fuzzy best-worst method
در نشریات گروه جغرافیا-
با توجه به اینکه حمل ونقل مواد خطرناک با خطر بسیار شدید آسیب های انسانی، طبیعی و زیست محیطی همراه است، افزون بر توجه به جنبه های اقتصادی در مسیریابی مواد خطرناک باید تاکید بیشتری بر کاهش مخاطرات جمعیتی و زیست محیطی صورت گیرد. در این پژوهش مدلی چندهدفه برای مسیله مسیریابی وسایل نقلیه برای توزیع سوخت بنزین به جایگاه های سوخت استان بوشهر در شرایط فازی طراحی و بر رعایت ملاحظات ایمنی تاکید شد. بنابراین هدف یافتن کوتاه ترین مسیر با رعایت ملاحظات ایمنی و زیست محیطی است. برای محاسبه ریسک مسیر و مقدار آلودگی انتشاریافته از وسایل نقلیه حمل بنزین، از منطق فازی و بررسی مسیرهای موجود در نرم افزار GIS و محیط طبیعی و همچنین جمع آوری نظر خبرگان در قالب پرسشنامه استفاده شد. برای وزن دهی به انواع ریسک و توابع هدف روش تصمیم گیری چندمعیاره بهترین- بدترین فازی به کار گرفته شد و برای حل مدل پیشنهادی از الگوریتم تکاملی مبتنی بر شدت پارتو بهبودیافته استفاده شد. در نهایت با حل مدل و اعمال وزن به توابع هدف براساس نظر متخصصان، مسیر بهینه مشخص و معرفی شد. براساس نتایج این پژوهش، سه جواب بهینه روی مرز پارتو با توجه به سه هدف زمان سفر مسیر، ریسک مسیر و همچنین مقدار آلودگی زیست محیطی ناشی از توزیع سوخت برای مسیر به دست آمده مشخص شد. همچنین با توجه به محاسبه وزن های بهینه برای هر تابع هدف و محاسبه میانگین وزنی برای جواب های بهینه پارتو و نیز بررسی میدانی مسیر پیشنهادی از نظر وجود نقاط حادثه خیز و ریسک مسیر، جواب بهینه پارتو نخست، مسیر بهینه انتخاب شد.
کلید واژگان: الگوریتم تکاملی، تصمیم گیری چندمعیاره، حمل و نقل مواد خطرناک، روش بهترین- بدترین فازی، مسیریابی وسایل نقلیهConsidering that the transportation of hazardous materials is associated with a very high risk of human, natural and environmental damage, in addition to paying attention to the economic aspects of the routing of hazardous materials, more emphasis should be placed on reducing population and environmental risks. In this research, a multi-objective model was designed for the problem of vehicle routing to distribute gasoline to fuel stations in Bushehr province in fuzzy conditions, and safety considerations were emphasized. Therefore, the goal is to find the shortest route while respecting safety and environmental considerations.
MethodsFuzzy logic was used to calculate the risk of the route and the amount of pollution emitted by gasoline vehicles, and to examine the routes in the GIS software and the natural environment, as well as to collect experts' opinions in the form of a questionnaire. To weight the types of risks and objective functions, the best-worst fuzzy multi-criteria decision-making method was used, and to solve the proposed model, the evolutionary algorithm based on improved Pareto intensity was used.
ResultsBecause in many routing models, the assumption of uncertainty of some parameters seems to be an inevitable assumption. The problems of positioning and routing and the optimal allocation of vehicles are one of the important decisions of organizations because with optimal routing and positioning, optimal allocation of vehicles and then determining the optimal number of cars can reduce an important percentage of related costs. The results of this research show that three optimal solutions on the Pareto frontier have been determined according to the three goals of route travel time, route risk, and the amount of environmental pollution caused by fuel distribution for the route. Also, according to the calculation of the optimal weights for each objective function and the calculation of the weighted average for the Pareto optimal solutions, as well as the field investigation of the proposed route in terms of the presence of accident-prone points and the risk of the route, the Pareto optimal solution was first selected as the optimal route.
ConclusionsFinally, by solving the model and applying weights to the objective functions based on the experts' opinions, the optimal route was identified and introduced. In this research, an attempt has been made to examine innovation from three aspects: theoretical, technical and practical gaps, which can be mentioned as the strengths of the current research compared to other research. From a theoretical point of view, it has been tried to carry out a relatively comprehensive study of factors affecting the routing of the distribution of hazardous materials (such as gasoline) to determine the optimal route. Also, from the technical point of view, the current research is innovative by focusing on combining fuzzy logic with a multi-objective SPEA2 algorithm. Finally, it has been tried to reduce the practical vacuum of previous research in this field by developing optimal routes.
Keywords: Vehicle routing, Evolutionary algorithm, Multi-Criteria Decision Making, Fuzzy best-worst method, transportation of hazardous materials -
Purpose- Landslides are major hazards to human activities, which often wreak havoc on economic resources, damaging properties and facilities in rural areas. The present study, considering that a prerequisite of any development and planning is the recognition of the geographical features in an area, investigated the risk of landslide due to the expansion of agricultural land uses in rural areas.Design/Methodology/Approach- This is applied research that sought to examine the research background and select the most appropriate methods. Accordingly, it adopted a mixture of quantitative methods (fuzzy Delphi and fuzzy best-worst method), GIS, and remote sensing techniques to achieve the research goal.Findings- According to the research findings, with increasing height, slope, and vicinity to the fault lines, the risk of landslides rises in the study areas. These areas are mostly located in the highlands and the eastern and western regions, where rural areas are chiefly distributed. However, the majority of rural areas are distributed in the middle areas, which have better access to water resources and are in more favorable conditions due to topographic factors. Meanwhile, agricultural lands, due to the use of river water resources, have been distributed in the middle areas, which are classified as low-risk areas in terms of landslides. In contrast, due to the limited flatlands in highlands, agricultural gardens have developed in highlands with a moderate slope, which subsequently poses the risk of landslide. Therefore, the regular monitoring of land use development to increase the safety factor in new housing construction and agricultural lands is one of the planning requirements for land use development in mountainous rural areas.
Keywords: Environmental hazards, Landslide, fuzzy best-worst method, Tarom County
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