메뉴 건너뛰기




Volumn 78, Issue 2, 2015, Pages 1021-1044

Automatic detection of sinkhole collapses at finer resolutions using a multi-component remote sensing approach

Author keywords

Hazard mapping; Image segmentation; Object based image analysis; Sinkholes

Indexed keywords

ACCURACY ASSESSMENT; BEDROCK; CARBONATE; COLLAPSE STRUCTURE; DETECTION METHOD; GEOLOGICAL HAZARD; GEOLOGICAL MAPPING; HAZARD ASSESSMENT; IMAGE ANALYSIS; MAXIMUM LIKELIHOOD ANALYSIS; REMOTE SENSING; SEGMENTATION; SINKHOLE;

EID: 84938983378     PISSN: 0921030X     EISSN: 15730840     Source Type: Journal    
DOI: 10.1007/s11069-015-1756-0     Document Type: Article
Times cited : (17)

References (60)
  • 1
    • 0028401306 scopus 로고
    • Case-based reasoning: foundational issues, methodological variations, and system approaches
    • Aamodt A, Plaza E (1994) Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Commun 7:39–59
    • (1994) AI Commun , vol.7 , pp. 39-59
    • Aamodt, A.1    Plaza, E.2
  • 2
    • 33744950644 scopus 로고    scopus 로고
    • Hybrid genetic algorithms and case-based reasoning systems for customer classification
    • Ahn H, Kim K, Han I (2006) Hybrid genetic algorithms and case-based reasoning systems for customer classification. Expert Syst 23:127–144
    • (2006) Expert Syst , vol.23 , pp. 127-144
    • Ahn, H.1    Kim, K.2    Han, I.3
  • 3
    • 80055024523 scopus 로고    scopus 로고
    • Segmentation optimization and stratified object-based analysis for semi-automated geomorphological mapping
    • Anders NS, Seijmonsbergen AC, Bouten W (2011) Segmentation optimization and stratified object-based analysis for semi-automated geomorphological mapping. Remote Sens Environ 115:2976–2985. doi:10.1016/j.rse.2011.05.007
    • (2011) Remote Sens Environ , vol.115 , pp. 2976-2985
    • Anders, N.S.1    Seijmonsbergen, A.C.2    Bouten, W.3
  • 5
    • 1642487678 scopus 로고    scopus 로고
    • Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information
    • Benz UC, Hofmann P, Willhauck G et al (2004) Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information. ISPRS J Photogramm Remote Sens 58:239–258. doi:10.1016/j.isprsjprs.2003.10.002
    • (2004) ISPRS J Photogramm Remote Sens , vol.58 , pp. 239-258
    • Benz, U.C.1    Hofmann, P.2    Willhauck, G.3
  • 6
    • 73249139477 scopus 로고    scopus 로고
    • Object based image analysis for remote sensing
    • Blaschke T (2010) Object based image analysis for remote sensing. ISPRS J Photogramm Remote Sens 65:2–16. doi:10.1016/j.isprsjprs.2009.06.004
    • (2010) ISPRS J Photogramm Remote Sens , vol.65 , pp. 2-16
    • Blaschke, T.1
  • 7
    • 0035382401 scopus 로고    scopus 로고
    • What’s wrong with pixels ? Some recent developments interfacing remote sensing and GIS
    • Blaschke T, Strobl J (2001) What’s wrong with pixels ? Some recent developments interfacing remote sensing and GIS. Interfacing Remote Sens GIS 6:12–17
    • (2001) Interfacing Remote Sens GIS , vol.6 , pp. 12-17
    • Blaschke, T.1    Strobl, J.2
  • 8
    • 0032868292 scopus 로고    scopus 로고
    • Grey relation analysis of carbon dioxide emissions from industrial production and energy uses in Taiwan
    • Chang T, Lin S (1999) Grey relation analysis of carbon dioxide emissions from industrial production and energy uses in Taiwan. J Environ Manag 247–257
    • (1999) J Environ Manag , pp. 247-257
    • Chang, T.1    Lin, S.2
  • 9
    • 84872422282 scopus 로고    scopus 로고
    • An object-oriented analysis for characterizing the rainfall-induced shallow landslide
    • Chang K-T, Liu J, Wang C (2012) An object-oriented analysis for characterizing the rainfall-induced shallow landslide. J Mar Sci Technol 20:647–656. doi:10.6119/JMST-012-0430-2
