应用科学学报 ›› 2022, Vol. 40 ›› Issue (1): 47-60.doi: 10.3969/j.issn.0255-8297.2022.01.005
潘理虎1,2, 杨芬玉1, 芦飞平1, 秦世鹏1
收稿日期:2020-08-25
出版日期:2022-01-31
发布日期:2022-01-28
通信作者:
潘理虎,教授,研究方向为人工智能、软件工程、复杂系统仿真。E-mail:panlh@tyust.edu.cn
E-mail:panlh@tyust.edu.cn
基金资助:PAN Lihu1,2, YANG Fenyu1, LU Feiping1, QIN Shipeng1
Received:2020-08-25
Online:2022-01-31
Published:2022-01-28
摘要: 为解决环境及人类活动因素影响下的城市安全宜居问题,以深圳市福田区10个街道的实际数据为基础,结合Repast仿真平台和地理信息系统(geographic information system,GIS)建立基于多智能体的城市安全宜居度仿真模型;从街道视角模拟福田区未来20 a (年)城市安全发展的演变过程,用情景实例论证分析了福田区各个街道的城市安全宜居度、居民满意度和家庭搬迁行为的动态交互反馈机理。实验结果证实了多智能体模型在仿真模拟多因素影响下城市发展的有效性。
中图分类号:
潘理虎, 杨芬玉, 芦飞平, 秦世鹏. 街道视角的多智能体城市安全宜居度建模[J]. 应用科学学报, 2022, 40(1): 47-60.
PAN Lihu, YANG Fenyu, LU Feiping, QIN Shipeng. Modeling of Multi-agent City Safety and Livability Based on Street Perspective[J]. Journal of Applied Sciences, 2022, 40(1): 47-60.
| [1] 喻菁, 焦利民, 董婷. 结合宏观和微观视角的城市扩张方向异质性分析[J]. 地理与地理信息科学, 2019, 35(2):90-96. Yu J, Jiao L M, Dong T. Macrocosmic and microcosmic views to the analysis on the directional heterogeneity progress[J]. Geography and Geo-information Science, 2019, 35(2):90-96. (in Chinese) [2] 中共中央国务院关于进一步加强城市规划建设管理工作的若干意见[EB/OL]. (2016-02-06)[2016-02-21]. http://www.gov.cn/zhengce/2016-02/21/content_5044367.htm. [3] 冯兴华, 钟业喜, 吴巍, 等. 新型城镇化背景下江西省城市人口增长与土地扩张协调性研究[J]. 地理与地理信息科学, 2016, 32(3):81-88. Feng X H, Zhong Y X, Wu W, et al. Coordination between urban land expansion and population growth under the background of the new urbanization in Jiangxi Province[J]. Geography and Geo-information Science, 2016, 32(3):81-88. (in Chinese) [4] Roscia M, Longo M, Lazaroiu G C. Smart city by multi-agent systems[C]//2013 International Conference on Renewable Energy Research and Applications (ICRERA), Madrid, 2013:371-376. [5] 王晓鸣, 何晨琛, 李小康. 绿色住宅市场发展的多主体交互优化[J]. 土木工程与管理学报, 2018, 35(2):1-8. Wang X M, He C C, Li X K. Interaction optimization among multi-agent of green dwelling market[J]. Journal of Civil Engineering and Management, 2018, 35(2):1-8. (in Chinese) [6] 张文忠. 宜居城市建设的核心框架[J]. 地理研究, 2016, 35(2):205-213. Zhang W Z. The core framework of the livable city construction[J]. Geographical Research, 2016, 35(2):205-213. (in Chinese) [7] 丁志坤, 王翌飞, 吴金闯. 复杂适应系统视角下的城市建筑废弃物管理仿真研究[J]. 工程管理学报, 2015(6):48-53. Ding Z K, Wang Y F, Wu J C. Complexity based simulation research on the urban construction waste management[J]. Journal of Engineering Management, 2015(6):48-53. (in Chinese) [8] 黄河清, 潘理虎, 王强, 等. 基于农户行为的土地利用人工社会模型的构造与应用[J]. 自然资源学报, 2010(3):3-17. Huang H Q, Pan L H, Wang Q, et al. An artificial society model of land use change in terms of households behaviors:model development and application[J]. Journal of Nature Resources, 2010(3):3-17. (in Chinese) [9] 王宏宇, 樊文萃. 基于SD法的城市交通宜居性评价应用探讨[J]. 建筑与文化, 2017(12):176-178. Wang H Y, Fan W C. An application study on liability evaluation of urban transportation based on SD method[J]. Architecture & Culture, 2017(12):176-178. (in Chinese) [10] 赵展阳. 基于网格化管理建立城市安全管理体系[J]. 中国科技纵横, 2014(9):270. Zhao Z Y. Urban safety management system based on grid management[J]. China Science and Technology, 2014(9):270. (in Chinese) [11] 李燕萍, 虞虎, 王昊, 等. 