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題 名 | 感知無線電使用增強學習機制降低頻譜誤判率之研究=The Study of Reducing False Spectrum Sensing Probability in Cognitive Radio Using Reinforcement Learning |
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作 者 | 陳偉業; 黃淑玲; 洪榮鍾; 張政偉; | 書刊名 | 資訊科學應用期刊 |
卷 期 | 6:2 2010.12[民99.12] |
頁 次 | 頁17-32 |
分類號 | 448.6 |
關鍵詞 | 感知無線電網路; 增強學習機制; 誤判率; Q-learning; Cognitive radio network; Reinforcement learning; False spectrum sensing; |
語 文 | 中文(Chinese) |
中文摘要 | 近年來由於無線通訊技術的發展,無線網路的用戶也越來越多,頻譜的不足 已成為了一個重要的問題。現今除了ISM 等頻帶為非授權就能使用的頻帶外, 大部分頻帶都需授權才能使用。研究發現,傳統的頻譜分配方式導致了頻譜利用 率不高。為了解決頻譜利用率低的問題,感知無線電網路的發展是一項重要技術。 感知無線電是能有效率的提高頻譜利用率的智慧型通訊技術,它是以不干擾 主要授權用戶傳輸為原則的跨系統資源分享網路,而快速且準確的頻譜偵測,對 於建立可靠的感知無線電是很重要的。因此,本篇論文旨在研究主要授權系統的 頻譜利用率大小對系統效益的影響,而閒置頻譜利用率會受到頻譜偵測時的誤判 率所影響。當次要使用者偵測通道時的誤判率越大,閒置頻譜利用率相對越小, 反之,當誤判率越小,閒置頻譜利用率相對越大。本研究使用增強學習機制中的 Q-Learning演算法之特點,藉著增強學習機制能不斷學習過去經驗的特性,來有 效降低誤判率的發生,並提出修改之方法,稱為DQ-Learning。研究結果顯示, 採用本論文所提出的方法可以有效的降低頻譜偵測時的誤判率並提高產出。 |
英文摘要 | there are more and more users accessing the wireless network, causing the spectrum scarcity becoming a severe problem, especially when the high data throughout is required. Nowadays, only the ISM band is unlicensed, most other spectrum bands need licensed to use. The Federal Communications Commission (FCC) reports indicated that the traditional static spectrum allocation resulted in low spectrum utilization. To solve this problem, the development of cognitive radio is an important technology. Cognitive radio is an intelligent communication technology which can enhance the efficiency of spectrum utilization by exploiting the unused resources of primary system, while not interfering with the transmission of primary users. Therefore fast and accurate spectrum sensing is very important in realizing a reliable cognitive radio. However, the error sensing of spectrum will result in low spectrum utilization. In the paper we proposed an reinforcement learning mechanism called DQ-Learning to reduce the false spectrum sensing probability. The simulation results showed that the proposed scheme can effectively reduce the false spectrum sensing probability, therefore increasing the successful channel access rate and system throughput. |
本系統中英文摘要資訊取自各篇刊載內容。