红外与激光工程
紅外與激光工程
홍외여격광공정
INFRARED AND LASER ENGINEERING
2013年
7期
1940-1944
,共5页
何思远%刘刚%王玲%唐延东
何思遠%劉剛%王玲%唐延東
하사원%류강%왕령%당연동
目标识别%小波特征%AP聚类%无人机
目標識彆%小波特徵%AP聚類%無人機
목표식별%소파특정%AP취류%무인궤
object recognition%wavelet feature%AP clustering%UAV
利用无人机进行输电线路巡检是近几年国内外研究的热点技术之一,其优点是在无需拉闸断电的情况下,即可对输电线路进行检测,对其故障进行判别。根据输电线路设备的特征,应用图像处理与模式识别技术,提出了一种识别绝缘子、防震锤和输电塔的方法。该方法先采用中值滤波、膨胀和腐蚀等方法对灰度化后的航拍图像进行预处理,然后提取预处理后图像的小波特征值,最后采用AP(Affinity Propagation)聚类方法对目标图像进行分类与识别。实验结果表明,所提出的方法能够有效的识别绝缘子、防震锤和输电塔等目标,具有较好的鲁棒性和准确性。
利用無人機進行輸電線路巡檢是近幾年國內外研究的熱點技術之一,其優點是在無需拉閘斷電的情況下,即可對輸電線路進行檢測,對其故障進行判彆。根據輸電線路設備的特徵,應用圖像處理與模式識彆技術,提齣瞭一種識彆絕緣子、防震錘和輸電塔的方法。該方法先採用中值濾波、膨脹和腐蝕等方法對灰度化後的航拍圖像進行預處理,然後提取預處理後圖像的小波特徵值,最後採用AP(Affinity Propagation)聚類方法對目標圖像進行分類與識彆。實驗結果錶明,所提齣的方法能夠有效的識彆絕緣子、防震錘和輸電塔等目標,具有較好的魯棒性和準確性。
이용무인궤진행수전선로순검시근궤년국내외연구적열점기술지일,기우점시재무수랍갑단전적정황하,즉가대수전선로진행검측,대기고장진행판별。근거수전선로설비적특정,응용도상처리여모식식별기술,제출료일충식별절연자、방진추화수전탑적방법。해방법선채용중치려파、팽창화부식등방법대회도화후적항박도상진행예처리,연후제취예처리후도상적소파특정치,최후채용AP(Affinity Propagation)취류방법대목표도상진행분류여식별。실험결과표명,소제출적방법능구유효적식별절연자、방진추화수전탑등목표,구유교호적로봉성화준학성。
In recent years, the use of unmanned aerial vehicle(UAV) for power transmission line detection is a hot technology, and it can detect the transmission line and discriminate the failure without power off. According to the features of power transmission line equipments, a method of equipments recognition based on image processing and pattern recognition was put forward. It preprocessed the aerial images by median filtering, dilating and eroding. Then, wavelet eigenvalues of preprocessed images were calculated. Finally, the objects, such as insulator, vibration damper and transmission tower, were classified and recognized by affinity propagation (AP) clustering algorithm. The results of experiments show that this method can recognize the insulator, vibration damper and transmission tower, and it has better robustness, accuracy and validity.