کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
5779192 1634291 2017 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Design and development of a generic spatial decision support system, based on artificial intelligence and multicriteria decision analysis
ترجمه فارسی عنوان
طراحی و توسعه یک سیستم پشتیبانی عمومی تصمیم گیری عمومی براساس هوش مصنوعی و تجزیه و تحلیل تصمیم گیری چند متغیری
کلمات کلیدی
گزینش سایت، ارزیابی تأثیر سایت، نقشه های خودمراقبتی، شبکه عصبی رگرسیون عمومی، ماتریس ارزیابی سریع، روند سلسله مراتب تحلیلی،
موضوعات مرتبط
مهندسی و علوم پایه علوم زمین و سیارات علم هواشناسی
چکیده انگلیسی
A new integrated and generic Spatial Decision Support System (SDSS) is presented based on a combination of Artificial Intelligence and Multicriteria Decision Analysis techniques. The approach proposed is developed to address commonly faced spatial decision problems of site selection, site ranking, impact assessment and spatial knowledge discovery under one system. The site selection module utilises a theme-based Analytical Hierarchy Process. Two novel site ranking techniques are introduced. The first is based on a systematic neighbourhood comparison of sites with respect to key datasets (criterions). The second utilises multivariate ordering capability of one-dimensional Self-Organizing Maps. The site impact assessment module utilises a new spatially enabled Rapid Impact Assessment Matrix. A spatial variant of General Regression Neural Networks is developed for Geographically Weighted Regression (GWR) and prediction analysis. The developed system is proposed as a useful modern tool that facilitates quantitative and evidence based decision making in multicriteria decision environment. The intended users of the system are decision makers in government organisations, in particular those involved in planning and development when taking into account socio-economic, environmental and public health related issues.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: GeoResJ - Volume 14, December 2017, Pages 47-58
نویسندگان
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