Identify the ramp ups & downs in a real time generation for solar & wind in a day, month or years
Identifying ramp-ups and ramp-downs in real-time generation data for solar and wind involves monitoring fluctuations in generation output over a set period. Here’s a step-by-step approach for detecting these changes over daily, monthly, or yearly timeframes: 1. Data Collection and Pre-processing Collect Real-Time Generation Data : Capture real-time or near-real-time data for both solar and wind generation at an appropriate resolution (e.g., minute-by-minute or hourly). Clean Data : Address any data gaps, outliers, or anomalies due to sensor issues, downtime, or maintenance. Convert to Uniform Units : Ensure all data is in a consistent format, such as MW or kW. 2. Define Ramp-Up and Ramp-Down Events Ramp-Up : A positive change in power output over a specified time interval (e.g., 10% increase over 10 minutes). Ramp-Down : A negative change in power output over a specified time interval (e.g., 10% decrease over 10 minutes). The threshold values for ramp-ups and ramp-downs will vary based...