[1]
|
Brassel K E,Weibel R.A Review and Conceptual Framework of Automated Map Generalization[J].International Journal of Geographical Information Systems,1988,2(3):229-244 |
[2]
|
Li Z L.Digital Map Generalization at the Age of Enlightenment:A Review of the First Forty Years[J].The Cartographic Journal,2007,44(1):80-93 |
[3]
|
Cebrykow P.Cartographic Generalization Yesterday and Today[J].Polish Cartographical Review,2017,49(1):5-15 |
[4]
|
Lecordix F,Plazanet C,Lagrange J P.A Platform for Research in Generalization:Application to Caricature[J].GeoInformatica,1997,1(2):161-182 |
[5]
|
Li J H,Wu F,Gong X Y,et al.Depth Contour Smoothing Based on the Fitting of Multi-Segment Bezier Curves[J].Marine Geodesy,2018,41(4):382-404 |
[6]
|
Du J W,Wu F,Xing R X,et al.An Automated Approach to Coastline Simplification for Maritime Structures with Collapse Operation[J].Marine Geodesy,2021,44(3):157-195 |
[7]
|
Hinton G E,Salakhutdinov R R.Reducing the Dimensionality of Data with Neural Networks[J].Science,2006,313(5786):504-507 |
[8]
|
Touya G,Zhang X,Lokhat I.Is Deep Learning the New Agent for Map Generalization?[J].International Journal of Cartography,2019,5(2/3):142-157 |
[9]
|
Mehryar M,Afshin R,Ameet T.Foundations of Machine Learning[M].Massachusetts:MIT Press,2018 |
[10]
|
García-Balboa J L,Ariza-López F J.Generalization-Oriented Road Line Classification by Means of an Artificial Neural Network[J].GeoInformatica,2008,12(3):289-312 |
[11]
|
Plazanet C,Bigolin N M,Ruas A.Experiments with Learning Techniques for Spatial Model Enrichment and Line Generalization[J].GeoInformatica,1998,2(4):315-333 |
[12]
|
He Y K,Ai T H,Yu W H,et al.A Linear Tessellation Model to Identify Spatial Pattern in Urban Street Networks[J].International Journal of Geographical Information Science,2017,31(8):1541-1561 |
[13]
|
He X J,Zhang X C,Xin Q C.Recognition of Building Group Patterns in Topographic Maps Based on Graph Partitioning and Random Forest[J].ISPRS Journal of Photogrammetry and Remote Sensing,2018,136:26-40 |
[14]
|
Steiniger S,Lange T,Burghardt D,et al.An Approach for the Classification of Urban Building Structures Based on Discriminant Analysis Techniques[J].Transactions in GIS,2008,12(1):31-59 |
[15]
|
Sester M.Knowledge Acquisition for the Automatic Interpretation of Spatial Data[J].International Journal of Geographical Information Science,2000,14(1):1-24 |
[16]
|
Karsznia I,Weibel R.Improving Settlement Selection for Small-Scale Maps Using Data Enrichment and Machine Learning[J].Cartography and Geographic Information Science,2018,45(2):111-127 |
[17]
|
Lee J,Jang H,Yang J,et al.Machine Learning Classification of Buildings for Map Generalization[J].ISPRS International Journal of Geo-Information,2017,6(10):309 |
[18]
|
Jiang B,Harrie L.Selection of Streets from a Network Using Self-Organizing Maps[J].Transactions in GIS,2004,8(3):335-350 |
[19]
|
Zhou Q,Li Z L.Use of Artificial Neural Networks for Selective Omission in Updating Road Networks[J].The Cartographic Journal,2014,51(1):38-51 |
[20]
|
Zhou Q,Li Z L.A Comparative Study of Various Supervised Learning Approaches to Selective Omission in a Road Network[J].The Cartographic Journal,2017,54(3):254-264 |
[21]
|
Jiang B,Nakos B.Line Simplification Using Self-Organizing Maps[C]//ISPRS Workshop on Spatial Analysis and Decision Making,Hong Kong,China,2003 |
