Abstract
Increasing land surface temperature (LST) is one of the major urban climatology problems arising in urban development. In this paper, the impact of vegetation and built-up areas on the LST and impact of LST on human health are assessed using the Landsat thermal data in Bartin, Turkey. The results show that there is a constant change in the share of vegetation and built-up areas due to rapid urbanization in Bartin. Strong positive correlation has been found between NDBI and LST while strong negative correlation has been found between NDVI and LST, suggesting their strong impacts on land surface temperatures. Similarly, a strong positive correlation has been observed between LST, sleep deprivation, and heat stress. This study provides precise information on effects of urbanization and man-made activities, which cause major changes in micro-climate and human health in the city. This study can assist decision-makers or planners to plan future developments sustainably.
Similar content being viewed by others
Availability of data and materials
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
Code availability
Not applicable.
References
Adigüzel, A. D., & Çetin, İZ. (2022). Urbanization models suitable for thermal-bioclimatic comfort levels. Kastamonu University Journal of Engineering and Sciences, 8(1), 78–89.
Adiguzel, F., Cetin, M., Kaya, E., Simsek, M., Gungor, S., & Bozdogan Sert, E. (2020). Defining suitable areas for bioclimatic comfort for landscape planning and landscape management in Hatay, Turkey. Theoretical and Applied Climatology, 139(3), 1493–1503. https://doi.org/10.1007/s00704-019-03065-7
Adiguzel, F., Cetin, M., Dogan, M., Gungor, S., Kose, M., Bozdogan Sert, E., & Kaya, E. (2022a). The assessment of the thermal behavior of an urban park surface in a dense urban area for planning decisions. Environmental Monitoring and Assessment, 194(7), 519.
Adiguzel, F., Bozdogan Sert, E., Dinc, Y., Cetin, M., Gungor, S., Yuka, P., Sertkaya Dogan, O., Kaya, E., Karakaya, K., & Vural, E. (2022b). Determining the relationships between climatic elements and thermal comfort and tourism activities using the tourism climate index for urban planning: a case study of Izmir Province. Theoretical and Applied Climatology, 147(3), 1105–1120. https://doi.org/10.1007/s00704-021-03874-9
Akbari, H., Bretz, S., Kurn, D. M., & Hanford, J. (1997). Peak power and cooling energy savings of high-albedo roofs. Energy and Buildings, 25(2), 117–126. https://doi.org/10.1016/s0378-7788(96)01001-8
Bartin. (2021). NDVI, NDBI & NDWI Calculation Using Landsat 7,8, the report of Ph.D. dissertation in Bartin University, Institute of Science, and Department of Forest Engineering, YOK 100/2000 Scholarship, Program of Sustainable Forestry, Institute of Graduate School, Department of Forest Engineering, Bartin, Turkey (September 2021).
Bozdogan Sert, E., Kaya, E., Adiguzel, F., Cetin, M., Gungor, S., Zeren Cetin, I., & Dinc, Y. (2021). Effect of the surface temperature of surface materials on thermal comfort: a case study of Iskenderun (Hatay, Turkey). Theoretical and Applied Climatology, 144(1–2), 103–113.
Cetin, M. (2015). Determining the bioclimatic comfort in Kastamonu City. Environmental Monitoring and Assessment, 187, 1–10.
Cetin, M. (2016a). Sustainability of urban coastal area management: A case study on Cide. Journal of Sustainable Forestry, 35(7), 527–541.
Cetin, M. (2016b). Determination of bioclimatic comfort areas in landscape planning: A case study of Cide Coastline. Turkish Journal of Agriculture-Food Science and Technology, 4(9), 800–804.
Cetin, M. (2019). The effect of urban planning on urban formations determining bioclimatic comfort area’s effect using satellitia imagines on air quality: a case study of Bursa city. Air Quality, Atmosphere & Health, 12(10), 1237–1249.
