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Volumn 94, Issue , 2018, Pages 1-17

Utilizing remote sensing and big data to quantify conflict intensity: The Arab Spring as a case study

Author keywords

[No Author keywords available]

Indexed keywords

CONFLICT MANAGEMENT; ENVIRONMENTAL CHANGE; GEOPOLITICS; POPULAR PROTEST; REFUGEE; REMOTE SENSING; TIME SERIES;

EID: 85043516073     PISSN: 01436228     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apgeog.2018.03.001     Document Type: Article
Times cited : (63)

References (74)
  • 1
    • 84950906984 scopus 로고
    • The territorial trap: The geographical assumptions of international relations theory
    • Agnew, J., The territorial trap: The geographical assumptions of international relations theory. Review of International Political Economy 1:1 (1994), 53–80.
    • (1994) Review of International Political Economy , vol.1 , Issue.1 , pp. 53-80
    • Agnew, J.1
  • 2
    • 84964049218 scopus 로고    scopus 로고
    • Integrating multiple scales of remote sensing measurement–from satellites to kites
    • Anderson, K., Integrating multiple scales of remote sensing measurement–from satellites to kites. Progress in Physical Geography 40 (2016), 187–195.
    • (2016) Progress in Physical Geography , vol.40 , pp. 187-195
    • Anderson, K.1
  • 3
    • 84945579529 scopus 로고    scopus 로고
    • Revolution empirics: Predicting the Arab spring
    • Asongu, S.A., Nwachukwu, J.C., Revolution empirics: Predicting the Arab spring. Empirical Economics 51:2 (2016), 439–482.
    • (2016) Empirical Economics , vol.51 , Issue.2 , pp. 439-482
    • Asongu, S.A.1    Nwachukwu, J.C.2
  • 4
    • 85006830454 scopus 로고    scopus 로고
    • The political dynamics of human mobility: Migration out of, as and into violence
    • Bank, A., Fröhlich, C., Schneiker, A., The political dynamics of human mobility: Migration out of, as and into violence. Global Policy 8 (2017), 12–18.
    • (2017) Global Policy , vol.8 , pp. 12-18
    • Bank, A.1    Fröhlich, C.2    Schneiker, A.3
  • 5
    • 84859295331 scopus 로고    scopus 로고
    • The computational turn: Thinking about the digital humanities
    • Berry, D., The computational turn: Thinking about the digital humanities. Culture Machine, 12, 2011.
    • (2011) Culture Machine , vol.12
    • Berry, D.1
  • 6
    • 84924452766 scopus 로고    scopus 로고
    • Remotely measuring populations during a crisis by overlaying two data sources
    • Bharti, N., Lu, X., Bengtsson, L., Wetter, E., Tatem, A.J., Remotely measuring populations during a crisis by overlaying two data sources. International Health 7:2 (2015), 90–98.
    • (2015) International Health , vol.7 , Issue.2 , pp. 90-98
    • Bharti, N.1    Lu, X.2    Bengtsson, L.3    Wetter, E.4    Tatem, A.J.5
  • 9
    • 84892164903 scopus 로고    scopus 로고
    • Many eyes on Earth
    • Butler, D., Many eyes on Earth. Nature 505:7482 (2014), 143–144.
    • (2014) Nature , vol.505 , Issue.7482 , pp. 143-144
    • Butler, D.1
  • 10
    • 85006314746 scopus 로고    scopus 로고
    • Dark times: Nighttime satellite imagery as a detector of regional disparity and the geography of conflict
    • Coscieme, L., Sutton, P.C., Anderson, S., Liu, Q., Elvidge, C.D., Dark times: Nighttime satellite imagery as a detector of regional disparity and the geography of conflict. GIScience and Remote Sensing 54:1 (2017), 118–139.
    • (2017) GIScience and Remote Sensing , vol.54 , Issue.1 , pp. 118-139
    • Coscieme, L.1    Sutton, P.C.2    Anderson, S.3    Liu, Q.4    Elvidge, C.D.5
  • 13
    • 85015135724 scopus 로고    scopus 로고
    • Unpacking a rapidly changing scenario: Migration flows, routes and trajectories across the mediterranean. Unravelling the mediterranean migration crisis
    • Crawley, H., Duvell, F., Sigona, N., McMahon, S., Jones, K., Unpacking a rapidly changing scenario: Migration flows, routes and trajectories across the mediterranean. Unravelling the mediterranean migration crisis. 2016 http://www.medmig.info/research-brief-01-unpacking-a-rapidly-changing-scenario/.