    • (2012) J Mar Sci Technol , vol.20 , pp. 647-656
    • Chang, K.-T.1    Liu, J.2    Wang, C.3
  • 10
    • 33646537794 scopus 로고    scopus 로고
    • Retrieval, reuse, revision and retention in case-based reasoning
    • De Mantaras L, McSherry R, Bridge D et al (2005) Retrieval, reuse, revision and retention in case-based reasoning. Knowl Eng Rev 20:215–240. doi:10.1017/S000000000000000
    • (2005) Knowl Eng Rev , vol.20 , pp. 215-240
    • De Mantaras, L.1    McSherry, R.2    Bridge, D.3
  • 11
    • 50849151631 scopus 로고
    • Control problems of grey systems
    • Deng J-L (1982) Control problems of grey systems. Syst Control Lett 1:288–294. doi:10.1016/S0167-6911(82)80025-X
    • (1982) Syst Control Lett , vol.1 , pp. 288-294
    • Deng, J.-L.1
  • 12
    • 0029307876 scopus 로고
    • A k-nearest neighbor classification rule based on Dempster–Shafer theory
    • Denoeux T (1995) A k-nearest neighbor classification rule based on Dempster–Shafer theory. IEEE Trans Syst Man Cybern 25:804–813
    • (1995) IEEE Trans Syst Man Cybern , vol.25 , pp. 804-813
    • Denoeux, T.1
  • 13
    • 0033701091 scopus 로고    scopus 로고
    • Feature selection for texture analysis using genetic algorithms
    • Doloca A (2000) Feature selection for texture analysis using genetic algorithms. Int J Comput Math 74:279–292. doi:10.1080/00207160008804942
    • (2000) Int J Comput Math , vol.74 , pp. 279-292
    • Doloca, A.1
  • 14
    • 70449560600 scopus 로고    scopus 로고
    • Landslides detection: a case study in Conghua city of Pearl River delta. In: Second International Conference on Earth Observation for Global Changes 74711K–11
    • Dou J, Qian J, Zhang H et al (2009a) Landslides detection: a case study in Conghua city of Pearl River delta. In: Second International Conference on Earth Observation for Global Changes 74711K–11. doi:10.1117/12.836328
    • (2009) doi:10.1117/12.836328
    • Dou, J.1    Qian, J.2    Zhang, H.3
  • 15
    • 62649098796 scopus 로고    scopus 로고
    • Intelligence based automatic detection and classification of ground collapses using object-based image analysis method: a case study in Paitan of Pearl River delta. In: Geoinformatics 2008 and Joint Conference on GIS and Built environment: Advanced Spatial Data Models and Analyses 7146:714623–12
    • Dou J, Zheng X, Qian J et al (2009b) Intelligence based automatic detection and classification of ground collapses using object-based image analysis method: a case study in Paitan of Pearl River delta. In: Geoinformatics 2008 and Joint Conference on GIS and Built environment: Advanced Spatial Data Models and Analyses 7146:714623–12. doi:10.1117/12.813168
    • (2009) doi:10.1117/12.813168
    • Dou, J.1    Zheng, X.2    Qian, J.3
  • 16
    • 80052233865 scopus 로고    scopus 로고
    • Object-based and case-based reasoning method for ground collapses detection
    • Dou J, Qian J, Chen S, Zhen X (2010) Object-based and case-based reasoning method for ground collapses detection. J Image Graph 15:900–910
    • (2010) J Image Graph , vol.15 , pp. 900-910
    • Dou, J.1    Qian, J.2    Chen, S.3    Zhen, X.4
  • 17
    • 79955008207 scopus 로고    scopus 로고
    • Object representations at multiple scales from digital elevation models
    • Drăguţ L, Eisank C (2011) Object representations at multiple scales from digital elevation models. Geomorphology 129:183–189. doi:10.1016/j.geomorph.2011.03.003
    • (2011) Geomorphology , vol.129 , pp. 183-189
    • Drăguţ, L.1    Eisank, C.2
  • 18
    • 81355138692 scopus 로고    scopus 로고
    • Object-based analysis and change detection of major wetland cover types and their classification uncertainty during the low water period at Poyang Lake, China
