scholarly journals Extraction of Naturalistic Driving Patterns with Geographic Information Systems

Author(s):  
José Balsa-Barreiro ◽  
Pedro M. Valero-Mora ◽  
Mónica Menéndez ◽  
Rashid Mehmood

Abstract A better understanding of Driving Patterns and their relationship with geographical driving areas could bring great benefits for smart cities, including the identification of good driving practices for saving fuel and reducing carbon emissions and accidents. The process of extracting driving patterns can be challenging due to issues such as the collection of valid data, clustering of population groups, and definition of similar behaviors. Naturalistic Driving methods provide a solution by allowing the collection of exhaustive datasets in quantitative and qualitative terms. However, exploiting and analyzing these datasets is complex and resource-intensive. Moreover, most of the previous studies, have constrained the great potential of naturalistic driving datasets to very specific situations, events, and/or road sections. In this paper, we propose a novel methodology for extracting driving patterns from naturalistic driving data, even from small population samples. We use Geographic Information Systems (GIS), so we can evaluate drivers’ behavior and reactions to certain events or road sections, and compare across situations using different spatial scales. To that end, we analyze some kinematic parameters such as speeds, acceleration, braking, and other forces that define a driving attitude. Our method favors an adequate mapping of complete datasets enabling us to achieve a comprehensive perspective of driving performance.

2019 ◽  
Vol 8 (5) ◽  
pp. 226 ◽  
Author(s):  
José Balsa-Barreiro ◽  
Pedro M. Valero-Mora ◽  
José L. Berné-Valero ◽  
Fco-Alberto Varela-García

Naturalistic driving can generate huge datasets with great potential for research. However, to analyze the collected data in naturalistic driving trials is quite complex and difficult, especially if we consider that these studies are commonly conducted by research groups with somewhat limited resources. It is quite common that these studies implement strategies for thinning and/or reducing the data volumes that have been initially collected. Thus, and unfortunately, the great potential of these datasets is significantly constrained to specific situations, events, and contexts. For this, to implement appropriate strategies for the visualization of these data is becoming increasingly necessary, at any scale. Mapping naturalistic driving data with Geographic Information Systems (GIS) allows for a deeper understanding of our driving behavior, achieving a smarter and broader perspective of the whole datasets. GIS mapping allows for many of the existing drawbacks of the traditional methodologies for the analysis of naturalistic driving data to be overcome. In this article, we analyze which are the main assets related to GIS mapping of such data. These assets are dominated by the powerful interface graphics and the great operational capacity of GIS software.


Author(s):  
Fatemah Mohmmad Fayez

GIS occupies a prominent place in the geographical arena. Has helped technical development in the field of cartography, one of those is to organize in the representation of natural and human geographical phenomena and to clarify the spatial relationships between those phenomena in a template A beautiful artistic and technical concept and style that is easy to understand. In some sources, this type of map is called statistical maps Due to the nature of the data and the quantitative methods that cartography depends on in its production. This study deals with the statistical data of the population in Khamis Mushait, and it was represented in some considerations on four maps This study was followed in its presentation and analysis of the four approaches (critical, analytical, experimental and applied). The study presented the definition of quantitative maps, their importance, the foundations of their classification, their types, the foundations of their construction and the methods of representation Al Cartography that you use, as the study dealt with quantitative maps in geographic information systems, and reviewed the most important The programs available for producing electronic maps are the most suitable and widely used types of representation symbols for representing geographical data Phenomena in every map. The study presented the applied steps used in producing quantitative maps in geographic information systems on population maps in Khamis Mushait governorate. The study also dealt with an inventory of the contents of the maps, their evaluation, analysis and classification in descending order according to the statistical data made available to the researcher. The problem of the study emerged in the lack of awareness of the vital role of geographic information systems and their various programs in producing maps Quantitative, and some reluctance to use and activate methods of location analysis on GIS maps and its various sources in the representation of phenomena on quantitative maps. The study found the importance of quantitative maps in geographic information systems and their high capabilities in producing and dealing with maps, the variation in their fields of display and the ease of application despite the lack of a number of graphical tools that can be applied in traditional methods and the need to link them, the limited use of GIS programs despite their cognitive importance and role. In building awareness of the place and the possibility of expanding its use, in addition to the need for the user and recipient of the map to have high skill and cognitive awareness sufficient to read and correctly interpret the components of the treasure and simulate reality. The study concluded with the results and recommendations.