Cetin, M. (2020). The changing of important factors in the landscape planning occur due to global climate change in temperature, Rain and climate types: A case study of Mersin City. Turkish Journal of Agriculture-Food Science and Technology, 8(12), 2695–2701.
Cetin, M., Adiguzel, F., Kaya, O., & Sahap, A. (2018). Mapping of bioclimatic comfort for potential planning using GIS in Aydin. Environment, Development and Sustainability, 20, 361–375.
Cetin, M., Adiguzel, F., & Zeren Cetin, I. (2022a). Determination of the effect of urban forests and other green areas on surface temperature in Antalya. In M.N. Suratman (Ed.), Concepts and applications of remote sensing in forestry. Singapore: Springer. https://doi.org/10.1007/978-981-19-4200-6_16
Cetin, M., & Alrabiti, O. B. M. (2022). Determination of appropriate areas in terms of bio comfort by using summer temperature index with the help of GIS throughout Ordu province. Journal of Design for Resilience in Architecture and Planning, 3(3), 409–417.
Cetin, M., Isik Pekkan, O., Bilge Ozturk, G., Senyel Kurkcuoglu, M. A., Kucukpehlivan, T., & Cabuk, A. (2022b). Examination of the change in the vegetation around the Kirka Boron mine site by using remote sensing techniques. Water, Air, & Soil Pollution, 233(7), 254.
Chen, X. L., Zhao, H. M., Li, P. X., & Yin, Z. Y. (2006). Remote sensing image-based analysis of the relationship between urban heat island and land use/cover changes. Remote Sensing of Environment, 104(2), 133–146. https://doi.org/10.1016/j.rse.2005.11.016
Degerli, B., & Çetin, M. (2022a). Evaluation from rural to urban scale for the effect of NDVI-NDBI indices on land surface temperature, in Samsun, Türkiye. Turkish Journal of Agriculture-Food Science and Technology, 10(12), 2446–2452.
Degerli, B., & Çetin, M. (2022b). Using the remote sensing method to simulate the land change in the year 2030. Turkish Journal of Agriculture-Food Science and Technology, 10(12), 2453–2466.
Dodman, D., & Satterthwaite, D. (2008). Institutional capacity, climate change adaptation and the urban poor. IDS Bulletin, 39(4), 67–74. https://doi.org/10.1111/j.1759-5436.2008.tb00478.x
Dolney, T. J., & Sheridan, S. C. (2006). The relationship between extreme heat and ambulance response calls for the city of Toronto, Ontario. Canada. Environmental Research, 101(1), 94–103. https://doi.org/10.1016/j.envres.2005.08.008
Du, C., Ren, H., Qin, Q., Meng, J., & Zhao, S. (2015). A practical splitwindow algorithm for estimating land surface temperature from Landsat 8 data. Remote Sensing, 7(1), 647–665. https://doi.org/10.3390/rs70100647
Gao, F., Jin, Y., Li, X., Schaaf, C. B., & Strahler, A. H. (2002). Bidirectional NDVI and atmospherically resistant BRDF inversion for vegetation canopy. IEEE Transactions on Geoscience and Remote Sensing, 40(6), 1269–1278. https://doi.org/10.1109/TGRS.2002.800241
Hajat, S., & Kosatky, T. (2010). Heat-related mortality: A review and exploration of heterogeneity. Journal of Epidemiology and Community Health, 64(9), 753–760. https://doi.org/10.1136/jech.2009.087999
Harlan, S. L., Brazel, A. J., Prashad, L., Stefanov, W. L., & Larsen, L. (2006). Neighborhood microclimates and vulnerability to heat stress. Social Science & Medicine, 63(11), 2847–2863.