    • Dronova I, Gong P, Wang L (2011) Object-based analysis and change detection of major wetland cover types and their classification uncertainty during the low water period at Poyang Lake, China. Remote Sens Environ 115:3220–3236. doi:10.1016/j.rse.2011.07.006
    • (2011) Remote Sens Environ , vol.115 , pp. 3220-3236
    • Dronova, I.1    Gong, P.2    Wang, L.3
  • 19
    • 84856982478 scopus 로고    scopus 로고
    • Multi-scale object-based image analysis and feature selection of multi-sensor earth observation imagery using random forests
    • Duro DC, Franklin SE, Dubé MG (2012) Multi-scale object-based image analysis and feature selection of multi-sensor earth observation imagery using random forests. Int J Remote Sens 33:4502–4526. doi:10.1080/01431161.2011.649864
    • (2012) Int J Remote Sens , vol.33 , pp. 4502-4526
    • Duro, D.C.1    Franklin, S.E.2    Dubé, M.G.3
  • 20
    • 0037382547 scopus 로고    scopus 로고
    • Automated analysis of ultra high resolution remote sensing data for biotope type mapping: new possibilities and challenges
    • Ehlers M, Gähler M, Janowsky R (2003) Automated analysis of ultra high resolution remote sensing data for biotope type mapping: new possibilities and challenges. ISPRS J Photogramm Remote Sens 57:315–326. doi:10.1016/S0924-2716(02)00161-2
    • (2003) ISPRS J Photogramm Remote Sens , vol.57 , pp. 315-326
    • Ehlers, M.1    Gähler, M.2    Janowsky, R.3
  • 21
    • 49649122992 scopus 로고    scopus 로고
    • Karst geomorphology and hydrology. Wiley, Chichester
    • Ford D, Williams PD (2007) Karst geomorphology and hydrology. Wiley, Chichester, United Kingdom, p 562
    • (2007) United Kingdom , pp. 562
    • Ford, D.1    Williams, P.D.2
  • 22
    • 39149109975 scopus 로고    scopus 로고
    • Susceptibility assessment of earthquake-triggered landslides in El Salvador using logistic regression
    • García-Rodríguez MJ, Malpica JA, Benito B, Díaz M (2008) Susceptibility assessment of earthquake-triggered landslides in El Salvador using logistic regression. Geomorphology 95:172–191. doi:10.1016/j.geomorph.2007.06.001
    • (2008) Geomorphology , vol.95 , pp. 172-191
    • García-Rodríguez, M.J.1    Malpica, J.A.2    Benito, B.3    Díaz, M.4
  • 23
    • 0037442845 scopus 로고    scopus 로고
    • Review and comparison of methods to study the contribution of variables in artificial neural network models
    • Gevrey M, Dimopoulos I, Lek S (2003) Review and comparison of methods to study the contribution of variables in artificial neural network models. Ecol Modell 160:249–264
    • (2003) Ecol Modell , vol.160 , pp. 249-264
    • Gevrey, M.1    Dimopoulos, I.2    Lek, S.3
  • 24
    • 33747291202 scopus 로고
    • Genetic algorithms in search, optimization, and machine learning. Addison-Wesley Longman Publishing Co., Inc, Boston, MA
    • Goldberg DE (1989) Genetic algorithms in search, optimization, and machine learning. Addison-Wesley Longman Publishing Co., Inc, Boston, MA, USA, p 343
    • (1989) USA , pp. 343
    • Goldberg, D.E.1
  • 25
    • 15044352194 scopus 로고    scopus 로고
    • Assessment of shallow landslide susceptibility using artificial neural networks in Jabonosa River Basin, Venezuela
    • Gómez H, Kavzoglu T (2005) Assessment of shallow landslide susceptibility using artificial neural networks in Jabonosa River Basin, Venezuela. Eng Geol 78:11–27. doi:10.1016/j.enggeo.2004.10.004
    • (2005) Eng Geol , vol.78 , pp. 11-27
    • Gómez, H.1    Kavzoglu, T.2
  • 26
    • 80053572706 scopus 로고    scopus 로고
    • Research on CBR system based on data mining
    • Guo Y, Hu J, Peng Y (2011) Research on CBR system based on data mining. Appl Soft Comput 11:5006–5014. doi:10.1016/j.asoc.2011.05.057
    • (2011) Appl Soft Comput , vol.11 , pp. 5006-5014
