Data chain management for planning in city logistics
type: Item
instance of: scholarly article
title: Data chain management for planning in city logistics
zbMATH Open document ID: 1177.90036
DOI: 10.1504/IJDMMM.2009.029030
author: Jan Fabian Ehmke
author: Stephan Meisel
author: Stefan Engelmann
author: Dirk Christian Mattfeld
published in: International Journal of Data Mining, Modelling and Management (IJDMMM)
publication date: 2009-12-22T00:00:00Z
review text: Summary: This contribution is about data chain management enabling route planning in city logistics. The transformation of raw data into reliable decisions requires effective data chain management. The data chain closes the gap between empirical collection of raw traffic data and decision-making in terms of route planning. We define the data chain for the support of route planning in city logistics. The data chain transforms raw empirical traffic data into planning data by first and second level aggregation. The single elements of the data chain are investigated in detail. We discuss basic issues of telematics-based data collection, data cleaning and data integration. The key element of the data chain is the aggregation by cluster analysis. Aggregated data is evaluated by explorative data analysis. Finally, the efficient application of aggregated data for route planning is illustrated.
Mathematics Subject Classification ID: 90B06
Mathematics Subject Classification ID: 90B10
Mathematics Subject Classification ID: 62P30
zbMATH DE Number: 5651388
zbMATH Keywords: data chain management
zbMATH Keywords: data mining
zbMATH Keywords: city logistics
zbMATH Keywords: cluster analysis
zbMATH Keywords: route planning
zbMATH Keywords: floating car data
zbMATH Keywords: FCD
zbMATH Keywords: efficient decision making
zbMATH Keywords: time-dependent
zbMATH Keywords: telematics
zbMATH Keywords: information systems
zbMATH Keywords: traffic data
zbMATH Keywords: data collection
zbMATH Keywords: data cleaning
zbMATH Keywords: data integration
MaRDI profile type: Publication
full work available at URL: ijdmmm.2009.029030
OpenAlex ID: W2033612344
description: scientific article; zbMATH DE number 5651388