用区块链+预测模型实现智能电表自动计费
Automated Energy Billing with Blockchain and the Prophet Forecasting Model: A Holistic Approach
- 结合物联网、区块链与时间序列预测自动计费
- 通过预处理与调参使预测准确率提升
- 适合关注能源管理与自动化系统的读者
本文提出一种融合物联网智能电表、区块链技术与Prophet时间序列预测模型的自动化能源计费综合方案。系统通过基于Wi-Fi的ESP32模块和移动端应用实现实时用电监控，利用Firebase与区块链保障计费过程的安全透明，并通过智能合约实现自动支付。采用Prophet模型进行用电需求预测，经过数据预处理、转换及参数调优以提升预测精度。该整体方案旨在减少人工错误、增强用户用电意识，推动可持续能源使用。
原文摘要 · Abstract (English)
This paper presents a comprehensive approach to automated energy billing that leverages IoT-based smart meters, blockchain technology, and the Prophet time series forecasting model. The proposed system facilitates real-time power consumption monitoring via Wi-Fi-enabled ESP32 modules and a mobile application interface. It integrates Firebase and blockchain for secure, transparent billing processes and employs smart contracts for automated payments. The Prophet model is used for energy demand forecasting, with careful data preprocessing, transformation, and parameter tuning to improve prediction accuracy. This holistic solution aims to reduce manual errors, enhance user awareness, and promote sustainable energy use.
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