本論文針對獨立型的太陽能系統,提出了適應性卡爾曼濾波器的參數調整機制,根據前一時刻的功率狀態,來估測動態系統的狀態行為,以有效地降低大氣變化的影響。另外,還將安全規範納入設計考量,包含漏電流測試及溫升測試這兩個子項,來加強產品的安全性,避免造成使用者之危害,同時還保有不錯的電力轉換效率。 This thesis aims at reducing the effect of weather on an independent solar power system, utilizing Kalman filter’s parameter adjusting regulation to estimate the behavior of the dynamic system based on the knowledge of the prior states of power. In addition, the safety regulations including leakage current testing and temperature testing are taken into consideration in order to enhance the safety to avoid causing any endanger to the users, while maintaining decent energy conversion efficiency.