ZHAO Rui,Tashpolat·tiyip,DING Jian-li,et al.LUCC Simulation in Arid Area Based on ANN-CA Model——Take Xinjiang Yutian Oasis as an Example[J].Research of Soil and Water Conservation,2007,14(01):151-154,158.
基于神经网络的元胞自动机支持下的干旱区LUCC模拟研究——以新疆于田绿洲为例
- Title:
- LUCC Simulation in Arid Area Based on ANN-CA Model——Take Xinjiang Yutian Oasis as an Example
- Keywords:
- RS; GIS; ANN; CA; LUCC in arid area
- 分类号:
- F301.24
- 摘要:
- 元胞自动机已被广泛应用于城市发展变化的模拟研究中，但多数应用局限于两类土地利用类型的转变。借助神经网络中的BP算法，以遥感和GIS技术为依托，在对TM影像分类的基础上，应用GIS技术提取一系列LUCC空间影响因子，建立了模拟土地单元转变概率的BP神经网络模型。并以模拟的概率值代替CA模型的若干规则，对于田绿洲LUCC做了动态模拟。结果显示，该方法在干旱区复杂土地利用动态变化模拟中具有一定精度，能够对土地资源的可持续利用规划提供有用信息。
- Abstract:
- CA has already been extensively applied in the emulation research of the city development. But the most application limit at two types of land use change. The authors use the BP algorithm of the neural network and GIS technique, in the foundation of the TM classification result, extract many factors from these images by GIS, set up a ANN model by which we can simulate land use change. Also, the probability used as function of many rules in CA model. Finally the LUCC of Yutian oasis is simulated. The result manifests that this method can be used in complex land use change simulation and can gives some useful information in sustainable land use programming.
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备注/Memo
收稿日期:2006-2-28;改回日期:。
基金项目:中科院西部之光项目自治区重点实验室开放课题（040079）；（XJEDU2004S03，XJEDU2005I07）；新疆大学博士启动基金项目资助
作者简介:赵睿（1980- ），男，甘肃天水人，硕士研究生，研究方向为RS与GIS。
通讯作者:丁建丽（1974- ），男，山东人，副教授，博士。