面向大数据时代的城市规划研究响应与应对方略[J]. 城市发展研究, 2017(10):7-16. Li Y P, Yu H, Wang H, et al. The response and countermeasures of urban planning research in the era of big data[J]. Urban and Rural Planning, 2017(10):7-16. (in Chinese) [12] Miyasaka T, Le Q B, Okuro T, et al. Agent-based modeling of complex social-ecological feedback loops to assess multi-dimensional trade-offs in dryland ecosystem services[J]. Landscape Ecology, 2017, 28:1-21. [13] Bai X H, Yan H M. Multi-agent modeling and simulation of farmland use change in a farmingpastoral zone:a case study of Qianjingou Town in Inner Mongolia, China[J]. Sustainability, 2015, 7(11):14802-14833. [14] 张伟, 冯徽徽, 毛小岗, 等. 基于反馈机制的城市扩张模拟研究进展[J]. 地理与地理信息科学, 2012, 28(2):70-75. Zhang W, Feng H H, Mao X G, et al. Research progress on urban growth modelling based on the feedback mechanism[J]. Geography and Geo-information Science, 2012, 28(2):70-75. (in Chinese) [15] Jin J W, Jia S D. Dynamic cooperative multi-agent model of complex system based-on sequential actions' logic[J]. Chinese Journal of Computers, 2013, 36(5):1115-1124. [16] Gupta M, Liu J S. Residential satisfaction and the propensity to move:an analysis of potential movers from marginal settlements in Costa Rica[J]. Singapore Journal of Tropical Geography, 2010, 1(1):16-22. [17] He C, Chen T, Mao X, et al. Economic transition, urbanization and population redistribution in China[J]. Habitat International, 2016, 51:39-47. [18] Vuoriluoto K, Haugen H, Kiviluoto S, et al. Vimentin regulates EMT induction by slug and oncogenic H-Ras and migration by governing axl expression in breast cancer[J]. Oncogene, 2011, 30(1):1436-48. [19] Castles S. The factors that make and unmake migration policies[J]. International Migration Review, 2004, 38(3):852-884. [20] 李景文, 傅玮佳, 叶良松, 等. 基于对象的GIS时空数据模型设计方法[J]. 地理与地理信息科学, 2010, 26(6):11-14. Li J W, Fu W J, Ye L S, et al. Design method of GIS spatio-temporal data model based on object[J]. Geography and Geo-information Science, 2010, 26(6):11-14. (in Chinese) [21] 潘理虎, 黄河清. 农业土地利用变化的人工社会模型研究[J]. 系统仿真学报, 2010(8):169-173. Pan L H, Huang H Q. Application of artificial society model to study of land use change[J]. Journal of System Simulation, 2010(8):169-173. (in Chinese) [22] 潘理虎, 李晓文, 秦世鹏, 等. 城市安全宜居度变化多智能体仿真模型[J]. 系统仿真学报, 2019(7):1321-1333. Pan L H, Li X W, Qin S P, et al. A multi-agent simulation model of the change of urban safety livability[J]. Journal of System Simulation, 2019(7):1321-1333. (in Chinese) [23] Farid A M. Multi-agent system design principles for resilient coordination & control of future power systems[J]. Intelligent Industrial Systems, 2015, 1(3):255-269. [24] 张广骏, 李耀东, 戴汝为, 等. 应用Repast Simphony的复杂系统建模仿真[J]. 计算机仿真, 2010, 27(12):349-353. Zhang G J, Li Y D, Dai R W, et al. Modeling and simulation for complex systems using Repast Simphony[J]. Computer Simulation, 2010, 27(12):349-353. (in Chinese) [25] Zheng X, Li F, Song S, et al. Central government's infrastructure investment across Chinese regions:a dynamic spatial panel data approach[J]. China Economic Review, 2013, 27:264-276. |
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