    • (2016)
    • Crawley, H.1    Duvell, F.2    Sigona, N.3    McMahon, S.4    Jones, K.5
  • 14
    • 85040159464 scopus 로고    scopus 로고
    • UCDP GED codebook version 5.0, department of peace and conflict research
    • Uppsala University
    • Croicu, M., Sundberg, R., UCDP GED codebook version 5.0, department of peace and conflict research. 2016, Uppsala University.
    • (2016)
    • Croicu, M.1    Sundberg, R.2
  • 15
    • 85014548192 scopus 로고    scopus 로고
    • Migration tracking is a mess
    • Dijstelbloem, H., Migration tracking is a mess. Nature 543:7643 (2017), 32–34.
    • (2017) Nature , vol.543 , Issue.7643 , pp. 32-34
    • Dijstelbloem, H.1
  • 17
    • 0031126892 scopus 로고    scopus 로고
    • Relation between satellite observed visible-near infrared emissions, population, economic activity and electric power consumption
    • Elvidge, C.D., Baugh, K.E., Kihn, E.A., Kroehl, H.W., Davis, E.R., Davis, C.W., Relation between satellite observed visible-near infrared emissions, population, economic activity and electric power consumption. International Journal of Remote Sensing 18:6 (1997), 1373–1379.
    • (1997) International Journal of Remote Sensing , vol.18 , Issue.6 , pp. 1373-1379
    • Elvidge, C.D.1    Baugh, K.E.2    Kihn, E.A.3    Kroehl, H.W.4    Davis, E.R.5    Davis, C.W.6
  • 19
    • 84890736707 scopus 로고    scopus 로고
    • Migration after the Arab spring
    • Migration Policy Centre (Mpc) Research Report, MPC Research Report 2012/09, Badia Fiesolana, San Domenico di Fiesole (Fi)
    • Fargues, P., Fandrich, C., Migration after the Arab spring. 2012, Migration Policy Centre (Mpc) Research Report, MPC Research Report 2012/09, Badia Fiesolana, San Domenico di Fiesole (Fi).
    • (2012)
    • Fargues, P.1    Fandrich, C.2
  • 20
    • 85016033155 scopus 로고    scopus 로고
    • A main driver or an intermediate variable? Climate change, water and security in the Middle East
    • Feitelson, E., Tubi, A., A main driver or an intermediate variable? Climate change, water and security in the Middle East. Global Environmental Change 44 (2017), 39–48.
    • (2017) Global Environmental Change , vol.44 , pp. 39-48
    • Feitelson, E.1    Tubi, A.2
  • 21
    • 22144475541 scopus 로고    scopus 로고
    • The world is flat
    • Farrar, Straus and Giroux New York
    • Friedman, T.L., The world is flat. 2005, Farrar, Straus and Giroux, New York.
    • (2005)
    • Friedman, T.L.1
  • 22
    • 85016350953 scopus 로고    scopus 로고
    • Climate migrants as protestors? Dispelling misconceptions about global environmental change in pre-revolutionary Syria
    • Fröhlich, C.J., Climate migrants as protestors? Dispelling misconceptions about global environmental change in pre-revolutionary Syria. Contemporary Levant 1:1 (2016), 38–50.
    • (2016) Contemporary Levant , vol.1 , Issue.1 , pp. 38-50
    • Fröhlich, C.J.1
  • 23
    • 84865275116 scopus 로고    scopus 로고
    • Conflict and mediation event observations (CAMEO) codebook
    • Gerner, D.J., Schrodt, P.A., Yilmaz, O., Conflict and mediation event observations (CAMEO) codebook. 2009 http://eventdata.parusanalytics.com/data.dir/cameo.html.
    • (2009)
    • Gerner, D.J.1    Schrodt, P.A.2    Yilmaz, O.3
  • 24
    • 84978525696 scopus 로고    scopus 로고
    • Effects of recent instability on cultivated area along the Euphrates River in Iraq
    • Gibson, G.R., Taylor, N.L., Lamo, N.C., Lackey, J.K., Effects of recent instability on cultivated area along the Euphrates River in Iraq. The Professional Geographer 69:2 (2017), 163–176.