    • Guo, Y.1    Hu, J.2    Peng, Y.3
  • 27
    • 37249089441 scopus 로고    scopus 로고
    • A genetic classification of sinkholes illustrated from evaporite paleokarst exposures in Spain
    • Gutiérrez F, Guerrero J, Lucha P (2007) A genetic classification of sinkholes illustrated from evaporite paleokarst exposures in Spain. Environ Geol 53:993–1006. doi:10.1007/s00254-007-0727-5
    • (2007) Environ Geol , vol.53 , pp. 993-1006
    • Gutiérrez, F.1    Guerrero, J.2    Lucha, P.3
  • 28
    • 41849123821 scopus 로고    scopus 로고
    • Quantitative sinkhole hazard assessment. A case study from the Ebro Valley evaporite alluvial karst (NE Spain)
    • Gutiérrez F, Guerrero J, Lucha P (2008) Quantitative sinkhole hazard assessment. A case study from the Ebro Valley evaporite alluvial karst (NE Spain). Nat Hazards 45:211–233. doi:10.1007/s11069-007-9161-y
    • (2008) Nat Hazards , vol.45 , pp. 211-233
    • Gutiérrez, F.1    Guerrero, J.2    Lucha, P.3
  • 29
    • 84907284971 scopus 로고    scopus 로고
    • A review on natural and human-induced geohazards and impacts in karst
    • Gutiérrez F, Parise M, De Waele J, Jourde H (2014) A review on natural and human-induced geohazards and impacts in karst. Earth Sci Rev 138:61–88. doi:10.1016/j.earscirev.2014.08.002
    • (2014) Earth Sci Rev , vol.138 , pp. 61-88
    • Gutiérrez, F.1    Parise, M.2    De Waele, J.3    Jourde, H.4
  • 30
    • 28544434203 scopus 로고    scopus 로고
    • An automated object-based approach for the multiscale image segmentation of forest scenes
    • Hay GJ, Castilla G, Wulder MA, Ruiz JR (2005) An automated object-based approach for the multiscale image segmentation of forest scenes. Int J Appl Earth Obs Geoinf 7:339–359. doi:10.1016/j.jag.2005.06.005
    • (2005) Int J Appl Earth Obs Geoinf , vol.7 , pp. 339-359
    • Hay, G.J.1    Castilla, G.2    Wulder, M.A.3    Ruiz, J.R.4
  • 31
    • 37249089673 scopus 로고    scopus 로고
    • Object-based change detection using correlation image analysis and image segmentation
    • Im J, Jensen JR, Tullis JA (2008) Object-based change detection using correlation image analysis and image segmentation. Int J Remote Sens 29:399–423. doi:10.1080/01431160601075582
    • (2008) Int J Remote Sens , vol.29 , pp. 399-423
    • Im, J.1    Jensen, J.R.2    Tullis, J.A.3
  • 32
    • 14844333271 scopus 로고    scopus 로고
    • Applying genetic algorithms for calibrating a hexagonal cellular automata model for the simulation of debris flows characterised by strong inertial effects
    • Iovine G, D’Ambrosio D, Di Gregorio S (2005) Applying genetic algorithms for calibrating a hexagonal cellular automata model for the simulation of debris flows characterised by strong inertial effects. Geomorphology 66:287–303. doi:10.1016/j.geomorph.2004.09.017
    • (2005) Geomorphology , vol.66 , pp. 287-303
    • Iovine, G.1    D’Ambrosio, D.2    Di Gregorio, S.3
  • 33
    • 59349107219 scopus 로고    scopus 로고
    • Object oriented and multi-scale image analysis: strengths, weaknesses, opportunities and threats—a review
    • Jyothi BN, Babu GR, Krishna IVM (2008) Object oriented and multi-scale image analysis: strengths, weaknesses, opportunities and threats-A review. J Comput Sci 4:706–712. doi:10.3844/jcssp.2008.706.712
    • (2008) J Comput Sci , vol.4 , pp. 706-712
    • Jyothi, B.N.1    Babu, G.R.2    Krishna, I.V.M.3
  • 34
    • 84892387982 scopus 로고    scopus 로고
    • Combining case-based reasoning with genetic algorithm optimization for preliminary cost estimation in construction industry
    • Kim S, Shim J (2013) Combining case-based reasoning with genetic algorithm optimization for preliminary cost estimation in construction industry. Can J Civ Eng 73:65–73
