This paper presents Power-Pulse, a Dash-based interactive platform for intelligent energy monitoring and forecasting. Leveraging SARIMA models on historical consumption data, the system provides users with appliance-specific insights, real-time trends, and predictive analytics. The dashboard enables efficient energy management by visualizing usage patterns across different time scales and forecasting future demand. Designed for households, enterprises, and utility providers, Power-Pulse emphasizes the importance of data-driven decisions in promoting sustainability and energy efficiency.

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Power-Pulse: A Dash-Based Intelligent Dashboard for Time-Series Energy Forecasting and Appliance-Level Consumption Insights

  • G. R. Shruthi,
  • A S Anitha Nair,
  • R. Nikitha,
  • Nee lam Tusshar,
  • S. Shravani,
  • R. Spoorthi

摘要

This paper presents Power-Pulse, a Dash-based interactive platform for intelligent energy monitoring and forecasting. Leveraging SARIMA models on historical consumption data, the system provides users with appliance-specific insights, real-time trends, and predictive analytics. The dashboard enables efficient energy management by visualizing usage patterns across different time scales and forecasting future demand. Designed for households, enterprises, and utility providers, Power-Pulse emphasizes the importance of data-driven decisions in promoting sustainability and energy efficiency.