[22]
|
Cheng B Y,Liu Q,Li X W,et al.Building Simplification Using Backpropagation Neural Networks:A Combination of Cartographers'Expertise and Raster-Based Local Perception[J].GIScience&Remote Sensing,2013,50(5):527-542 |
[23]
|
Allouche M K,Moulin B.Amalgamation in Cartographic Generalization Using Kohonen's Feature Nets[J].International Journal of Geographical Information Science,2005,19(8/9):899-914 |
[24]
|
Zhang L Q,Deng H,Chen D,et al.A Spatial Cognition-Based Urban Building Clustering Approach and Its Applications[J].International Journal of Geographical Information Science,2013,27(4):721-740 |
[25]
|
Sester M.Optimization Approaches for Generalization and Data Abstraction[J].International Journal of Geographical Information Science,2005,19(8/9):871-897 |
[26]
|
Yan X F,Chen H,Huang H R,et al.Building Typification in Map Generalization Using Affinity Propagation Clustering[J].ISPRS International Journal of Geo-Information,2021,10(11):732 |
[27]
|
Ware J M,Jones C B.Conflict Reduction in Map Generalization Using Iterative Improvement[J].GeoInformatica,1998,2(4):383-407 |
[28]
|
Wilson I D,Ware J A.Reducing Graphic Conflict in Scale Reduced Maps Using a Genetic Algorithm[C]//The 7th ICA Workshop on Progress in Automated Map Generalization,Paris,France,2003 |
[29]
|
Yang M,Yuan T,Yan X F,et al.A Hybrid Approach to Building Simplification with an Evaluator from a Backpropagation Neural Network[J].International Journal of Geographical Information Science,2022,36(2):280-309 |
[30]
|
Park W,Yu K.Hybrid Line Simplification for Cartographic Generalization[J].Pattern Recognition Letters,2011,32(9):1267-1273 |
[31]
|
Lamy S,Ruas A,Demazeau Y,et al.The Application of Agents in Automated Map Generalization[C]//The 19th International Cartographic Conference,Ottwa,Canada,1999 |
[32]
|
Duchêne C,Cambier C.Cartographic Generalisation Using Cooperative Agents[C]//Proceedings of the Second International Joint Conference on Autonomous Agents and Multiagent Systems,Melbourne,Australia,2003 |
[33]
|
Touya G,Duchêne C,Ruas A.Collaborative Generalisation:Formalisation of Generalisation Knowledge to Orchestrate Different Cartographic Generalisation Processes[M]//Fabrikant S.I.,Reichenbacher T.,van Kreveld M.,Schlieder C.(eds) Geographic Information Science.Berlin,Heidelberg:Springer,2010:264-278 |
[34]
|
Mustiere S.Cartographic Generalization of Roads in a Local and Adaptive Approach:A Knowledge Acquistion Problem[J].International Journal of Geographical Information Science,2005,19(8/9):937-955 |
[35]
|
Cetinkaya S,Basaraner M.Characterisation of Building Alignments with New Measures Using C4.5 Decision Tree Algorithm[J].Geodetski Vestnik,2014,58(3):552-567 |
[36]
|
García-Balboa J L,Reinoso-Gordo J F,Ariza-López F J.Automated Assessment of Road Generalization Results by Means of an Artificial Neural Network[J].GIScience&Remote Sensing,2012,49(4):558-596 |
[37]
|
Harrie L,Stigmar H,Djordjevic M.Analytical Estimation of Map Readability[J].ISPRS International Journal of GeoInformation,2015,4(2):418-446 |
[38]
|
Rawat W,Wang Z H.Deep Convolutional Neural Networks for Image Classification:A Comprehensive Review[J].Neural Computation,2017,29(9):2352-2449 |
[39]
|
Zhang S,Tong H H,Xu J J,et al.Graph Convolutional Networks:A Comprehensive Review[J].Computational Social Networks,2019,6(1):1-23 |
