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Cites:

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Information Journal Paper

Title

Prediction Model of Citizens' Satisfaction in Urban Parks using Artificial Neural Network

Pages

  239-250

Abstract

 Parks and green spaces are of the most important elements of cities. The design and function of Urban parks should be in line with the requirements of urban life and in response to the needs of citizens, as this can be used to create a healthy urban environment. The purpose of this research was to model the Satisfaction of Urban parks visitors using the Artificial neural network. In this study, a multi-layer perceptron network was used to process the data with the intelligent neural network tool. First, 103 Urban parks were selected in Karaj and Tehran, and information about regional, service and aesthetic variables was collected in all parks. Then, the collected data was considered as network input and the results of Satisfaction level assessment as network output. The value of determination coefficient (R2) in this study was 0. 72 which indicates the suitability of Artificial neural network for Satisfaction modeling in Urban parks. The results of Sensitivity analysis showed that variables of landscape quality, number of sports fields, food centers, and barbeque had the highest impact on Satisfaction of Urban parks. Therefore, in planning and managing public places such as urban green spaces, consideration of users' perceptions of the environment should be highlighted.

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  • Cite

    APA: Copy

    Khaleghpanah, Reihaneh, JAHANI, ALI, KHORASANI, NEMATOLLAH, & Goshtasb, Hamid. (2019). Prediction Model of Citizens' Satisfaction in Urban Parks using Artificial Neural Network. JOURNAL OF NATURAL ENVIRONMENT (IRANIAN JOURNAL OF NATURAL RESOURCES), 72(2 ), 239-250. SID. https://sid.ir/paper/377101/en

    Vancouver: Copy

    Khaleghpanah Reihaneh, JAHANI ALI, KHORASANI NEMATOLLAH, Goshtasb Hamid. Prediction Model of Citizens' Satisfaction in Urban Parks using Artificial Neural Network. JOURNAL OF NATURAL ENVIRONMENT (IRANIAN JOURNAL OF NATURAL RESOURCES)[Internet]. 2019;72(2 ):239-250. Available from: https://sid.ir/paper/377101/en

    IEEE: Copy

    Reihaneh Khaleghpanah, ALI JAHANI, NEMATOLLAH KHORASANI, and Hamid Goshtasb, “Prediction Model of Citizens' Satisfaction in Urban Parks using Artificial Neural Network,” JOURNAL OF NATURAL ENVIRONMENT (IRANIAN JOURNAL OF NATURAL RESOURCES), vol. 72, no. 2 , pp. 239–250, 2019, [Online]. Available: https://sid.ir/paper/377101/en

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