1. 石河子大学 信息科学与技术学院,新疆,石河子,832000
2. 石河子大学 兵团空间信息工程实验室,新疆,石河子,832000
纸质出版:2022
移动端阅览
王娇娇, 尹小君, 苟贞珍, 等. 基于NSGA-Ⅱ和GeoSOS-FLUS的喀什地区土地利用空间多目标优化[J]. 水土保持通报, 2022,42(4):179-187.
Wang Jiaojiao, Yin Xiaojun, Gou Zhenzhen, et al. Spatial Multi-objective Optimization of Land Use of Kashgar Area Based on NSGA-Ⅱ and GeoSOS-FLUS[J]. Bulletin of Soiland Water Conservation, 2022, 42(4): 179-187.
王娇娇, 尹小君, 苟贞珍, 等. 基于NSGA-Ⅱ和GeoSOS-FLUS的喀什地区土地利用空间多目标优化[J]. 水土保持通报, 2022,42(4):179-187. DOI: 10.13961/j.cnki.stbctb.2022.04.023.
Wang Jiaojiao, Yin Xiaojun, Gou Zhenzhen, et al. Spatial Multi-objective Optimization of Land Use of Kashgar Area Based on NSGA-Ⅱ and GeoSOS-FLUS[J]. Bulletin of Soiland Water Conservation, 2022, 42(4): 179-187. DOI: 10.13961/j.cnki.stbctb.2022.04.023.
[目的] 对喀什地区进行土地资源的空间优化,为该区社会和经济的可持续发展提供理论支持。[方法] 设置了粮食安全、经济效益和生态效益(固碳量、产水量和土壤侵蚀)作为算法的多目标函数,通过NSGA-Ⅱ算法能够得到较为科学的土地利用数量结构优化,再通过GeoSOS-FLUS模型根据数量结构优化结果、自然条件和经济因素模拟土地利用空间优化。最后,通过Fragstats 4软件对优化结果进行景观格局分析。[结果] ①在3种优化结果下,GDP、固碳量、粮食产量都比未优化前多,土壤侵蚀有所降低。产水量只有在生态效益优先情况下提高了。②2005—2020年,耕地、建设用地都有不同程度的增加,水域、林地和未利用地都有不同程度的减少。③通过Fragstats 4对2020年土地利用数据、经济优先、生态优先和生态经济协调发展下优化结果进行分析。相对于优化前,3种优化结果下的香浓多样性和散布与并列指数都有所提高,斑块凝聚度和景观多样性也提高了。[结论] 6种土地利用类型在景观中呈均衡化趋势分布,草地过渡型的土地利用类型有所提高。优化后的土地资源能够较好地满足喀什地区生态可持续发展,其布局更加合理,为该区未来的土地资源的配置提供辅助决策服务。
[Objective] The spatial optimization of land resources in the Kashgar area was studied to provide theoretical support for sustainable development of the society and economy of the area.[Methods] Food security
economic benefits
and ecological benefits (carbon sequestration
water production
and soil erosion) were set as the multi-objective functions of the algorithm
and the NSGA-Ⅱ algorithm was used to obtain a reasonable optimization of the land use quantity structure. Then the GeoSOS-FLUS model was used to simulate the spatial optimization of land use according to the optimization results of quantitative structure
natural conditions and economic factors. Finally
the spatial optimization of the Kashgar area was analyzed using Fragstats 4 software for landscape pattern analysis.[Results] ① GDP
carbon sequestration
and grain production were all higher under the three optimization strategies than before optimization
and soil erosion was reduced. Water production was only increased when ecological benefits were prioritized. ② From 2005 to 2020
arable land and construction land increased to different degrees. Watershed
forest land
and unused land decreased to different degrees. ③ The optimization results for land use pattern under the economic priority
the ecological priority
and ecological-economic coordinated development
and land use data in 2020 were analyzed by Fragstats 4. Compared with the results obtained prior to optimization
Shannon diversity and dispersion and juxtaposition indices increased under all three optimization strategies
and patch cohesion and habitat diversity also increased.[Conclusion] The six land use types were distributed in the landscape in a balanced manner
and the land use type of grassland transition was increased. The optimized land resources can better meet the ecological sustainable development goals
and their layout was more reasonable
providing auxiliary decision-making services for the future allocation of land resources in Kashgar area.
郑博福,黄琼瑶,陶林,等.赣南地区景观格局变化及其对生态系统服务价值的影响[J].生态学报,2021,41(15):5940-5949.
路中,雷国平,郭一洋,等.不同空间尺度松嫩平原土地利用强度变化及其对气候因子的影响[J].生态学报,2021,41(5):1894-1906.
郭亚红,阿布都热合曼·哈力克,魏天宝,等.基于土地利用变化的和田地区生态系统服务价值分析[J].生态学报,2021,41(16):1-10.
曹茜,于德永,孙云,等.土地利用/覆盖变化与气候变化定量关系研究进展[J].自然资源学报,2015,30(5):880-890.
Ma Enpu, Cai Jianming, Lin Jing, et al. Explanation of land use/cover change from the perspective of tele-coupling[J]. Acta Geographica Sinica, 2019,74(3):421-431.
林伊琳,赵俊三,陈国平,等.基于MCR-FLUS-Markov模型的区域国土空间格局优化[J].农业机械学报,2021,52(4):159-170.
