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Journal of Chinese
            Architecture and Urbanism                                           Walkability evaluation of Beijing Old Town



              The inscription of the Central Axis on the World   and build a scoring model to achieve automatic perception
            Heritage List will accelerate the cultural revitalization   and scoring of street view pictures.
            and heritage protection of Beijing Old City. In addition   The studies on walkability were narrowed down to
            to focusing on the heritage itself, more attention needs to   neighborhoods, commercial district (Xie, 2017; Carson
            be paid to the street as a space for urban life and cultural   et al., 2023), track station exit (Liu & Pan, 2018) and other
            functions, especially in terms of dialog and communication   urban spaces, with lesser focus on historic districts with
            between modern residents and historical heritage (Zhang   rich world heritage. Liu & Zheng (2023) used multi-source
            & Huo, 2002). The increasing people congregation will put   big data to measure the walkability of streets in Beijing’s
            more pressure on the existing conservation of heritage, but   Second Ring Road from the perspective of landscape
            excessive control and unwalkable streets will also turn the   architecture. Liu (2020) used space syntax and index score
            huge resources invested in heritage protection into a silent   to  measure  the  street  walkability  of  Dashilan  Historical
            cost. Therefore, how to improve the walkability of streets   District in Beijing. Shartova et al. (2023) evaluated the
            and effectively connect the heritage tourist paths under the   walkability of the old city of Moscow from the perspective
            condition of ensuring the promotion of the Central Axis   of healthy city. Thus, for the evaluation methods of street
            as a World Heritage Site is an important issue to further   walkability, the walking environment scale and walking
            promote the application of the Central Axis as a World   index are widely used abroad (Cunningham et al., 2005),
            Heritage Site and improve the quality of urban space.  while the questionnaire survey and multi-source data
              Domestic and foreign scholars have mainly focused on   evaluation are mainly applied in China (Yu & Wu, 2018).
            two aspects in previous studies of urban street walkability   With the advancement of science and technology, big
            (Dong & Long, 2015; Fang  et al., 2018), namely, the   data extraction and machine learning are increasingly
            evaluation of objective factors of street walkability, and the   applied to the evaluation of street walkability. However,
            analysis of influencing factors. The content of the research   focusing on historic districts with rich heritage requires
            is mainly about constructing a system for indexing the   local modification of evaluation indicators. Based on the
            walkability of streets (Liu, 2020; Song, 2021). With the   above studies, this paper focuses on Beijing’s old city streets
            updated assessment techniques and methods (Wang    within the Second Ring Road from the perspective of the
            et al., 2021), attempts have been made to assess indicators   World Heritage application. First, 13 objective evaluation
            of street walkability back in the 1980s, with Gehl (2011)   indicators and three subjective evaluation indicators were
            being the first one describing the quality of outdoor space   used to comprehensively evaluate the walkability of the old
            required for  walking. Many  researchers have  followed   city streets from two levels. Correlation analysis was used to
            his work, developing a vocabulary of walkability and a   identify factors that influence the walkability of the streets,
            systematic index system for assessing walkability (Ewing   and strategies were proposed to improve the walkability
            & Handy, 2009; Blečić et al., 2018). To meet the different   of the street for the purpose of heritage conservation and
            guidance requirements of measuring unmeasurable    revitalization.
            factors, different evaluation indices have been established
            (Maghelal & Capp, 2011).                           2. Research design
              However, most  of the methods can easily obtain   2.1. Research scope
            urban  physical  space  walking  environment  indicators
            (Frank  et al.,  2010;  Manaugh  &  El-Geneidy,  2011;  Hall   The old city of Beijing, which was the ancient capital of five
            &  Ram,  2019).  This index  evaluation  method not  only   dynasties, has undergone big transformation, and the city
            ignores complex physical indicators, such as microclimate   streets, which were initially used for walking, had become
            conditions, but also ignores pedestrians’ subjective   amenable to motor traffic and then changed back to
            perception. As a supplement, some scholars use subjective   walking. The Central Axis Heritage embodies the essence of
            perceptions and observations based on perception data to   Chinese civilization and the history and culture of Beijing.
            assess walkability (Cerin et al., 2007). However, it is time-  The street is an important space for dialog between people
            consuming and labor-intensive to carry out fieldworks,   and heritage. However, the current road traffic situation
            such as observing walking activity. New techniques and   in the Second Ring Road is becoming worse, rather than
            algorithms have  revealed the  possibility of automated   better, posing safety risks to the pedestrians and affecting
            quantitative measurement of walkability and overcome   the walkability and walking comfort of the street.
            previous limitations. For example, Wang  et al. (2021)   In a macro sense, Beijing Old City generally refers to
            used SVM algorithm, deep neural network algorithm, and   the central area within the Second Ring Road. However,
            random forest algorithm to carry out machine learning   from the perspective of the application of the Central Axis


            Volume 5 Issue 3 (2023)                         2                        https://doi.org/10.36922/jcau.1033
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