real questions are far more structural: Under what […]
Read More