Hester, E. T., & Bauman, K. S. (2013). Stream and retention pond thermal response to heated summer runoff from urban impervious surfaces. Journal of the American Water Resources Association, 49(2), 328–342. https://doi.org/10.1111/jawr.12019
Hulme, M. (2014). Attributing weather extremes to ‘climate change’: A review. Progress in Physical Geography, 38(4), 499–511. https://doi.org/10.1177/0309133314538644
Liu, H., & Weng, Q. (2008). Seasonal variations in the relationship between landscape pattern and land surface temperature in Indianapolis, USA. Environmental Monitoring and Assessment, 144(1–3), 199–219. https://doi.org/10.1007/s10661-007-9979-5
Liu, H., & Weng, Q. (2012). Enhancing temporal resolution of satellite imagery for public health studies: A case study of West Nile Virus outbreak in Los Angeles in 2007. Remote Sensing of Environment, 117, 57–71. https://doi.org/10.1016/j.rse.2011.06.023
Liu, L., & Zhang, Y. (2011). Urban heat island analysis using the landsat TM data and ASTER Data: A case study in Hong Kong. Remote Sensing, 3(7), 1535–1552. https://doi.org/10.3390/rs3071535
Mallick, J. (2014). Land characterization analysis of surface temperature of semi-arid mountainous city Abha, Saudi Arabia using remote sensing and GIS. Journal of Geographic Information System, 06(06), 664–676. https://doi.org/10.4236/jgis.2014.66055
Meze-Hausken, E. (2008). On the (im-) possibilities of defining human climate thresholds. Climatic Change, 89(3), 299–324.
Ortakavak, Z., Çabuk, S. N., Cetin, M., Senyel Kurkcuoglu, M. A., & Cabuk, A. (2020). Determination of the nighttime light imagery for urban city population using DMSP-OLS methods in Istanbul. Environmental Monitoring and Assessment, 192, 1–17.
Purevdorj, T. S., Tateishi, R., Ishiyama, T., & Honda, Y. (1998). Relationships between percent vegetation cover and vegetation indices. International Journal of Remote Sensing, 19(18), 3519–3535. https://doi.org/10.1080/014311698213795
Qin, Z., Karnieli, A., & Berliner, P. (2001). A mono-window algorithm for retrieving land surface temperature from Landsat TM data and its application to the Israel-Egypt border region. International Journal of Remote Sensing, 22(18), 3719–3746. https://doi.org/10.1080/01431160010006971
Rifkin, D. I., Long, M. W., & Perry, M. J. (2018). Climate change and sleep: A systematic review of the literature and conceptual framework. Sleep Medicine Reviews, 42, 3–9. https://doi.org/10.1016/j.smrv.2018.07.007
Rosenfeld, A. H., Akbari, H., Romm, J. J., & Pomerantz, M. (1998). Cool communities: Strategies for heat island mitigation and smog reduction. Energy and Buildings, 28(1), 51–62.
Rozenstein, O., Qin, Z., Derimian, Y., & Karnieli, A. (2014). Derivation of land surface temperature for landsat-8 TIRS using a split window algorithm. Sensors (switzerland), 14(4), 5768–5780. https://doi.org/10.3390/s140405768
Shahmohamadi, P., Che-Ani, A. I., Etessam, I., Maulud, K. N. A., & Tawil, N. M. (2011). Healthy environment: The need to mitigate urban heat island effects on human health. Procedia Engineering, 20, 61–70. https://doi.org/10.1016/j.proeng.2011.11.139
Sherwood, S. C., & Huber, M. (2010). An adaptability limit to climate change due to heat stress. Proceedings of the National Academy of Sciences of the United States of America, 107(21), 9552–9555. https://doi.org/10.1073/pnas.0913352107
Singh, P., Kikon, N., & Verma, P. (2017). Impact of land use change and urbanization on urban heat island in Lucknow city, Central India. A remote sensing based estimate. Sustainable Cities and Society, 32, 100–114. https://doi.org/10.1016/j.scs.2017.02.018
Sobrino, J. A., Jiménez-Muñoz, J. C., & Paolini, L. (2004). Land surface temperature retrieval from LANDSAT TM 5. Remote Sensing of Environment, 90(4), 434–440. https://doi.org/10.1016/j.rse.2004.02.003
Tan, J., Zheng, Y., Tang, X., Guo, C., Li, L., Song, G., & Chen, H. (2010). The urban heat island and its impact on heat waves and human health in Shanghai. International Journal of Biometeorology, 54(1), 75–84. https://doi.org/10.1007/s00484-009-0256-x
TSMS. (2021). Turkish general directorate of state meteorology. Data came from the Turkish State of Meteorological Service. Retrieved August 28, 2021, from https://www.mgm.gov.tr/eng/forecast-cities.aspx
Tucker, C. J. (1979). Red and photographic infrared linear combinations for monitoring vegetation. Remote Sensing of Environment, 8(2), 127–150.
