A Method for Matching Crowd-sourced and Authoritative Geospatial Data

被引:19
作者
Du, Heshan [1 ]
Alechina, Natasha [1 ]
Jackson, Michael [1 ]
Hart, Glen [1 ]
机构
[1] Univ Nottingham, Nottingham, England
关键词
SPATIAL DATA SETS; ROAD NETWORKS; QUALITY ASSESSMENT; MAP CONFLATION; OPENSTREETMAP; OPTIMIZATION; VGI;
D O I
10.1111/tgis.12210
中图分类号
P9 [自然地理学]; K9 [地理];
学科分类号
0705 ; 070501 ;
摘要
A method for matching crowd-sourced and authoritative geospatial data is presented. A level of tolerance is defined as an input parameter as some difference in the geometry representation of a spatial object is to be expected. The method generates matches between spatial objects using location information and lexical information, such as names and types, and verifies consistency of matches using reasoning in qualitative spatial and description logic. We test the method by matching geospatial data from OpenStreetMap and the national mapping agencies of Great Britain and France. We also analyze how the level of tolerance affects the precision and recall of matching results for the same geographic area using 12 different levels of tolerance within a range of 1 to 80 m. The generated matches show potential in helping enrich and update geospatial data.
引用
收藏
页码:406 / 427
页数:22
相关论文
共 33 条
  • [1] Anand S, 2010, P ASS GEOGR INF GEOC
  • [2] [Anonymous], 191072003 ISO TECHN
  • [3] [Anonymous], PUBLIC HLTH LAW POLI
  • [4] Comber A, 2014, P 17 AGILE INT C GEO
  • [5] Du H, 2011, P 21 INT CART C PAR
  • [6] Du H., 2015, THESIS
  • [7] Du HS, 2015, AAAI CONF ARTIF INTE, P3948
  • [8] A Logic of Part and Whole for Buffered Geometries
    Du, Heshan
    Alechina, Natasha
    [J]. STAIRS 2014, 2014, 264 : 91 - 100
  • [9] A Logic of Part and Whole for Buffered Geometries
    Du, Heshan
    Alechina, Natasha
    [J]. 21ST EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE (ECAI 2014), 2014, 263 : 997 - 998
  • [10] Matching Formal and Informal Geospatial Ontologies
    Du, Heshan
    Alechina, Natasha
    Jackson, Mike
    Hart, Glen
    [J]. GEOGRAPHIC INFORMATION SCIENCE AT THE HEART OF EUROPE, 2013, : 155 - 171