Analysis of land use/ cover changes in Ardabil province using landscape metrics
Subject Areas : Natural resources and environmental managementAzad Kakehmami 1 , Mehdi Moameri 2 , Ardavan Ghorbani 3 , Sahar Ghafari 4
1 - PhD. Student of Rangeland Science, Department of Natural Resources, Faculty of Agricultural and Natural Resources, University of Mohaghegh Ardabili, Ardabil, Iran
2 - Associate Professor, Plant Sciences and Medicinal Plants, Faculty of Agricultural and Natural Resources, University of Mohaghegh Ardabili, Ardabil, Iran
3 - Associate Professor, Department of Natural Resources, Faculty of Agricultural and Natural Resources, University of Mohaghegh Ardabili, Ardabil, Iran
4 - PhD. Graduated of Rangeland Science, Department of Natural Resources, Faculty of Agriculture and Natural Resources, University of Mohaghegh Ardabili, Ardabil, Iran
Keywords: remote sensing, Number of patches, Patch density, Largest patch index, Edge density, Object-baed,
Abstract :
Background and ObjectiveAssessing the process of land use and land cover (LULC) changes leads to a clear understanding of how humans and the environment interact. Landscape metrics can be used as a basis for comparing different scenarios of landscape or recognizing changes and developments in landscape over time. The use of landscape metrics, while saving time, makes it possible to assess the environmental impact of human activities in the shortest time. Population growth in recent decades, the region's high potential for farming, rising expectations and higher demand for income, low employment rates, tourism in the region, the development of communication routes, as well as inappropriate decisions in recent years have led to many changes in Ardabil province. Given the ecological importance of the study area, it seems that the analysis of the relationship between landscape metrics and LULC changes of Ardabil province in the period 1987 to 2015 is a way to quantify the impact of these changes on the landscape. Materials and MethodsIn this study, the data of Landsat 5 Thematic Mapper (TM) sensor (1987) and Landsat 8 Operational Land Imager (OLI) sensor (2015) were used in a 28-year period to evaluate the trend of LULC changes in Ardabil province. In order to accuracy assessment and geometric correction of LULC maps, 1:25000 topographic maps of the National Cartographic Center of Iran were used. After preparing LULC change maps, LULC metrics were extracted using the FRAGSTATS software. In order to avoid the production of additional information, based on the literature review and expert knowledge, and according to the appropriateness of the criteria with the aim of studying and paying attention to the correlation between there, a set of landscape metrics related to LULC change was extracted. Then, the index of class area (CA), percentage of landscape (PL), number of patches (NP), mean patch size (MPS), edge density (ED), largest patch index (LPI), total edge(TE) and patch density (PD) were calculated and their relationship to LU/LC changes was analyzed by comparative analysis method. Results and Discussion The biggest change in the mean patch size of LULC in the period of 1987 to 2015 (75186 and 1164.354 hectares, respectively) is related to rangelands with a decreasing trend. Population growth in recent years and the resulting to decrease distances between urban and rural areas, low-density construction, transportation network development, and strip or linear growth have led to an increase in the number of man-made patches over time. Moreover, in order to access the living needs, Due to the climatic potential there is an increase in farmlands by changing rangelands throughout the region, especially in the north (Parsabad and Bilesvar counties) and south (Khalkhal county) of Ardabil province, which reduces the percentage of rangelands (From 58.17 to 53.89%). In fact, the process of rangelands change is fragmented, which reduces the mean patch size and, in other words, reduces the stability of the rangelands. On the other hand, man-made land use types have spread in a very heterogeneous and inappropriate way in Ardabil province, which has increased the common border with natural patch and as a result has increased the influence on natural patch (forests and rangelands) and further destroyed them. The increase in class area, largest patch index, total edge, patch density and number of patches of water bodies in the period 1987 to 2015 are due to the increased construction of dams in this period. The increase in requirement and the desire to produce more, and on the other hand the availability of water resources in this period, has changed the rangelands to farmlands (irrigated farming) and as a result, the development of agricultural levels in the region. On the other hand, with the increase of water resources in the province, in the largest patch index of the patches occurred during the study period in dry farming lands. Evaluation of the number of patches showed that the biggest change during the period 1987 to 2015 was related to dry farming class with an increasing trend (2651 patches), which due to human population growth in recent decades, high potential of the region for agriculture and increasing expectations and demand to earn money, this increase indicates the fragmentation and disruption of the landscape, which has resulted in a decrease in forest and rangelands and an increase in farmland land uses. The highest changes in edge density in the period 1987 to 2015 are related to rangelands with an increasing trend (11.78 m/ha) and the lowest change in edge density is related to the forest with an increasing trend (0.66 m/ha). Comparison of edge density showed that the expansion of man-made lands and the increase in agricultural land use (dry and irrigated farming) have increased the edge density of rangeland patches and have been fragmented more than other. The increase in the agriculture level due to the joining of the patches to each other has caused the decrease in the number of patches and the increase in the mean patch size due to the reduction of fragmentation. From the increase in the number of patches in the study period (from 20065 to 23802 patches), it can be concluded that due to human intervention and occupation, the tendency of land appearance in Ardabil province is towards fine-grained structure and the number of man-made artificial and semi-natural patches which has reduced forest and rangelands. The results showed that residential and farmlands (dry and irrigated farming) during the study period had a perfectly aligned change trend, while the reverse trend with forest and rangelands, which can be due to the direct effect and intensity of human presence in determining the distribution pattern for all kinds of LULC. Conclusion Due to the uncontrolled growth of residential and farmlands (dry and irrigated farming) in recent years, to prevent further destruction and also to preserve forests and rangelands, it is recommended to perform land use planning based on structural elements and concepts of landscape. The change in the landscape structure has taken in land use types with different degrees, and quantifying these changes using landscape metrics is one of the issues which can help analyze the pattern of spatial changes.
