地理科学 ›› 2016, Vol. 36 ›› Issue (3): 359-366.doi: 10.13249/j.cnki.sgs.2016.03.006
收稿日期:
2014-12-03
修回日期:
2015-06-11
出版日期:
2016-03-20
发布日期:
2016-03-20
作者简介:
章欣欣(1983-),男,福建厦门人,讲师,主要研究方向为遥感图像处理、城市土地利用变化建模。E-mail:
基金资助:
Xinxin Zhang(), Haijun Luan, Lizhong Hua
Received:
2014-12-03
Revised:
2015-06-11
Online:
2016-03-20
Published:
2016-03-20
Supported by:
摘要:
通过引入人工蜂群算法用于构建土地利用变化的驱动力模型,分析土地利用变化的驱动力机制。算法原理通过模仿蜜蜂采蜜行为,自动搜索和提取土地利用变化样本中不同土地变化类型所对应的驱动力分类规则。分类规则的构建采用“IF…THEN”形式,并选取3种不同的适应度函数分别进行模拟验证。研究案例基于UCI实验数据集和美国纽卡斯尔市真实土地利用变化数据集。由实验结果可知,采用蜂群算法模型的总体精度和Kappa系数评价优于其它算法,表明蜂群算法应用于土地利用变化建模具有可行性。
中图分类号:
章欣欣, 栾海军, 花利忠. 基于蜂群算法的城市土地利用变化建模[J]. 地理科学, 2016, 36(3): 359-366.
Xinxin Zhang, Haijun Luan, Lizhong Hua. Urban Land Use Change Modelling Based on Artificial Bee Colony Algorithm[J]. SCIENTIA GEOGRAPHICA SINICA, 2016, 36(3): 359-366.
表2
Iris数据集分类规则"
类别 | 萼片长度(cm) | 萼片宽度(cm) | 花瓣长度(cm) | 花瓣宽度 | Pfit(%) | Pcover(%) |
---|---|---|---|---|---|---|
virginic | 4.791~7.900 | 2.105~4.400 | 3.463~6.900 | 1.617~2.500 | 94.95 | 30.667 |
virginic | 5.474~7.928 | 2.132~3.470 | 4.177~6.610 | 1.076~1.688 | 100 | 2.667 |
versicolor | 4.863~7.301 | 2.000~3.463 | 1.723~5.322 | 0.100~1.733 | 97.50 | 32.667 |
versicolor | 5.175~6.077 | 1.786~3.420 | 4.520~4.908 | 1.733~2.025 | 100 | 0.667 |
setosa | 2.444~8.692 | 0~6.608 | 0~2.062 | 0.100~2.500 | 100 | 33.333 |
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