    • (2013) Can J Civ Eng , vol.73 , pp. 65-73
    • Kim, S.1    Shim, J.2
  • 35
    • 0002151794 scopus 로고
    • An introduction to case-based reasoning
    • Kolodner JL (1992) An introduction to case-based reasoning. Artif Intell Rev 6:3–34. doi:10.1007/BF00155578
    • (1992) Artif Intell Rev , vol.6 , pp. 3-34
    • Kolodner, J.L.1
  • 36
    • 84873258729 scopus 로고    scopus 로고
    • Analysis of human induced changes in a karst landscape- the filling of dolines in the Kras plateau, Slovenia
    • Kovačič G, Ravbar N (2013) Analysis of human induced changes in a karst landscape- the filling of dolines in the Kras plateau, Slovenia. Sci Total Environ 447:143–151. doi:10.1016/j.scitotenv.2013.01.002
    • (2013) Sci Total Environ , vol.447 , pp. 143-151
    • Kovačič, G.1    Ravbar, N.2
  • 37
    • 0033640901 scopus 로고    scopus 로고
    • Comparison of algorithms that select features for pattern classifiers
    • Kudo M, Sklansky J (2000) Comparison of algorithms that select features for pattern classifiers. Pattern Recognit 33:25–41
    • (2000) Pattern Recognit , vol.33 , pp. 25-41
    • Kudo, M.1    Sklansky, J.2
  • 38
    • 2342475880 scopus 로고    scopus 로고
    • Multitemporal SAR images for monitoring cultivation systems using case-based reasoning
    • Li X, Yeh AG (2004) Multitemporal SAR images for monitoring cultivation systems using case-based reasoning. Remote Sens Environ 90:524–534. doi:10.1016/j.rse.2004.01.018
    • (2004) Remote Sens Environ , vol.90 , pp. 524-534
    • Li, X.1    Yeh, A.G.2
  • 39
    • 44649189140 scopus 로고    scopus 로고
    • Grey relation analysis of motor vehicular energy consumption in Taiwan
    • Lu IJ, Lin SJ, Lewis C (2008) Grey relation analysis of motor vehicular energy consumption in Taiwan. Energy Policy 36:2556–2561. doi:10.1016/j.enpol.2008.03.015
    • (2008) Energy Policy , vol.36 , pp. 2556-2561
    • Lu, I.J.1    Lin, S.J.2    Lewis, C.3
  • 40
    • 84874385240 scopus 로고    scopus 로고
    • Automatic case generation for case-based reasoning systems using genetic algorithms
    • Manzoor J, Asif S, Masud M, Khan MJ (2012) Automatic case generation for case-based reasoning systems using genetic algorithms. Third Glob Congr Intell Syst 2012:311–314. doi:10.1109/GCIS.2012.89
    • (2012) Third Glob Congr Intell Syst , vol.2012 , pp. 311-314
    • Manzoor, J.1    Asif, S.2    Masud, M.3    Khan, M.J.4
  • 41
    • 83255165434 scopus 로고    scopus 로고
    • Object-oriented analysis of multi-temporal panchromatic images for creation of historical landslide inventories
    • Martha TR, Kerle N, van Westen CJ et al (2012) Object-oriented analysis of multi-temporal panchromatic images for creation of historical landslide inventories. ISPRS J Photogramm Remote Sens 67:105–119. doi:10.1016/j.isprsjprs.2011.11.004
    • (2012) ISPRS J Photogramm Remote Sens , vol.67 , pp. 105-119
    • Martha, T.R.1    Kerle, N.2    van Westen, C.J.3
  • 42
    • 0003159276 scopus 로고
    • A new version of the nearest-neighbour approximating and eliminating search algorithm (AESA) with linear preprocessing time and memory requirements
    • Micó M, Oncina J, Vidal E (1994) A new version of the nearest-neighbour approximating and eliminating search algorithm (AESA) with linear preprocessing time and memory requirements. Pattern Recognit Lett 15:9–17
    • (1994) Pattern Recognit Lett , vol.15 , pp. 9-17
    • Micó, M.1    Oncina, J.2    Vidal, E.3
  • 44
    • 84890117640 scopus 로고    scopus 로고
    • Case-based adaptation of workflows
    • Minor M, Bergmann R, Görg S (2014) Case-based adaptation of workflows. Inf Syst 40:142–152. doi:10.1016/j.is.2012.11.011
    • (2014) Inf Syst , vol.40 , pp. 142-152
    • Minor, M.1    Bergmann, R.2    Görg, S.3