Author(s):  
H. Randy Gimblett

To acquire a more thorough understanding of the complexity of natural systems, researchers have sought the assistance of advanced computer-based technologies in the development of integrated modeling and simulation systems. Computer simulations have been utilized in a variety of natural resource management applications from modeling animal populations, to forest fires, to hydrologic systems. Computer models may be developed to understand more about how a real system works, as when scientists develop models of ecological processes. Such models may facilitate predictions of a real system’s behavior under a variety of conditions, or a greater understanding of the structure of a real system. There are numerous advantages to developing and experimenting with models of real-system phenomena. Experimenting with the real system itself may be too costly and time consuming, or even impossible. Simulations are completely repeatable and nondestructive. The data produced by simulations is often easier to interpret than data from a real system. Geographic information systems (GIS) technology has led these developments providing powerful databases for storing and retrieving spatially referenced data. Spatial information is stored in many different themes representing quantitative, qualitative, or logical information. These data can have different resolutions that range from detailed local information to small-scale satellite imagery. GIS operators provide the means for manipulating and analyzing layers of spatial information and for generating new layers. Since it allows distributed parametrization, a GIS is useful for ecological models that need to explicitly incorporate the spatial structure and the variability of system behavior. A raster-based GIS represents spatial information as a grid of cells, and each cell corresponds to a uniform parcel of the landscape. Cells are spatially located by row and column and the cell size depends on the resolution required. GIS provides an excellent means of capturing real-world data in multiple layers (three dimensional) and resolutions (spatial scales) over time. Due to the complexity of ecosystem dynamics, interest has increased in using GIS for simulation of spatial dynamic processes.


Vojno delo ◽  
2021 ◽  
Vol 73 (1) ◽  
pp. 44-57
Author(s):  
Dejan Đorđević ◽  
Dragoljub Sekulović

The Serbian Armed Forces support represents a part of the military activity aimed at creating conditions for the execution of missions and tasks. For successful support, it is necessary to establish the cooperation with relevant institutions of the Republic of Serbia. The conceptual definition of the geo-topographic support has been researched in the context of previous and current regulations, which have shown that the achievements of information and communications technology have influenced not only the development of the geographic information systems, but also directly the definition of this concept. The importance of the geographic information systems in the collection, processing, analysis and use of geospatial data has also determined the contents of the geo-topographic support. The continuous development of the geographic information systems in the direction of establishing a service-oriented approach to the distribution and use of geospatial data, will directly affect the future improvement of the content of the geo-topographic support. Such a process is accompanied by the establishment of the geo-topographic support principle, which should enable the construction and maintenance of a stable structure, in order to successfully carry out the assigned missions and tasks of the Serbian Armed Forces.


Author(s):  
Andrew Turk

This chapter explores the concepts of boundary (“limit of country”) held by indigenous Australians and how they might be represented in computer-based information systems, especially geographic information systems (GIS) and digital cadastre databases. The impact of these representational issues on native title processes and determinations will also be discussed. The analysis provides a partial understanding of the nature of tribal boundaries, especially variations which occur in the physical definition of boundaries and their (intentional and unintentional) indeterminacy. The chapter goes on to draw some conclusions regarding the representation of indigenous boundaries in the property cadastres of Australian States and Territories. If such “official” boundaries are to do justice to indigenous law and culture, they must reasonably reflect the ontology and epistemology of the concepts of boundary held by indigenous Australians. Hence, there is a significant interaction between constraints imposed by particular information technology (IT) practices and indigenous concepts of place.


2019 ◽  
Vol 28 (06) ◽  
pp. 1960003
Author(s):  
Andrei Ionita ◽  
André Pomp ◽  
Michael Cochez ◽  
Tobias Meisen ◽  
Stefan Decker

Smart cities around the world have begun monitoring parking areas in order to estimate available parking spots and help drivers looking for parking. The current results are promising, indeed. However, existing approaches are limited by the high cost of sensors that need to be installed throughout the city in order to achieve an accurate estimation. This work investigates the extension of estimating parking information from areas equipped with sensors to areas where they are missing. To this end, the similarity between city neighborhoods is determined based on background data, i.e., from geographic information systems. Using the derived similarity values, we analyze the adaptation of occupancy rates from monitored- to unmonitored parking areas.


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