A Moving Objects Database Infrastructure for Hurricane Research: Data Integration and Complex Object Management
نویسندگان
چکیده
Current web-based weather event and satellite data portals provide large amounts of data over a historical timeline. However, users of these portals often get access to data only through limited, pre-defined queries based on a strict set of criteria and event trajectories. Desirable capabilities, such as spatial-temporal analysis, efficient satellite data retrieval, and ad-hoc queries on trajectory data, are not available in these information systems and data archives. In this paper, we describe our current work on and progress in the development of a sophisticated moving objects database infrastructure designed primarily to allow ad-hoc querying of dynamic atmospheric events (e.g., hurricanes and storm systems) and the efficient retrieval of satellite (e.g, QuikSCAT, TRMM) measurements. In particular, we describe our progress in the integration of tropical cyclone event data and satellite measurements from different sources into a single moving objects database system for scientific users to perform ad-hoc queries and sophisticated spatiotemporal analysis. Moreover, we describe how a user can remotely connect her personal analysis software to the database system to perform flexible querying on tropical cyclone best track data and retrieve the associated satellite measurements. Finally, we show how complex objects like hurricane trajectories and massive satellite sensor trajectories with measurements can be effectively stored and handled in a database context using our novel iBLOB (Intelligent Binary Large Objects) concept and data structure.
منابع مشابه
Extending the Qualitative Trajectory Calculus Based on the Concept of Accessibility of Moving Objects in the Paths
Qualitative spatial representation and reasoning are among the important capabilities in intelligent geospatial information system development. Although a large contribution to the study of moving objects has been attributed to the quantitative use and analysis of data, such calculations are ineffective when there is little inaccurate data on position and geometry or when explicitly explaining ...
متن کاملResearch on Moving Objects with Multimodal Transportation Modes
In spite of massive research having been conducted on moving objects databases, existing methods can not manage moving objects with transportation modes and covering multiple environments, e.g., Walk → Car → Indoor. The current techniques target a single environment, for example road network. But humans’ movement can include several environments like roads, pavement areas, buildings, which impo...
متن کاملMoving Objects Tracking Using Statistical Models
Object detection plays an important role in successfulness of a wide range of applications that involve images as input data. In this paper we have presented a new approach for background modeling by nonconsecutive frames differencing. Direction and velocity of moving objects have been extracted in order to get an appropriate sequence of frames to perform frame subtraction. Stationary parts of ...
متن کاملMoving Objects Tracking Using Statistical Models
Object detection plays an important role in successfulness of a wide range of applications that involve images as input data. In this paper we have presented a new approach for background modeling by nonconsecutive frames differencing. Direction and velocity of moving objects have been extracted in order to get an appropriate sequence of frames to perform frame subtraction. Stationary parts of ...
متن کاملSpatial and Spatio-Temporal Data Models and Languages
DEFINITION A data model provides a formalism consisting of a notation for describing data of interest and of a set of operations for manipulating these data. It abstracts from reality and provides a generalized view of data representing a specific and bounded scope of the real world. In the context of databases, a data model describes the organization, that is, the structure, of a database. In ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2011