    • (2017) The Professional Geographer , vol.69 , Issue.2 , pp. 163-176
    • Gibson, G.R.1    Taylor, N.L.2    Lamo, N.C.3    Lackey, J.K.4
  • 26
    • 36749037169 scopus 로고    scopus 로고
    • Citizens as sensors: The world of volunteered geography
    • Goodchild, M.F., Citizens as sensors: The world of volunteered geography. Geojournal 69 (2007), 211–221.
    • (2007) Geojournal , vol.69 , pp. 211-221
    • Goodchild, M.F.1
  • 28
    • 84903447263 scopus 로고    scopus 로고
    • Uneven geographies of user-generated information: Patterns of increasing informational poverty
    • Graham, M., Hogan, B., Straumann, R.K., Medhat, A., Uneven geographies of user-generated information: Patterns of increasing informational poverty. Annals of the Association of American Geographers 104:4 (2014), 746–764.
    • (2014) Annals of the Association of American Geographers , vol.104 , Issue.4 , pp. 746-764
    • Graham, M.1    Hogan, B.2    Straumann, R.K.3    Medhat, A.4
  • 29
    • 79957813166 scopus 로고    scopus 로고
    • Visualizing global cyberscapes: Mapping user-generated placemarks
    • Graham, M., Zook, M., Visualizing global cyberscapes: Mapping user-generated placemarks. Journal of Urban Technology 18:1 (2011), 115–132.
    • (2011) Journal of Urban Technology , vol.18 , Issue.1 , pp. 115-132
    • Graham, M.1    Zook, M.2
  • 30
    • 77954897618 scopus 로고    scopus 로고
    • How good is volunteered geographical information? A comparative study of OpenStreetMap and Ordnance Survey datasets
    • Haklay, M., How good is volunteered geographical information? A comparative study of OpenStreetMap and Ordnance Survey datasets. Environment and Planning B: Planning and Design 37 (2010), 682–703.
    • (2010) Environment and Planning B: Planning and Design , vol.37 , pp. 682-703
    • Haklay, M.1
  • 31
    • 85055192706 scopus 로고    scopus 로고
    • Forced migration in the Middle East and north Africa
    • E. Fiddian-Qasmiyeh G. Loescher K. Long
    • Hanafi, S., Forced migration in the Middle East and north Africa. Fiddian-Qasmiyeh, E., Loescher, G., Long, K., (eds.) The oxford handbook of refugee and forced migration studies, 2014, 585–598.
    • (2014) The oxford handbook of refugee and forced migration studies , pp. 585-598
    • Hanafi, S.1
  • 32
    • 84927622894 scopus 로고    scopus 로고
    • Startup liftoff
    • Hand, E., Startup liftoff. Science 348:6231 (2015), 172–177.
    • (2015) Science , vol.348 , Issue.6231 , pp. 172-177
    • Hand, E.1
  • 35
    • 84988000490 scopus 로고    scopus 로고
    • Agriculture as a funding source of ISIS: A GIS and remote sensing analysis
    • Jaafar, H.H., Woertz, E., Agriculture as a funding source of ISIS: A GIS and remote sensing analysis. Food Policy 64 (2016), 14–25.
    • (2016) Food Policy , vol.64 , pp. 14-25
    • Jaafar, H.H.1    Woertz, E.2
  • 36
    • 84983509249 scopus 로고    scopus 로고
    • Combining satellite imagery and machine learning to predict poverty
    • Jean, N., Burke, M., Xie, M., Davis, W.M., Lobell, D.B., Ermon, S., Combining satellite imagery and machine learning to predict poverty. Science 353:6301 (2016), 790–794.
    • (2016) Science , vol.353 , Issue.6301 , pp. 790-794
    • Jean, N.1    Burke, M.2    Xie, M.3    Davis, W.M.4    Lobell, D.B.5    Ermon, S.6
  • 37
    • 85028303123 scopus 로고    scopus 로고
    • Ongoing conflict makes Yemen Dark: From the perspective of nighttime light
    • Jiang, W., He, G., Long, T., Liu, H., Ongoing conflict makes Yemen Dark: From the perspective of nighttime light. Remote Sensing, 9(8), 2017, 798, 10.3390/rs9080798.
    • (2017) Remote Sensing , vol.9 , Issue.8 , pp. 798
    • Jiang, W.1    He, G.2    Long, T.3    Liu, H.4
  • 38
    • 0030772401 scopus 로고    scopus 로고
    • Preserving biodiversity in Korea's demilitarized zone
    • Kim, K.C., Preserving biodiversity in Korea's demilitarized zone. Science 278:5336 (1997), 242–243.