谢一茹,高培超,王翔宇,等.经济发展预期下的粮食产量与生态效益权衡:黑龙江省土地利用优化配置[J].北京师范大学学报(自然科学版),2020,56(6):873-881.
刘欣,赵艳霞,冯晓淼,等.基于CLUE-S模型的多目标土地利用格局模拟与优化:以河北省廊坊市北三县为例[J].地理与地理信息科学,2018,34(5):92-98.
Pan Tingting, Zhang Yu, Su Fenzhen, et al. Practical efficient regional land-use planning using constrained multi-objective genetic algorithm optimization[J]. International Journal of Geo-information, 2021,10(2):100.
向乔妹.基于遥感与GIS技术的土地利用空间优化方法研究[D].安徽 合肥:合肥工业大学,2020.
宋戈,王越,刘馨蕊.松嫩高平原土地利用格局优化模式建构研究[J].经济地理,2019,39(9):191-197.
吴丹.基于超级学习和元胞自动机模型的国土空间优化研究[D].北京:中国地质大学(北京),2019.
曹帅,金晓斌,杨绪红,等.耦合MOP与GeoSOS-FLUS模型的县级土地利用结构与布局复合优化[J].自然资源学报,2019,34(6):1171-1185.
Vorapong S, Atthaphon A, Supanut C. A Voronoi-based method for land-use optimization using semidefinite programming and gradient descent algorithm[J]. International Journal of Geographical Information Science, 2021,35(5):999-1031.
Wu Changyan, Chen Bowen, Huang Xianjin, et al. Effect of land-use change and optimization on the ecosystem service values of Jiangsu Province, China[J].Ecological Indicators, 2020, 117:106507.
杨露,颉耀文,宗乐丽,等.基于多目标遗传算法和FLUS模型的西北农牧交错带土地利用优化配置[J].地球信息科学学报,2020,22(3):568-579.
王帝文,李飞雪,陈东.基于Pareto最优和多目标粒子群的土地利用优化配置研究[J].长江流域资源与环境,2019,28(9):2019-2029.
黄海.基于改进粒子群算法的低碳型土地利用结构优化:以重庆市为例[J].土壤通报,2014,45(2):303-306.
郭小燕,刘学录,王联国.基于混合蛙跳算法的土地利用格局优化[J].农业工程学报,2015,31(24):281-288.
马冰滢,黄姣,李双成.基于生态-经济权衡的京津冀城市群土地利用优化配置[J].地理科学进展,2019,38(1):26-37.
Wei Wei, Xie Yaowen, Wei Xiaoxu, et al. Land use optimization based on CLUE-S model and ecological security scenario in Shiyang River basin[J]. 武汉大学学报(信息科学版),2017,42(9):1306-1315.
李路,孙桂丽,陆海燕,等.喀什地区生态脆弱性时空变化及驱动力分析[J].干旱区地理,2021,44(1):277-288.
马增辉,马钢.喀什地区生态环境现状、问题和生态保护修复措施探索[J].安徽农学通报,2019,25(18):128-130.
朱文博,张静静,崔耀平,等.基于土地利用变化情景的生态系统碳储量评估:以太行山淇河流域为例[J].地理学报,2019,74(3):446-459.
徐自为,张智杰.基于土地利用变更调查的2010-2016年新疆尉犁县生态系统碳储量时空变化[J].环境科学研究,2018,31(11):1909-1917.
Cong Rui, Qi Juntong, Wu Chong, et al. Multi-UAVs Cooperative Detection Based on Improved NSGA-Ⅱ Algorithm[C]. 39th Chinese Control Conference (CCC). IEEE, 2020:1524-1529.
Fu Jun, Yuan Haikuo, Zhang Depeng, et al. Multi-objective optimization of process parameters of longitudinal axial threshing cylinder for frozen corn using RSM and NSGA-Ⅱ[J]. Applied Sciences, 2020,10(5):1646.
朱文博,张静静,崔耀平,等.基于土地利用变化情景的生态系统碳储量评估:以太行山淇河流域为例[J].地理学报,2019,74(3):446-459.
Liu Xiaoping, Liang Xun, Li Xia, et al. A future land use simulation model(FLUS)for simulating multiple land use scenarios by coupling human and natural effects[J]. Landscape Urban Plan, 2017,168:94-116.
Yu Huafei, Zhao Yaolong, Fu Yingchun. Optimization of impervious surface space layout for prevention of urban rainstorm waterlogging:A case study of Guangzhou, China[J]. International Journal of Environmental Research and Public Health,2019,16(19):3613.
华琳,黄志霖,马良,等.三峡库区低山丘陵区多尺度景观的指数响应及适宜粒度[J].生态学报,2022(11):1-15.
樊田田,许蕾,陈林.基于多目标优化算法NSGA-Ⅱ推荐相似缺陷报告[J].计算机学报,2019,42(10):2175-2189.
谢涛,陈火旺,康立山.多目标优化的演化算法[J].计算机学报,2003,26(8):997-1003.
刘光旭,王小军,相爱存,等.赣江中上游地区土地利用变化空间分异与驱动因素[J].应用生态学报,2021,32(7):2545-2554.
0
浏览量
640
下载量
1
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010802024621