  • 45
    • 84864721492 scopus 로고    scopus 로고
    • A present risk from past activities: Sinkhole occurrence above underground quarries
    • Parise M (2012) A present risk from past activities: Sinkhole occurrence above underground quarries. Carbonates Evaporites 27:109–118. doi:10.1007/s13146-012-0088-3
    • (2012) Carbonates Evaporites , vol.27 , pp. 109-118
    • Parise, M.1
  • 46
    • 84861608935 scopus 로고    scopus 로고
    • Land-use short-term change detection based on time series case based-reasoning
    • Qian J, Li X, Ai B et al (2007a) Land-use short-term change detection based on time series case based-reasoning. J Nat 22:735–746
    • (2007) J Nat , vol.22 , pp. 735-746
    • Qian, J.1    Li, X.2    Ai, B.3
  • 47
    • 84938951474 scopus 로고    scopus 로고
    • Dou J (2007b) Man-made ground collapse detection using high resolution aerial image and object-based classification: example of Pearl River delta
    • Cris, Response Manag
    • Qian J, Liu R, Chen S, Dou J (2007b) Man-made ground collapse detection using high resolution aerial image and object-based classification: example of Pearl River delta. In: Proceedings of Second International ISCRAM Work. Inf. Syst. Cris. Response Manag. pp 1–6
    • Proceedings of Second International ISCRAM Work. Inf. Syst
    • Qian, J.1    Liu, R.2    Chen, S.3
  • 48
    • 79960692760 scopus 로고    scopus 로고
    • Thematic accuracy assessment of geographic object-based image classification
    • Radoux J, Bogaert P, Fasbender D, Defourny P (2011) Thematic accuracy assessment of geographic object-based image classification. Int J Geogr Inf Sci 25:895–911. doi:10.1080/13658816.2010.498378
    • (2011) Int J Geogr Inf Sci , vol.25 , pp. 895-911
    • Radoux, J.1    Bogaert, P.2    Fasbender, D.3    Defourny, P.4
  • 49
    • 81355160426 scopus 로고    scopus 로고
    • An automated approach for segmenting and classifying a large sample of multi-date Landsat imagery for pan-tropical forest monitoring
    • Raši R, Bodart C, Stibig HJ et al (2011) An automated approach for segmenting and classifying a large sample of multi-date Landsat imagery for pan-tropical forest monitoring. Remote Sens Environ 115:3659–3669. doi:10.1016/j.rse.2011.09.004
    • (2011) Remote Sens Environ , vol.115 , pp. 3659-3669
    • Raši, R.1    Bodart, C.2    Stibig, H.J.3
  • 50
    • 80053052698 scopus 로고    scopus 로고
    • Object-based gully feature extraction using high spatial resolution imagery
    • Shruthi RBV, Kerle N, Jetten V (2011) Object-based gully feature extraction using high spatial resolution imagery. Geomorphology 134:260–268. doi:10.1016/j.geomorph.2011.07.003
    • (2011) Geomorphology , vol.134 , pp. 260-268
    • Shruthi, R.B.V.1    Kerle, N.2    Jetten, V.3
  • 51
    • 69749119754 scopus 로고    scopus 로고
    • Combining digital elevation data (SRTM/ASTER), high resolution satellite imagery (Quickbird) and GIS for geomorphological mapping: a multi-component case study on Mediterranean karst in Central Crete
    • Siart C, Bubenzer O, Eitel B (2009) Combining digital elevation data (SRTM/ASTER), high resolution satellite imagery (Quickbird) and GIS for geomorphological mapping: a multi-component case study on Mediterranean karst in Central Crete. Geomorphology 112:106–121. doi:10.1016/j.geomorph.2009.05.010
    • (2009) Geomorphology , vol.112 , pp. 106-121
    • Siart, C.1    Bubenzer, O.2    Eitel, B.3
  • 52
    • 0033900189 scopus 로고    scopus 로고
    • Changing landscapes: monitoring environmentally sensitive areas using satellite imagery
    • Slater J, Brown R (2000) Changing landscapes: monitoring environmentally sensitive areas using satellite imagery. Int J Remote Sens 21:2753–2767