    • (1997) Science , vol.278 , Issue.5336 , pp. 242-243
    • Kim, K.C.1
  • 39
    • 84903713555 scopus 로고    scopus 로고
    • GDELT: Global data on events, location, and tone, 1979–2012
    • 4
    • Leetaru, K., Schrodt, P.A., GDELT: Global data on events, location, and tone, 1979–2012. ISA annual convention, Vol. 2, 2013, April 4.
    • (2013) ISA annual convention , vol.2
    • Leetaru, K.1    Schrodt, P.A.2
  • 40
    • 84959337023 scopus 로고    scopus 로고
    • Where have all the people gone? Enhancing global conservation using night lights and social media
    • Levin, N., Kark, S., Crandall, D., Where have all the people gone? Enhancing global conservation using night lights and social media. Ecological Applications 25:8 (2015), 2153–2167.
    • (2015) Ecological Applications , vol.25 , Issue.8 , pp. 2153-2167
    • Levin, N.1    Kark, S.2    Crandall, D.3
  • 41
    • 85008601956 scopus 로고    scopus 로고
    • An evaluation of crowdsourced information for assessing the visitation and perceived importance of protected areas
    • Levin, N., Lechner, A.M., Brown, G., An evaluation of crowdsourced information for assessing the visitation and perceived importance of protected areas. Applied Geography 79 (2017), 115–126.
    • (2017) Applied Geography , vol.79 , pp. 115-126
    • Levin, N.1    Lechner, A.M.2    Brown, G.3
  • 43
    • 84910142762 scopus 로고    scopus 로고
    • Can night-time light images play a role in evaluating the Syrian Crisis?
    • Li, X., Li, D., Can night-time light images play a role in evaluating the Syrian Crisis?. International Journal of Remote Sensing 35:18 (2014), 6648–6661.
    • (2014) International Journal of Remote Sensing , vol.35 , Issue.18 , pp. 6648-6661
    • Li, X.1    Li, D.2
  • 44
    • 85019765325 scopus 로고    scopus 로고
    • Intercalibration between DMSP/OLS and VIIRS night-time light images to evaluate city light dynamics of Syria's major human settlement during Syrian Civil War
    • Li, X., Li, D., Xu, H., Wu, C., Intercalibration between DMSP/OLS and VIIRS night-time light images to evaluate city light dynamics of Syria's major human settlement during Syrian Civil War. International Journal of Remote Sensing 38:21 (2017), 5934–5951.
    • (2017) International Journal of Remote Sensing , vol.38 , Issue.21 , pp. 5934-5951
    • Li, X.1    Li, D.2    Xu, H.3    Wu, C.4
  • 45
    • 84937145114 scopus 로고    scopus 로고
    • Detecting 2014 northern Iraq insurgency using night-time light imagery
    • Li, X., Zhang, R., Huang, C., Li, D., Detecting 2014 northern Iraq insurgency using night-time light imagery. International Journal of Remote Sensing 36:13 (2015), 3446–3458.
    • (2015) International Journal of Remote Sensing , vol.36 , Issue.13 , pp. 3446-3458
    • Li, X.1    Zhang, R.2    Huang, C.3    Li, D.4
  • 46
    • 84858264441 scopus 로고    scopus 로고
    • The Arab Spring| the revolutions were tweeted: Information flows during the 2011 Tunisian and Egyptian revolutions
    • Lotan, G., Graeff, E., Ananny, M., Gaffney, D., Pearce, I., The Arab Spring| the revolutions were tweeted: Information flows during the 2011 Tunisian and Egyptian revolutions. International Journal of Communication 5:31 (2011), 1375–1405.
    • (2011) International Journal of Communication , vol.5 , Issue.31 , pp. 1375-1405
    • Lotan, G.1    Graeff, E.2    Ananny, M.3    Gaffney, D.4    Pearce, I.5
  • 47
    • 84862273400 scopus 로고    scopus 로고
    • Crisis mapping in action: How open source software and global volunteer networks are changing the world, one map at a time
    • Meier, P., Crisis mapping in action: How open source software and global volunteer networks are changing the world, one map at a time. Journal of Map & Geography Libraries 8:2 (2012), 89–100.