[40]
|
Schmidt R M.Recurrent Neural Networks (RNNs):A Gentle Introduction and Overview[EB/OL].[2019-11-23].https://arxiv.org/abs/1912.05911 |
[41]
|
Touya G,Lokhat I.Deep Learning for Enrichment of Vector Spatial Databases:Application to Highway Interchange[J].ACM Transactions on Spatial Algorithms and Systems,2020,6(3):21 |
[42]
|
Yan X F,Ai T H,Yang M,et al.Graph Convolutional Autoencoder Model for the Shape Coding and Cognition of Buildings in Maps[J].International Journal of Geographical Information Science,2021,35(3):490-512 |
[43]
|
Yan X F,Ai T H,Yang M,et al.A Graph Convolutional Neural Network for Classification of Building Patterns Using Spatial Vector Data[J].ISPRS Journal of Photogrammetry and Remote Sensing,2019,150:259-273 |
[44]
|
Yan X F,Ai T H,Yang M,et al.A Graph Deep Learning Approach for Urban Building Grouping[J].Geocarto International,2020:1-24 |
[45]
|
Feng Y,Thiemann F,Sester M.Learning Cartographic Building Generalization with Deep Convolutional Neural Networks[J].ISPRS International Journal of Geo-Information,2019,8(6):258 |
[46]
|
Courtial A,El Ayedi A,Touya G,et al.Exploring the Potential of Deep Learning Segmentation for Mountain Roads Generalisation[J].ISPRS International Journal of Geo-Information,2020,9(5):338 |
[47]
|
Du J W,Wu F,Xing R X,et al.Segmentation and Sampling Method for Complex Polyline Generalization Based on a Generative Adversarial Network[J].Geocarto International,2021:1-23 |
[48]
|
Zheng J,Gao Z R,Ma J S,et al.Deep Graph Convolutional Networks for Accurate Automatic Road Network Selection[J].ISPRS International Journal of Geo-Information,2021,10(11):768 |
[49]
|
Su B,Li Z L.An Algebraic Basis for Digital Generalization of Area-Patches Based on Morphological Techniques[J].The Cartographic Journal,1995,32(2):148-153 |
[50]
|
Shen Y L,Ai T H,Li W D,et al.A Polygon Aggregation Method with Global Feature Preservation Using Superpixel Segmentation[J].Computers,Environment and Urban Systems,2019,75:117-131 |
[51]
|
Isola P,Zhu J Y,Zhou T H,et al.Image-to-Image Translation with Conditional Adversarial Networks[C]//2017 IEEE Conference on Computer Vision and Pattern Recognition,Honolulu,USA,2017 |
[52]
|
Kang Y H,Gao S,Roth R E.Transferring Multiscale Map Styles Using Generative Adversarial Networks[J].International Journal of Cartography,2019,5(2/3):115-141 |
[53]
|
Ganguli S,Garzon P,Glaser N.GeoGAN:A Conditional GAN with Reconstruction and Style Loss to Generate Standard Layer of Maps from Satellite Images[EB/OL].[2019-4-25].https://arxiv.org/abs/1902.05611 |
[54]
|
Shen Y L,Ai T H,Chen H,et al.Multilevel Mapping from Remote Sensing Images:A Case Study of Urban Buildings[J].IEEE Transactions on Geoscience and Remote Sensing,2022,60:1-16 |
[55]
|
Christoph M.Interpretable Machine Learning:A Guide for Making Black Box Models Explainable[M].Raleigh:Lulu,2021 |
[56]
|
Gahegan M.Fourth Paradigm GIScience?Prospects for Automated Discovery and Explanation from Data[J].International Journal of Geographical Information Science,2020,34(1):1-21 |
[57]
|
Guo X,Qian H Z,Wu F,et al.A Method for Constructing Geographical Knowledge Graph from Multisource Data[J].Sustainability,2021,13(19):10602 |
[58]
|
Anderson B.Computational Neuroscience and Cognitive Modelling[M].California:SAGE Publications Inc,2014 |