Varol, T., Atesoglu, A., Ozel, H. B., & Cetin, M. (2023). Copula-based multivariate standardized drought index (MSDI) and length, severity, and frequency of hydrological drought in the Upper Sakarya Basin, Turkey. Natural Hazards, 1–15.
Wang, F., Qin, Z., Song, C., Tu, L., Karnieli, A., & Zhao, S. (2015). An improved mono-window algorithm for land surface temperature retrieval from landsat 8 thermal infrared sensor data. Remote Sensing, 7(4), 4268–4289. https://doi.org/10.3390/rs70404268
Zeren Cetin, I., Ozel, H. B., & Varol, T. (2020). Integrating of settlement area in urban and forest area of Bartin with climatic condition decision for managements. Air Quality, Atmosphere & Health, 13, 1013–1022.
Zeren Cetin, I., & Sevik, H. (2020). Investigation of the relationship between bioclimatic comfort and land use by using GIS and RS techniques in Trabzon. Environmental Monitoring and Assessment, 192, 1–14.
Zeren Cetin, I., Varol, T., Ozel, H. B., & Sevik, H. (2023). The effects of climate on land use/cover: a case study in Turkey by using remote sensing data. Environmental Science and Pollution Research, 30(3), 5688–5699.
Zha, Y., Gao, J., & Ni, S. (2003). Use of normalized difference built-up index in automatically mapping urban areas from TM imagery. International Journal of Remote Sensing, 24(3), 583–594. https://doi.org/10.1080/01431160304987
Acknowledgements
All authors were informed about the data quality assurance tests performed by the national service. We thank the Turkish General Directorate of State Meteorology for providing data. Since the data used in the analyses were obtained from the General Directorate of State Meteorology, there was no problem in terms of reliability (TSMS, 2021). Data came from the Turkish State of Meteorological Service, accessed on 28/08/2021, https://www.mgm.gov.tr/eng/forecast-cities.aspx. The authors thank the support by the Republic of Turkey Ministry of Agriculture and Forestry, General Directorate of Forest Engineering and the General Directorate of Meteorology for their prompt responses to our requests. As authors, I would like to thank my Ph.D. advisor of Bartin University and the General Forest Directorate for their support and assistance. This research has been produced from a part of Ilknur Zeren Cetin’s Ph.D. dissertation in Bartin University, Institute of Science, and Department of Forest Engineering. I thank Bartin University, YOK 100/2000 Scholarship, Program of Sustainable Forestry, Institute of Graduate School, Department of Forest Engineering, Bartin, Turkey. We thank YÖK for the 100/2000 PhD Scholarship Project and TÜBİTAK for their support.
Funding
Tubitak YOK 100/2000 Scholarship.
Author information
Authors and Affiliations
Contributions
IZC: materials, data collection and/or processing, literature search; TV: literature search, design, resources; HBO: design, resources, design, resources; IZC: writing, materials, analysis and/or interpretation.
Corresponding author
Ethics declarations
Ethical approval
Not applicable.
Consent to participate
Not applicable.
Consent for publication
Not applicable.
Conflict of interest
The authors declare no competing interests.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Zeren Cetin, I., Varol, T. & Ozel, H.B. A geographic information systems and remote sensing–based approach to assess urban micro-climate change and its impact on human health in Bartin, Turkey. Environ Monit Assess 195, 540 (2023). https://doi.org/10.1007/s10661-023-11105-z
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10661-023-11105-z