Architecture form has been one of the hot areas in field architectural design, which reflects regional features to some extent. However, most existing methods for architecture belong qualitative analysis. Accordingly, quantitative are urgently required extract style, identify form, and further provide evaluation. Based on machine learning technology, this paper proposes a novel method quantify feature, evaluation architectures. First, we construct training dataset—the Chinese Ancient Image...

Over the past decade, enhancing quality of cities and building vibrant urban streets has become a hot topic in planning China. Although there are many studies on how built environment affects street vitality, unique space historic areas, as core node city, not been fully explored. This study constructs an association model between (SBE) vitality areas evaluates influence SBE by spatial analysis statistical methods using POI data, road network Baidu heat map taking Wuhan, China, example. The...

Cultural landscape heritage refers to the rare and irreplaceable cultural landscapes recognized by UNESCO World Heritage Committee. It is as a "common works of nature human beings" outstanding significance universal value, type world heritage. Dueto construction, land isincreasingly limited in urban rural areasin process urbanization, faces huge threat, especially larger culturallandscapeheritagelocated at edgesof cities. However, most existing studies have mainly focused on material...

Britain's colonial cities benefitted greatly from town planning practices that originated in the mother country. Hong Kong, one of many British cities, grew a small fishing village to an international metropolis. Urban development colony 1841 1941 was continuous and systematic but ended abruptly with Japanese invasion World War II. The period marked by rapid urban growth which brought it problems for management. This paper reviews history Kong over 100-year explores motives administration....

Large Language Models (LLMs) have demonstrated remarkable capabilities across textual and visual domains but often generate outputs that violate physical laws, revealing a gap in their understanding of the world. Inspired by human cognition, where perception is fundamental to reasoning, we explore augmenting LLMs with enhanced abilities using Internet Things (IoT) sensor data pertinent knowledge for IoT task reasoning In this work, systematically study capability address real-world tasks...

When deciding on and creating their own settlement environment, humans’ relationships with water resources have evolved. From the earliest times when they observed learned about its characteristics laws to create artificial rivers, gradual development use of plants pumping stations, management set up customs dams prevent manage hazards.To lay groundwork for more sustainable relationship between humans in city, it is important understand summarize this state change. Wuhan, known as “City a...

Abstract This article is based on space syntax theoy combined with field surveys and mapping data, Using AutoCad Depthmap to analyze interpret the spatial characteristics of traditonal houses in Zhangguying Village Laodong Xiangxi Prefecture. clarifying difference between two spaces influencing factors behind by comparing integration degree visible layer feasible layer.

In the colonial period during 1841 to 1997, Hong Kong had developed much from a fishing village an international metropolis and also building industry at same time. This paper takes historic view review evolution of control in Kong, then characteristics each phase can be summed up. The legislation set example especially for high-density urbanization.

Abstract With the development of automatic driving and path planning technology, predicting moving trajectory pedestrians in dynamic scenes has become one key urgent technical problems. However, most existing techniques regard all scene as equally important influence on predicted pedestrian's trajectory, methods which use sequence‐based time‐series generative models to obtain trajectories, do not allow for parallel computation, it will introduce a significant computational overhead. A new...

With the rapid development of society, crowded scenes can be seen almost everywhere. Therefore, it is important to accurately predict number and density distribution people in those regions by utilizing image analysis. In recent years, most studies based on various deep learning technologies for pedestrian analysis have been mature convolution neural networks (CNN). Nowadays, vision transformer has demonstrated its competitive performance compared with CNNs many computer domains, provides a...

Abstract This article uses the space syntax theory to analyze diagram of typical traditional houses and in Southeast Hubei, discusses characteristics spatial pattern houses. Using Depthmap software dwellings, calculating data indicators integration, connectivity, integration horizons. Through analyzing pattern, it reflects moral concepts, clan living habits Hubei.

Abstract With the rapid development of urbanization and motorization in China, problem parking city becomes more serious. Due to a series reasons such as spatial layout, insufficient facilities lagging property management, old urban communities is difficult be solved. Based on perspective big data, this paper analyzes for difficulties community, designs set intelligent system provide an effective solution community. At same time, it proposes design strategies renewal space

Retracted.

Abstract Based on the big data-assisted algorithm, paper uses dynamic relationship data of railway passenger flow as a research case, adopts urban network chain model, and mobility agglomeration between cities entry point to analyse connection strength provincial spatial organization structure characteristics. At same time, it puts forward idea using Wuhan’s rich resources framework intensity simulation calculation system, demonstrates necessity feasibility its construction, an...

As irreplaceable knowledge infrastructures, universities have been acknowledged to play the roles of fostering workers, supporting economies, and building cities. Through spatial developments, localized interactions can be built between cities universities. There has a global trend design new precincts revolving around make This article focuses on how local governments in Wuhan, known as “Forest Campus” China, proposed vision making “Univercity,” by integrating through developments. To...

Abstract Nowadays, with the development and popularization of electric vehicles, vehicle charging pile has become an important green infrastructure in cities. The optimization layout piles urban area drawn attention more research groups. However, only a few them concerned distribution historical distinct. In this paper, we proposed to use big data tools obtain parking space information, such as lots, on-street spaces plazas. We tried transform function. also “P + W” mode, which takes...

The strategic urban planning theory and practice appears at the end of 20 th century, which primarily attempts to solve downtown problems such as economy depression, traffic inconvenient Infrastructure shortage. This paper takes Hong Kong Metroplan example in view historical empirical study analyze purpose, function process planning, refers several issues land-use environmental review public participation. It sums up experience provide reference for present rapid urbanization China.