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博碩士論文 etd-0718114-175647 詳細資訊
Title page for etd-0718114-175647
論文名稱
Title
波形識別演算法對多電器識別之研究
Study on Multi-Appliance Recognition by Waveform Identification Algorithm
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
49
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
口試日期
Date of Exam
2014-07-14
繳交日期
Date of Submission
2014-08-18
關鍵字
Keywords
智能電表、波形識別系統、動態時間校正
smart meter, Dynamic time warping, waveform identification system
統計
Statistics
本論文已被瀏覽 5709 次,被下載 785
The thesis/dissertation has been browsed 5709 times, has been downloaded 785 times.
中文摘要
於本篇論文中,我們為了節能減碳,在智能電表下探討有關家用能源管理系統的多電器辨識系統。為了能夠辨識出電器目前的狀態,利用動態時間校正的波形辨識演算法來辨識電器,並且為了加快辨識速度,將完整的波形分開分別去做動態時間校正的波形辨識演算法。本論文對於五種電器進行識別,其識別率達到73.72%,而將完整波形分四部份分別做動態時間校正也有70.47%,辨識速度也快一半以上,用在電器辨識系統有一定的可行性。
Abstract
In order to conserve energy to reduce carbon emission, we probe into multi-appliance recognition system concerning home energy management system based on smart meter. We identify appliance by using dynamic time warping to find out the state of appliance. To increase the speed of recognition, we divide waveform into four parts and use dynamic time warping to find out the state of appliance. In this thesis, we identify five appliances by waveform identification algorithm. The recognition rate can reach 73.72%. And we divide waveform into four parts and use dynamic time warping to find out the state of appliance. The recognition rate can also reach 70.47%, and it also consume 50% of time. So this method for appliance recognition system is plausible.
目次 Table of Contents
論文審定書.................................................................................................... i
致謝............................................................................................................... ii
摘要............................................................................................................. iii
Abstract ........................................................................................................ iv
目錄............................................................................................................... v
圖次.............................................................................................................. vi
表次............................................................................................................. vii
第一章 緒論.................................................................................................................. 1
1.1 研究背景與動機........................................................................................ 1
1.1.1 能源與環境議題............................................................................ 1
1.2 研究架構.................................................................................................... 6
第二章 相關背景.......................................................................................................... 7
2.1 背景............................................................................................................ 7
2.1.1 智能電網........................................................................................ 7
2.1.2 智能電表...................................................................................... 10
2.2 波形識別演算法...................................................................................... 15
2.2.1 歐幾里得距離.............................................................................. 15
2.2.2 動態時間校正.............................................................................. 16
第三章 多電器識別.................................................................................................... 20
3.1 波形辨識系統.......................................................................................... 20
3.2 模擬環境.................................................................................................. 22
第四章 模擬結果與分析............................................................................................ 25
第五章 結論................................................................................................................ 38
參考文獻...................................................................................................................... 39
參考文獻 References
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[10] 黃怡碩,智慧電表基礎建設之簡介,工業技術研究院綠能所,2011年12月。 [11] 能源產業技術白皮書,經濟部能源局,2012年。[Online]. Available: http://web3.moeaboe.gov.tw/ECW/populace/content/SubMenu.aspx?menu_id=62
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[12] 陳瑋哲、裴鴻達、賴益祺、黃悅民,應用輕量化波形識別方法於平行多電器辨識系統,2012年10月。
[13] J. S. Jang, "Data Clustering and Pattern Recognition," 8-4 Dynamic Time Warping.[Online].Available:http://mirlab.org/jang/books/dcpr/dpDtw.asp?title=8-4 Dynamic Time Warping [14] S. Salvador and P. Chan, “FastDTW: Toward Accurate Dynamic Time Warping in Linear Time and Space”, KDD Workshop on Mining Temporal and Sequential Data, pp. 70–80, 2004.
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