黑龙江科技大学学报
黑龍江科技大學學報
흑룡강과기대학학보
Journal of Heilongjiang Institute of Science and Technology
2015年
3期
343-347
,共5页
赵岩%张春晶%王东辉
趙巖%張春晶%王東輝
조암%장춘정%왕동휘
高光谱混合像元分解%广义形态学%修正能量函数
高光譜混閤像元分解%廣義形態學%脩正能量函數
고광보혼합상원분해%엄의형태학%수정능량함수
hyperspectral unmixing%generalized morphology%modified energy function
综合利用像元的光谱和空间信息,提出一种基于广义形态学的混合像元分解算法。引入基准像元,避免形态学算子在像元排序规则和替换准则上存在的局限性。针对图像中不同类别交界处存在的交叉替换现象,广义开-闭算子采用修正能量函数作为距离测度进行计算。端元提取之后利用全约束最小二乘法进行丰度反演。利用矿物光谱的模拟数据和真实数据进行实验,结果表明,该算法无需先验信息便可自动进行混合像元分解,分解精度较高。
綜閤利用像元的光譜和空間信息,提齣一種基于廣義形態學的混閤像元分解算法。引入基準像元,避免形態學算子在像元排序規則和替換準則上存在的跼限性。針對圖像中不同類彆交界處存在的交扠替換現象,廣義開-閉算子採用脩正能量函數作為距離測度進行計算。耑元提取之後利用全約束最小二乘法進行豐度反縯。利用礦物光譜的模擬數據和真實數據進行實驗,結果錶明,該算法無需先驗信息便可自動進行混閤像元分解,分解精度較高。
종합이용상원적광보화공간신식,제출일충기우엄의형태학적혼합상원분해산법。인입기준상원,피면형태학산자재상원배서규칙화체환준칙상존재적국한성。침대도상중불동유별교계처존재적교차체환현상,엄의개-폐산자채용수정능량함수작위거리측도진행계산。단원제취지후이용전약속최소이승법진행봉도반연。이용광물광보적모의수거화진실수거진행실험,결과표명,해산법무수선험신식편가자동진행혼합상원분해,분해정도교고。
This paper introduces an unmixing algorithm based on generalized morphology, thanks to comprehensive utilization of pixel spectral and spatial information. The algorithm study consists of intro-ducing reference pixel and avoiding morphological operator which suffers from limitations in the pixel ar-rangement rule and replacement criteria;calculating the generalized open-closing operator using the mod-ified energy function as a distance measure in response to cross substitution occurring in different types of junction in the image; and performing abundance inversion using fully constrainded least squares, after the endmember extraction. The experiment using simulated data and real data of mineral spectrum shows that proposed algorithm has a demonstrated ability to automatically decompose mixed pixel without prior information and exhibits a higher decomposition precision.