    • (2012) Journal of Map & Geography Libraries , vol.8 , Issue.2 , pp. 89-100
    • Meier, P.1
  • 51
    • 84928438145 scopus 로고
    • Bringing geography back to the study of international relations: Spatial dependence and regional context in Africa, 1966–1978
    • O'loughlin, J., Anselin, L., Bringing geography back to the study of international relations: Spatial dependence and regional context in Africa, 1966–1978. International Interactions 17:1 (1991), 29–61.
    • (1991) International Interactions , vol.17 , Issue.1 , pp. 29-61
    • O'loughlin, J.1    Anselin, L.2
  • 52
    • 77955891475 scopus 로고    scopus 로고
    • Introducing ACLED: An armed conflict location and event dataset special data feature
    • Raleigh, C., Linke, A., Hegre, H., Karlsen, J., Introducing ACLED: An armed conflict location and event dataset special data feature. Journal of Peace Research 47:5 (2010), 651–660.
    • (2010) Journal of Peace Research , vol.47 , Issue.5 , pp. 651-660
    • Raleigh, C.1    Linke, A.2    Hegre, H.3    Karlsen, J.4
  • 53
    • 84975113514 scopus 로고    scopus 로고
    • Data hubris? Humanitarian information systems and the mirage of technology
    • Read, R., Taithe, B., Mac Ginty, R., Data hubris? Humanitarian information systems and the mirage of technology. Third World Quarterly 37:8 (2016), 1314–1331.
    • (2016) Third World Quarterly , vol.37 , Issue.8 , pp. 1314-1331
    • Read, R.1    Taithe, B.2    Mac Ginty, R.3
  • 55
    • 84864053126 scopus 로고    scopus 로고
    • The transformation of the Arab world
    • Roy, O., The transformation of the Arab world. Journal of Democracy 23:3 (2012), 5–18.
    • (2012) Journal of Democracy , vol.23 , Issue.3 , pp. 5-18
    • Roy, O.1
  • 56
    • 1542660798 scopus 로고    scopus 로고
    • Push and pull factors of international migration: A comparative report
    • Office for Official Publications of the European Communities Luxembourg
    • Schoorl, J., Heering, L., Esveldt, I., Groenewold, G., Van der Erf, R., Bosch, A., et al. Push and pull factors of international migration: A comparative report. 2000, Office for Official Publications of the European Communities, Luxembourg.
    • (2000)
    • Schoorl, J.1    Heering, L.2    Esveldt, I.3    Groenewold, G.4    Van der Erf, R.5    Bosch, A.6
  • 57
    • 84946439868 scopus 로고    scopus 로고
    • CAMEO conflict and mediation event observations event and actor codebook
    • Pennsylvania State University, Pond Laboratory University Park, PA 16802 Version: 1.1b3, March 2012
    • Schrodt, P.A., CAMEO conflict and mediation event observations event and actor codebook. Event data project, department of political science, 2012, Pennsylvania State University, Pond Laboratory, University Park, PA 16802 Version: 1.1b3, March 2012 http://eventdata.psu.edu/.
    • (2012) Event data project, department of political science
    • Schrodt, P.A.1
  • 58
    • 85011660192 scopus 로고    scopus 로고
    • An informational right to the city? code, content, control, and the urbanization of information
    • Shaw, J., Graham, M., An informational right to the city? code, content, control, and the urbanization of information. Antipode, 2017, 10.1111/anti.12312.
    • (2017) Antipode
    • Shaw, J.1    Graham, M.2
  • 59
    • 84973001607 scopus 로고
    • Joining political and geographic perspectives: Geopolitics and international relations
    • Starr, H., Joining political and geographic perspectives: Geopolitics and international relations. International Interactions 17:1 (1991), 1–9.
    • (1991) International Interactions , vol.17 , Issue.1 , pp. 1-9
    • Starr, H.1
  • 60
    • 85033466122 scopus 로고    scopus 로고
    • National Consortium for the Study of Terrorism and Responses to Terrorism (START). Global terrorism database [data file]
    • Retrieved from July 31st, 2017
    • START, National Consortium for the Study of Terrorism and Responses to Terrorism (START). Global terrorism database [data file]. 2017 Retrieved from http://www.start.umd.edu/gtd July 31st, 2017.
