Satellite Monitoring of Urbanization and Environmental Impacts in Stockholm, Sweden, Through a Multiscale Approach
Dorothy Furberg
Division of Geoinformatics, Department of Urban Planning and Environment, Royal Institute of Technology, Stockholm, Sweden
Search for more papers by this authorYifang Ban
Division of Geoinformatics, Department of Urban Planning and Environment, Royal Institute of Technology, Stockholm, Sweden
Search for more papers by this authorDorothy Furberg
Division of Geoinformatics, Department of Urban Planning and Environment, Royal Institute of Technology, Stockholm, Sweden
Search for more papers by this authorYifang Ban
Division of Geoinformatics, Department of Urban Planning and Environment, Royal Institute of Technology, Stockholm, Sweden
Search for more papers by this authorXiaojun Yang
Search for more papers by this authorSummary
Multiscale landscape analysis offers both advantages and challenges in monitoring urbanization and assessing its environmental impacts. In this chapter, we discuss a multifaceted approach to address some challenges associated with scale, which includes examination of the same geographic area at multiple spatial resolutions and extents based on diverse satellite imagery, the use of object-based image analysis and ecologically relevant analysis units to minimize the modifiable area unit problem, and finally separate examinations of landscape change on administrative (social) as well as green infrastructure (ecological) scales. The study site, Stockholm, Sweden, has been experiencing an unprecedented urbanizing trend, and its growing population is placing pressure on green areas that are important for maintaining ecosystem services and biodiversity in the region. We intended to investigate the extent of urbanization in Stockholm and analyze its environmental impacts by evaluating changes in relevant environmental indicators from regional to local scales. We conducted three studies based on optical satellite imagery with different spatial resolutions and varying study area extents. Multiscale analysis, performed both within and between the individual studies, reveals the broader trends of urbanization and the accompanying environmental impacts while also identifying localized environmental hotspots where mitigation measures or transboundary collaboration may be needed. This kind of information can assist urban planning by raising awareness of change trends while also indicating possible starting points for planning conservation measures .
REFERENCES
- Alberti , M. ( 2005 ). The effects of urban patterns on ecosystem function . International Regional Science Review 28 ( 2 ): 168 – 192 .
- Ban , Y. and Jacob , A. ( 2013 ). Object-based fusion of multitemporal multi-angle ENVISAT ASAR and HJ-1 multispectral data for urban land-cover mapping . IEEE Transactions on GeoScience and Remote Sensing 51 ( 4 ): 1998 – 2006 .
- Ban , Y. , Hu , H. , and Rangel , I. ( 2010 ). Fusion of QuickBird MS and RADARSAT-1 SAR data for urban land-cover mapping: object-based and knowledge-based approach . International Journal of Remote Sensing 31 ( 6 ): 1391 – 1410 .
- Barthel , S. , Parker , J.N. , and Elmqvist , J.N. ( 2004 ). The history of allotment areas in 20th century Sweden and their role in maintaining ecosystem services in urban areas . Seventh International Conference on Urban History: European City in Comparative Perspective, Athens .
- J.A. Bissonette ed. ( 2012 ). Wildlife and Landscape Ecology: Effects of Pattern and Scale . New York : Springer Science & Business Media .
- Bissonette , J.A. ( 2017 ). Avoiding the scale sampling problem: a consilient solution . The Journal of Wildlife Management 81 ( 2 ): 192 – 205 .
- Blaschke , T. ( 2010 ). Object based image analysis for remote sensing . ISPRS Journal of Photogrammetry and Remote Sensing 65 ( 1 ): 2 – 16 .
- Blaschke , T. and Hay , G.J. ( 2001 ). Object-oriented image analysis and scale-space: theory and methods for modeling and evaluating multiscale landscape structure . International Archives of Photogrammetry and Remote Sensing 34 ( 4 ): 22 – 29 .
- Bolund , P. , & Hunhammar , S. ( 1999 ). Ecosystem services in urban areas . Ecological economics , 29 ( 2 ), 293 – 301 .
- Burnett , C. and Blaschke , T. ( 2003 ). A multi-scale segmentation/object relationship modelling methodology for landscape analysis . Ecological modelling 168 ( 3 ): 233 – 249 .
- Buyantuyev , A. , Wu , J. , and Gries , C. ( 2010 ). Multiscale analysis of the urbanization pattern of the Phoenix metropolitan landscape of USA: time, space and thematic resolution . Landscape and Urban Planning 94 ( 3–4 ): 206 – 217 .
- Costanza , R. , d'Arge , R. , De Groot , R. , Farber , S. , Grasso , M. , Hannon , B. et al. ( 1997 ). The value of the world's ecosystem services and natural capital . nature , 387 ( 6630 ), 253 – 260 .
