Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Urban Planning Forum》 2019-04
Add to Favorite Get Latest Update

Deep Reinforcement Learning: A New Approach to Automatic Planning of Highrise Buildings

SUN Chengyu;SONG Xiaodong;  
In the context of highrise and high-density development,automatic planning of building clusters is a promosing area.However,to satisfy the sunlight requirments is still full of difficulties.The latest deep reinforcement learning theories in artificial intelligence provides a new approach to the problem.This study proposes a two-stage approach.Firstly,an initial layout will be generated according to the land development indices including total floor area and building heights.The plan will then be optimized in terms of sunlight and requirements according to a framework of"one axis,dualistic model,and four essential elements",which is summarized from the theories.After five automation experiments of highrise building planning in Beijing,Shenyang,Zhengzhou,Shanghai,and Fuzhou,the new approach is proved efficient and reliable.
【Fund】: 国家重点研发计划“南方地区城镇居住建筑绿色设计新方法与技术协同优化”阶段成果(项目编号:2016YFC0700200)
【CateGory Index】: TU984
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 5 Hits
1 Li Biao;Guo Zifeng;Ji Yunzhu;;Modeling and Realizing Generative Design A Case Study of the Assignment of Ji Village[J];建筑学报;2015-05
2 LING Ling;WANG Xiao-bo;LI Cheng-gang;College of Mechanical Science & Engineering,Huazhong University of Science and Technology;;An Automatic Building-layout Algorithm Based on Inner Available Region[J];计算机技术与发展;2013-08
3 SONG Xiaodong,PANG Lei,SUN Chengyu;Re-exploration on the FAR Estimation Method for Residential Land Parcels[J];城市规划学刊;2010-02
4 SONG Xiaodong.TIAN Feng;Width and Lateral Spacing of Controlling and Coordinating to Skyscrapers under Current National Sunlight Standard[J];城市规划学刊;2009-04
5 SONG Xiaodong,SUN Chengyu;An Exploration on the FAR Estimate Approach under the Sunlight Codes' Limitation[J];城市规划汇刊;2004-06
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 SUN Chengyu;SONG Xiaodong;;Deep Reinforcement Learning: A New Approach to Automatic Planning of Highrise Buildings[J];城市规划学刊;2019-04
2 Li Biao;;EXPLORATION OF TECHNIQUES OF “DIGITAL CHAIN” IN SOUTHEAST UNIVERSITY DURING THE PAST DECADE[J];城市建筑;2015-28
3 Li Biao;;Architectural Model Extraction and Programmed Algorithmic Realization[J];新建筑;2015-05
4 SONG Xiaodong;SHEN Tiantan;;The Improvement of Management Methods for Balanced Use of Sunlight Resource under South-North Development Sequence[J];城市规划学刊;2015-04
5 WANG Jianqiang;;The Game Analysis of Different Stakeholders during the Operation of Regulatory Planning: Also Discussing the Institutional Construction Direction of Regulatory Planning[J];城市发展研究;2014-10
6 GUO Jing;LI Jia;LIU Ke-wei;College of Urban and Environmental Science,Northwest University;;Research for new urban district in floor area ratio control threshold:The case study of residential and commercial land[J];西北大学学报(自然科学版);2014-05
7 WANG Mengyong;WANG Weiqiang;;PENETRATION OF DAYLIGHT AND SUNLIGHT INTO BUILDINGS: EVOLUTION AND ENLIGHTENMENT OF THE LIGHT STANDARDS DURING THE 1830s–1930s[J];城市规划;2014-09
8 He Jianyuan;Fan Huiping;Qiu Haofeng;Department of Guangzhou Urban Planning Technology Development Services;Guangzhou Urban Planning Automation Center;;Research and Application of Building Interval Algorithm based on Equal Sunlight Duration Time Principle and Models[J];土木建筑工程信息技术;2014-04
9 Zheng Jinsheng;Tang Zhiyong;Zhou Wufu;Wang Yifang;Ou Heng;Tao Wenfeng;;Reverse Sunlight Analysis In Regulatory Plan, Wenzhou[J];规划师;2014-S3
10 LIU Xue-xian;LIU Teng;School of Architecture,Qingdao Technological University;;Optimized comparison of enclosing arrangement on sunshine condition[J];青岛理工大学学报;2014-03
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Li Chenggang Zhu Xiaohong Ling Ling Hu Yujin(School of Mechanical Science and Engineering,Huazhong University of Science and Technology,Wuhan 430074,Hubei,China);ANALYTICAL RESEARCH ON SUNLIGHT FOR RESIDENTIAL BLOCKS PLANNING[J];计算机应用与软件;2011-08
2 Ling Ling,Lu Wen,Hu Yujin(Department of Mechanical Science & Engineering,Huazhong University of Science & Technology,Wuhan 430074,China);An improved algorithm for irregular region rectangle packing[J];微型机与应用;2011-09
3 WANG Shi(School of Software Engineering,Huazhong University of Science and Technology,Wuhan 430074,China);A Fast Heuristic Algorithm for Solving Rectangle Packing Problem[J];计算机技术与发展;2011-03
4 SONG Xiaodong.TIAN Feng;Width and Lateral Spacing of Controlling and Coordinating to Skyscrapers under Current National Sunlight Standard[J];城市规划学刊;2009-04
5 ZHANG De-Fu1)HAN Shui-Hua2)YE Wei-Guo2)1)(Department of Computer Science and Technology,Xiamen University,Xiamen,Fujian 361005)2)(Department of Management Science,Xiamen University,Xiamen,Fujian 361005);A Bricklaying Heuristic Algorithm for the Orthogonal Rectangular Packing Problem[J];计算机学报;2008-03
6 LI Zi-qiang1,2,4,TENG Hong-fei1,31.Department of Computer Science and Engineering,Dalian University of Technology,Dalian,Liaoning 116024,China2.School of Information & Engineering of Xiangtan University,Xiangtan,Hunan 411105,China3.School of Mechanical Engineering of Dalian University of Technology,Dalian,Liaoning 116024,China4.Key Laboratory for Precision & Non-traditional Machining of Ministry of Education,Dalian,Liaoning 116024,China;New non-interference approach for convex polygons[J];计算机工程与应用;2008-01
7 HUANG Jin-da YANG Yi;Discuss on the functional design of fire prevention distances[J];山西建筑;2005-22
8 LIU Jia-min,TONG De-gang,HUANG You-qun(School of Information Science and Engineering,Shenyang University of Technology,Shenyang 110023,China);An improved approach for no-fit polygon creation[J];沈阳工业大学学报;2005-05
9 SONG Xiaodong,SUN Chengyu;An Exploration on the FAR Estimate Approach under the Sunlight Codes' Limitation[J];城市规划汇刊;2004-06
10 (By NlU Xinyi);Advance and Application of Knowledge-based System in Urban Planning[J];城市规划汇刊;2004-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved