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On map-matching vehicle tracking data

by Sotiris Brakatsoulas, Dieter Pfoser, Randall Salas, Carola Wenk - In Proc. 31st VLDB Conference , 2005
"... Vehicle tracking data is an essential “raw ” material for a broad range of applications such as traffic management and control, routing, and navigation. An important issue with this data is its accuracy. The method of sampling vehicular movement using GPS is affected by two error sources and consequ ..."
Abstract - Cited by 109 (14 self) - Add to MetaCart
and consequently produces inaccurate trajectory data. To become useful, the data has to be related to the underlying road network by means of map matching algorithms. We present three such algorithms that consider especially the trajectory nature of the data rather than simply the current position

Map-matching for low-sampling-rate GPS trajectories

by Yin Lou, Xing Xie, Chengyang Zhang, Wei Wang, Yu Zheng, Yan Huang - In Proc. ACM SIGSPATIAL GIS , 2009
"... Map-matching is the process of aligning a sequence of observed user positions with the road network on a digital map. It is a fundamental pre-processing step for many applications, such as moving object management, traffic flow analysis, and driving directions. In practice there exists huge amount o ..."
Abstract - Cited by 54 (7 self) - Add to MetaCart
Map-matching is the process of aligning a sequence of observed user positions with the road network on a digital map. It is a fundamental pre-processing step for many applications, such as moving object management, traffic flow analysis, and driving directions. In practice there exists huge amount

Research on Map-matching method in Vehicle Guidance System

by Huang Pushihui, Xie Zhiying, Pan Jing
"... system plays an important role in improving urban traffic jam, increasing the efficiency of city traffic network and people’s lives. In this paper, the key research of map-matching method in vehicle guidance system is committed. Firstly the real time dynamic position accuracy of single point of GPS ..."
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system plays an important role in improving urban traffic jam, increasing the efficiency of city traffic network and people’s lives. In this paper, the key research of map-matching method in vehicle guidance system is committed. Firstly the real time dynamic position accuracy of single point of GPS

Geometric and error analysis for 3D map-matching [C

by Aire Olesk, Jinling Wang - IGNSS Symp 2009 , 2009
"... Three dimensional maps have recently made their way into mass production and are becoming a common feature in in-car navigation systems as well as in mobile phones. 3D and photorealistic navigation provides a variety of new applications through photorealistic and textured 3D city models and navigabl ..."
Abstract - Cited by 2 (0 self) - Add to MetaCart
data with digital road network data so that vehicles can have accurate positioning solutions across different environments, especially in urban canyons. Map matching characteristics are described through discussions on geometric limitations, and a variety of error sources and their propagation

Extended abstract Submission for GISRUK 2001 GPS positioning using map-matching algorithms, drive restriction information and road network connectivity

by George Taylor, Jamie Uff, Adil Al-hamadani
"... A novel method of map matching using the Global Positioning System (GPS) has been developed which uses digital mapping and height data to augment point position computation (Taylor, 1999). Map matching algorithms attempt to locate a given vehicle position on a map. In a moving vehicle, this position ..."
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A novel method of map matching using the Global Positioning System (GPS) has been developed which uses digital mapping and height data to augment point position computation (Taylor, 1999). Map matching algorithms attempt to locate a given vehicle position on a map. In a moving vehicle

Improving GPS Positioning for Motor-Vehicle through map matching

by Craig A. Scott - Proceedings of ION GPS-94, Salt Lake City, Utah, pp 1391 , 1994
"... of N.S.W. and upon graduation, accepted a position as a Senior Tutor with the School of Electrical Engineering at UTS He is currently a full-time postgraduate st dent at UTS completing his PhD on the incorporation of sec-ondary information sources into positioning systems. Absolute positioning syste ..."
Abstract - Cited by 17 (0 self) - Add to MetaCart
the measurement noise statistics to optimally translate the raw position measurements onto the road network. The theoratical performance of this es-timator is derived and compared with that achieved using GPS measurements. The effect that Selective Availabil-ity (SA) has on the map-aided estimator is analy ed

Large-Scale Joint Map Matching of GPS Traces

by Yang Li, Qixing Huang, Michael Kerber, Lin Zhang, Leonidas Guibas
"... We present a robust method for solving the map matching problem exploiting massive GPS trace data. Map matching is the problem of determining the path of a user on a map from a sequence of GPS positions of that user — what we call a trajectory. Commonly obtained from GPS devices, such trajectory dat ..."
Abstract - Cited by 2 (1 self) - Add to MetaCart
We present a robust method for solving the map matching problem exploiting massive GPS trace data. Map matching is the problem of determining the path of a user on a map from a sequence of GPS positions of that user — what we call a trajectory. Commonly obtained from GPS devices, such trajectory

Modular Neural Networks for Learning Context-Dependent Game Strategies

by Justin A. Boyan - Master’s thesis, Computer Speech and Language Processing , 1992
"... The method of temporal differences (TD) is a learning technique which specialises in predicting the likely outcome of a sequence over time. Examples of such sequences include speech frame vectors, whose outcome is a phoneme or word decision, and positions in a board game, whose outcome is a win/loss ..."
Abstract - Cited by 36 (3 self) - Add to MetaCart
/loss decision. Recent results by Tesauro in the domain of backgammon indicate that a neural network, trained by TD methods to evaluate positions generated by self-play, can reach an advanced level of backgammon skill. For my summer thesis project, I first implemented the TD/neural network learning algorithms

A Method of Map Matching For Personal Positioning Systems

by Kay Kitazawa, Yusuke Konishi, Ryosuke Shibasaki - In Proceedings of the Asian Conference on Remote Sensing ACRS , 2000
"... ABSTRACT: To track human’s movements with high accuracy in certain areas, where GPS system is not available, complimentary positioning methods are needed. Personal positioning system using a sensor of acceleration and a gyrocompass together with GPS is now being developed as one of promising methods ..."
Abstract - Cited by 3 (0 self) - Add to MetaCart
methods. Accumulation of positioning errors, however, cannot be avoided. One of the solutions to reduce or modify these errors is “Map matching ” technique, which modifies estimated user’s position assuming that users are always along road networks. In this paper, a method of Map Matching for Personal

On Map Matching of Wireless Positioning Data: A Selective . . .

by Matt Weber, Ling Liu, Michael J. Covington, Lama Nachman, Peter Pesti, et al. , 2010
"... Wireless Positioning Systems (WPS) are popular alternative localization methods, especially in dense urban areas where GPS has known limitations. Map-matching (MM) has been used as an approach to improve the accuracy of the estimated locations of WiFi Access Points (APs), and thus the accuracy of a ..."
Abstract - Cited by 2 (0 self) - Add to MetaCart
Wireless Positioning Systems (WPS) are popular alternative localization methods, especially in dense urban areas where GPS has known limitations. Map-matching (MM) has been used as an approach to improve the accuracy of the estimated locations of WiFi Access Points (APs), and thus the accuracy of a
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