    • (2000) Int J Remote Sens , vol.21 , pp. 2753-2767
    • Slater, J.1    Brown, R.2
  • 53
    • 84875774524 scopus 로고    scopus 로고
    • An adaptive fuzzy-genetic algorithm approach for building detection using high-resolution satellite images
    • Sumer E, Turker M (2013) An adaptive fuzzy-genetic algorithm approach for building detection using high-resolution satellite images. Comput Environ Urban Syst 39:48–62. doi:10.1016/j.compenvurbsys.2013.01.004
    • (2013) Comput Environ Urban Syst , vol.39 , pp. 48-62
    • Sumer, E.1    Turker, M.2
  • 54
    • 53449089815 scopus 로고    scopus 로고
    • A genetic programming framework for content-based image retrieval
    • Torres RDS, Falcão AX, Gonçalves MA et al (2009) A genetic programming framework for content-based image retrieval. Pattern Recognit 42:283–292. doi:10.1016/j.patcog.2008.04.010
    • (2009) Pattern Recognit , vol.42 , pp. 283-292
    • Torres, R.D.S.1    Falcão, A.X.2    Gonçalves, M.A.3
  • 55
    • 0030297904 scopus 로고    scopus 로고
    • Advantages and disadvantages of using artificial neural networks versus logistic regression for predicting medical outcomes
    • Tu JV (1996) Advantages and disadvantages of using artificial neural networks versus logistic regression for predicting medical outcomes. J Clin Epidemiol 49:1225–1231
    • (1996) J Clin Epidemiol , vol.49 , pp. 1225-1231
    • Tu, J.V.1
  • 56
    • 34548435161 scopus 로고    scopus 로고
    • Feature selection by genetic algorithms in object-based classification of IKONOS imagery for forest mapping in Flanders, Belgium
    • Vancoillie F, Verbeke L, Dewulf R (2007) Feature selection by genetic algorithms in object-based classification of IKONOS imagery for forest mapping in Flanders, Belgium. Remote Sens Environ 110:476–487. doi:10.1016/j.rse.2007.03.020
    • (2007) Remote Sens Environ , vol.110 , pp. 476-487
    • Vancoillie, F.1    Verbeke, L.2    Dewulf, R.3
  • 57
    • 0041627683 scopus 로고    scopus 로고
    • Engineering classification of karst ground conditions
    • Waltham A, Fookes P (2003) Engineering classification of karst ground conditions. Q J Eng Geol Hydrogeol Eng 36:101–118
    • (2003) Q J Eng Geol Hydrogeol Eng , vol.36 , pp. 101-118
    • Waltham, A.1    Fookes, P.2
  • 58
    • 33745615125 scopus 로고    scopus 로고
    • Object-based detailed vegetation classification with airborne high spatial resolution remote sensing imagery
    • Yu Q, Gong P, Clinton N et al (2006) Object-based detailed vegetation classification with airborne high spatial resolution remote sensing imagery. Photogramm Eng Remote Sens 72:799–811. doi:10.14358/PERS.72.7.799
    • (2006) Photogramm Eng Remote Sens , vol.72 , pp. 799-811
    • Yu, Q.1    Gong, P.2    Clinton, N.3
  • 59
    • 58349107649 scopus 로고    scopus 로고
    • Design concept evaluation in product development using rough sets and grey relation analysis
    • Zhai L-Y, Khoo L-P, Zhong Z-W (2009) Design concept evaluation in product development using rough sets and grey relation analysis. Expert Syst Appl 36:7072–7079. doi:10.1016/j.eswa.2008.08.068
    • (2009) Expert Syst Appl , vol.36 , pp. 7072-7079
    • Zhai, L.-Y.1    Khoo, L.-P.2    Zhong, Z.-W.3
  • 60
    • 84862164250 scopus 로고    scopus 로고
    • Combining object-based texture measures with a neural network for vegetation mapping in the Everglades from hyperspectral imagery
    • Zhang C, Xie Z (2012) Combining object-based texture measures with a neural network for vegetation mapping in the Everglades from hyperspectral imagery. Remote Sens Environ 124:310–320. doi:10.1016/j.rse.2012.05.015
    • (2012) Remote Sens Environ , vol.124 , pp. 310-320
    • Zhang, C.1    Xie, Z.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.