- DigitalGlobe ( 2014 ). QuickBird Datasheet . https://dgv4-cms-production.s3.amazonaws.com/uploads/document/file/131/QuickBird-DS-QB-Prod.pdf (accessed 28 April 2020).
- DigitalGlobe ( 2016 ). WorldView-2 Datasheet . https://dgv4-cms-production.s3.amazonaws.com/uploads/document/file/130/WorldView2-DS-WV2-rev2.pdf (accessed 28 April 2020).
-
Evans , T.P.
,
Green , G.M.
, and
Carlson , L.A.
(
2001
).
Multi-scale analysis of landcover composition and landscape management of public and private lands in Indiana
. In:
GIS and Remote Sensing Applications in Biogeography and Ecology
(eds.
A.C. Millington
,
S.J. Walsh
, and
P.E. Osborne
),
271
–
287
.
Boston
:
Springer
.
10.1007/978-1-4615-1523-4_16 Google Scholar
- Fotheringham , A.S. ( 1989 ). Scale-independent spatial analysis . In: Accuracy of Spatial Databases (eds. M.F. Goodchild and S. Gopal ), 221 – 228 . CRC Press .
- Furberg , D. , Ban , Y. , and Nascetti , A. ( 2019 ). Monitoring of urbanization and analysis of environmental impact in Stockholm with Sentinel-2A and SPOT-5 multispectral data . Remote Sensing 11 ( 20 ): 2408 .
- Furberg , D. , Ban , Y. , & Mörtberg , U. ( 2020 ). Monitoring urban green infrastructure changes and impact on habitat connectivity using high-resolution satellite data . Remote Sensing , 12 ( 18 ), 3072 .
- Gamba , P. and Aldrighi , M. ( 2012 ). SAR data classification of urban areas by means of segmentation techniques and ancillary optical data . IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 5 ( 4 ): 1140 – 1148 .
- Gibson , C.C. , Ostrom , E. , and Ahn , T.K. ( 2000 ). The concept of scale and the human dimensions of global change: a survey . Ecological Economics 32 ( 2 ): 217 – 239 .
- Haas , J. and Ban , Y. ( 2018 ). Urban land cover and ecosystem service changes based on Sentinel-2A MSI and Landsat TM data . IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 11 : 485 – 497 .
- Haas , J. , Furberg , D. , and Ban , Y. ( 2015 ). Satellite monitoring of urbanization and environmental impacts—a comparison of Stockholm and Shanghai . International Journal of Applied Earth Observation and Geoinformation 38 : 138 – 149 .
-
Haralick , R.M.
,
Shanmugam , K.
and
Dinstein , I.H.
(
1973
).
Textural features for image classification
.
IEEE Transactions on Systems, Man and Cybernetics
3
(
6
):
610
–
621
.
10.1109/TSMC.1973.4309314 Google Scholar
- Hay , G.J. , Marceau , D.J. , Dube , P. , and Bouchard , A. ( 2001 ). A multiscale framework for landscape analysis: object-specific analysis and upscaling . Landscape Ecology 16 ( 6 ): 471 – 490 .
- He , C. , Liu , Z. , Tian , J. , and Ma , Q. ( 2014 ). Urban expansion dynamics and natural habitat loss in China: a multiscale landscape perspective . Global Change Biology 20 ( 9 ): 2886 – 2902 .
- Herold , M. , Liu , X. and Clarke , K.C. ( 2003 ). Spatial metrics and image texture for mapping urban land use . Photogrammetric Engineering and Remote Sensing 69 ( 9 ): 991 – 1002 .
-
Herold , M.
,
Couclelis , H.
, and
Clarke , K.C.
(
2005
).
The role of spatial metrics in the analysis and modeling of urban land use change
.
Computers, Environment and Urban Systems
29
(
4
):
369
–
399
.
10.1016/j.compenvurbsys.2003.12.001 Google Scholar
- Ju , J. , Gopal , S. , and Kolaczyk , E.D. ( 2005 ). On the choice of spatial and categorical scale in remote sensing land cover classification . Remote Sensing of Environment 96 ( 1 ): 62 – 77 .
- Li , C. , Wang , J. , Wang , L. , Hu , L. , and Gong , P. ( 2014 ). Comparison of classification algorithms and training sample sizes in urban land classification with Landsat thematic mapper imagery . Remote Sensing 6 ( 2 ): 964 – 983 .
- Li , W. , Zhou , W. , Han , L. , and Qian , Y. ( 2019 ). Uneven urban-region sprawl of China's megaregions and the spatial relevancy in a multi-scale approach . Ecological Indicators 97 : 194 – 203 .
- Liu , S. , Costanza , R. , Troy , A. , D'Aagostino , J. , and Mates , W. ( 2010 ). Valuing New Jersey's ecosystem services and natural capital: a spatially explicit benefit transfer approach . Environmental Management 45 : 1271 – 1285 .