    • (2017)
    • START1
  • 62
    • 84877598104 scopus 로고    scopus 로고
    • The 2012 free and open source GIS software map–A guide to facilitate research, development, and adoption
    • Steiniger, S., Hunter, A.J., The 2012 free and open source GIS software map–A guide to facilitate research, development, and adoption. Computers, Environment and Urban Systems 39 (2013), 136–150.
    • (2013) Computers, Environment and Urban Systems , vol.39 , pp. 136-150
    • Steiniger, S.1    Hunter, A.J.2
  • 63
    • 85013920453 scopus 로고    scopus 로고
    • Planet Earth to get a daily selfie
    • Strauss, M., Planet Earth to get a daily selfie. Science 355 (2017), 782–783.
    • (2017) Science , vol.355 , pp. 782-783
    • Strauss, M.1
  • 65
    • 84880121820 scopus 로고    scopus 로고
    • Introducing the UCDP georeferenced event dataset
    • Sundberg, R., Melander, E., Introducing the UCDP georeferenced event dataset. Journal of Peace Research 50:4 (2013), 523–532.
    • (2013) Journal of Peace Research , vol.50 , Issue.4 , pp. 523-532
    • Sundberg, R.1    Melander, E.2
  • 66
    • 85043514767 scopus 로고    scopus 로고
    • Egypt's tourism industry and the Arab Spring
    • R. Butler W. Suntikul 2nd ed. Goodfellow Woodeaton, Oxford
    • Tomazos, K., Egypt's tourism industry and the Arab Spring. Butler, R., Suntikul, W., (eds.) Tourism and political change, 2nd ed., 2017, Goodfellow, Woodeaton, Oxford.
    • (2017) Tourism and political change
    • Tomazos, K.1
  • 67
    • 84966711911 scopus 로고    scopus 로고
    • Crowdseeding in Eastern Congo: Using cell phones to collect conflict events data in real time
    • Van der Windt, P., Humphreys, M., Crowdseeding in Eastern Congo: Using cell phones to collect conflict events data in real time. Journal of Conflict Resolution 60:4 (2016), 748–781.
    • (2016) Journal of Conflict Resolution , vol.60 , Issue.4 , pp. 748-781
    • Van der Windt, P.1    Humphreys, M.2
  • 69
    • 84928905489 scopus 로고    scopus 로고
    • Remote sensing of violent conflict: Eyes from above
    • Witmer, F.D., Remote sensing of violent conflict: Eyes from above. International Journal of Remote Sensing 36:9 (2015), 2326–2352.
    • (2015) International Journal of Remote Sensing , vol.36 , Issue.9 , pp. 2326-2352
    • Witmer, F.D.1
  • 70
    • 85041535245 scopus 로고    scopus 로고
    • Quantifying tourist behavior patterns by travel motifs and geo-tagged photos from Flickr
    • Yang, L., Wu, L., Liu, Y., Kang, C., Quantifying tourist behavior patterns by travel motifs and geo-tagged photos from Flickr. ISPRS International Journal of Geo-Information, 6(11), 2017, 345.
    • (2017) ISPRS International Journal of Geo-Information , vol.6 , Issue.11 , pp. 345
    • Yang, L.1    Wu, L.2    Liu, Y.3    Kang, C.4
  • 73
    • 84930465841 scopus 로고    scopus 로고
    • Using social media to measure foreign policy dynamics: An empirical analysis of the Iranian–Israeli confrontation (2012–13)
    • Zeitzoff, T., Kelly, J., Lotan, G., Using social media to measure foreign policy dynamics: An empirical analysis of the Iranian–Israeli confrontation (2012–13). Journal of Peace Research 52:3 (2015), 368–383.
    • (2015) Journal of Peace Research , vol.52 , Issue.3 , pp. 368-383
    • Zeitzoff, T.1    Kelly, J.2    Lotan, G.3
  • 74
    • 85009207176 scopus 로고    scopus 로고
    • Nighttime light remote sensing – monitoring human societies from outer space
    • P.S. Thenkabail Taylor and Francis
    • Zhang, Q., Levin, N., Chalkias, C., Letu, H., Nighttime light remote sensing – monitoring human societies from outer space. Thenkabail, P.S., (eds.) Chapter 11 in remote sensing handbook, Vol. 3, 2015, Taylor and Francis, 289–310.
    • (2015) Chapter 11 in remote sensing handbook , vol.3 , pp. 289-310
    • Zhang, Q.1    Levin, N.2    Chalkias, C.3    Letu, H.4


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