- Ma , Q. , He , C. , and Wu , J. ( 2016 ). Behind the rapid expansion of urban impervious surfaces in China: major influencing factors revealed by a hierarchical multiscale analysis . Land Use Policy 59 : 434 – 445 .
-
Marceau , D.J.
and
Hay , G.J.
(
1999
).
Remote sensing contributions to the scale issue
.
Canadian Journal of Remote Sensing
25
(
4
):
357
–
366
.
10.1080/07038992.1999.10874735 Google Scholar
- Minang , P.A. , van Noordwijk , M. , Freeman , O.E. , Duguma , L.A. , Mbow , C. , de Leeuw , J. , and Catacutan , D. ( 2015a ). Introduction and basic propositions . In: Climate-Smart Landscapes: Multifunctionality in Practice (eds. P.A. Minang , M. Noordwijk , O.E. Freeman , C. Mbow , J. Leeuw , D. Catacutan ), 3 – 17 . Nairobi : World Agroforestry Centre (ICRAF) .
- Minang , P.A. , Duguma , L.A. , Alemagi , D. , and van Noordwijk , M. ( 2015b ). Scale considerations in landscape approaches . In: Climate-Smart Landscapes: Multifunctionality in Practice (eds. P.A. Minang , M. Noordwijk , O.E. Freeman , C. Mbow , J. Leeuw , D. Catacutan ), 121 – 133 . Nairobi : World Agroforestry Centre (ICRAF) .
- Saura , S. , Estreguil , C. , Mouton , C. , and Rodríguez-Freire , M. ( 2011 ). Network analysis to assess landscape connectivity trends: application to European forests (1990–2000) . Ecological Indicators 11 ( 2 ): 407 – 416 .
- Scolozzi , R. and Geneletti , D. ( 2012 ). A multi-scale qualitative approach to assess the impact of urbanization on natural habitats and their connectivity . Environmental Impact Assessment Review 36 : 9 – 22 .
- Shaban , M.A. and Dikshit , O. ( 2001 ). Improvement of classification in urban areas by the use of textural features: the case study of Lucknow city, Uttar Pradesh . International Journal of Remote Sensing 22 : 565 – 593 .
- Swedish National Land Survey ( 2020 ). Product Description: GSD-Elevation Data, Grid 50+ nh . Document Version 1.2.
- Tehrany , M.S. , Pradhan , B. and Jebu , M.N. ( 2014 ). A comparative assessment between object and pixel-based classification approaches for land use/land cover mapping using SPOT 5 imagery . Geocarto International 29 ( 4 ): 351 – 369 .
- Tillväxt- och Regionplaneförvaltningen – TRF ( 2018 ). Regional Utvecklingsplan för Stockholmsregionen: RUFS 2050 (Regional Development Plan for the Stockholm Region 2050) . Report 2018: 10. TRN 2015-0015 .
- Turner , M.G. ( 1989 ). Landscape ecology: the effect of pattern on process . Annual Review of Ecology and Systematics 20 : 171 – 197 .
- Turner II , B.L. , Kasperson , R.E. , Meyer , W.B. , Dow , K.M. , Golding , D. , Kasperson , J.X. , Mitchell , R.C. , and Ratick , S.J. ( 1990 ). Two types of global environmental change: definitional and spatial-scale issues in their human dimensions . Global Environmental Change 1 ( 1 ): 14 – 22 .
- United Nations ( 2018 ). World Urbanization Prospects: The 2018 Revision, Key Facts . Department of Economic and Social Affairs, Population Division .
- Wang , J. , Zhou , W. , Pickett , S. T. , Yu , W. , and Li , W. ( 2019 ). A multiscale analysis of urbanization effects on ecosystem services supply in an urban megaregion . Science of the Total Environment 662 : 824 – 833 .
- Weng , Q. ( 2020 ). Techniques and Methods in Urban Remote Sensing . Hoboken : John Wiley & Sons, Inc.
- Wilbanks , T.J. ( 2006 ). How scale matters: some concepts and findings . In: Bridging Scales and Knowledge Systems: Concepts and Applications in Ecosystem Assessment (eds. W.V. Reid , F. Berkes , T. Wilbanks , and D. Capistrano ), 21 – 35 . Washington : Island Press .
- Wu , J. ( 2004 ). Effects of changing scale on landscape pattern analysis: scaling relations . Landscape Ecology 19 ( 2 ): 125 – 138 .
- Wu , J. and Qi , Y. ( 2000 ). Dealing with scale in landscape analysis: an overview . Geographic Information Sciences 6 ( 1 ): 1 – 5 .
- Zhang , Y. ( 2002 ). Problems in the fusion of commercial high-resolution satelitte as well as Landsat 7 images and initial solutions . International Archives of Photogrammetry Remote Sensing and Spatial Information Sciences , 34 ( 4 ), 587 – 592 .