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Kakehmami A, Ghorbani A, Kayvan BF, Mirzaei MA. 2017. Comparison of visual and digital interpretation methods of land use/cover mapping in Ardabil province. Journal of RS and GIS for Natural Resources, 8(3): 121-134. (In Persian)
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Mirzaei Sh, Esmali-Ouri A, Mostafazadeh R, Ghorbani A, Mirzaei S. 2018. Flood hydrograph simulation and analysis of its components with landscape metrics in Amoughin watershed, Ardabil province. Journal of Ecohydrology, 5 (2): 357-372. doi:https://doi.org/10.22059/IJE.2018.231141.547. (In Persian)
Mohammadyari F, Mirsanjari MM, Zarandian A. 2019. Monitoring of vegetation changes in Karaj watershed using NDVI index and gradient analysis. Journal of RS and GIS for Natural Resources, 9(4): 55-72. (In Persian)
Mostafazadeh R, Jafari A, Keivan-behjou F. 2018. Comparing the rangelands structure and degradation of landscape connectivity in Iril sub-watersheds, Ardabil province. Iranian Journal of Applied Ecology, 7(1): 41-53.
Msofe NK, Sheng L, Lyimo J. 2019. Land use change trends and their driving forces in the Kilombero Valley Floodplain, Southeastern Tanzania. Sustainability, 11(2): 505. doi:https://doi.org/10.3390/su11020505.
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Nazarnejad H, Hoseini M, Hamze S. 2018. Analysis of temporal-spatial variations of land use in Predanan Piranshahr using landScape metrics. Journal of Forest Research and Development, 4(2): 241-255. (In Persian)
Nazarnejad H, Hoseini M, Irani T. 2018. Using landscape metrics to assess the structure changes of the landscape of Gharasou watershed in Kermanshah. Journal of Geography and Environmental Hazards, 7(26): 23-36. . doi:https://doi.org/10.22067/geo.v7i2.66958. (In Persian)
Saeed Sabaee M, Salman Mahiny R, Shahraeini SM, Mirkarimi SH, Dabiri N. 2016. Use of landscape metrics in land use allocation. Journal of Town and Country Planning, 8(1): 155-175. . doi:https://doi.org/10.22059/JTCP.2016.59264. (In Persian)
Singh SK, Srivastava PK, Szabó S, Petropoulos GP, Gupta M, Islam T. 2017. Landscape transform and spatial metrics for mapping spatiotemporal land cover dynamics using Earth Observation data-sets. Geocarto International, 32(2): 113-127. doi:10.1080/10106049.2015.1130084.
Southworth J, Munroe D, Nagendra H. 2004. Land cover change and landscape fragmentation—comparing the utility of continuous and discrete analyses for a western Honduras region. Agriculture, Ecosystems & Environment, 101(2): 185-205. doi:https://doi.org/10.1016/j.agee.2003.09.011.
Szabó S, Túri Z, Márton S. 2014. Factors biasing the correlation structure of patch level landscape metrics. Ecological Indicators, 36: 1-10. doi:https://doi.org/10.1016/j.ecolind.2013.06.030.
Weng Y-C. 2007. Spatiotemporal changes of landscape pattern in response to urbanization. Landscape and Urban Planning, 81(4): 341-353. doi:https://doi.org/10.1016/j.landurbplan.2007.01.009.
_||_Abdolalizadeh Z, Ebrahimi A, Mostafazadeh R. 2019. Landscape pattern change in Marakan protected area, Iran. Regional Environmental Change, 19(6): 1683-1699. doi:10.1007/s10113-019-01504-9.
Abdolshahnejad M, Nazari Samanni AA, Ghorbani M, Orsham A, Taheri F. 2019. Monitoring trend of land use changes and its role on the landscape metrics (A case study: North-east Ahvaz). Iranian Journal of Range and Desert Research, 26(2): 325-339. doi:https://doi.org/10.22092/IJRDR.2019.119355. (In Persian)
Baatz M, Benz U, Dehghani S, Heynen M, Höltje A, Hofmann P, Lingenfelder I, Mimler M, Sohlbach M, Weber M. 2004. eCognition professional user guide 4. Definiens Imaging, Munich, 365 p.
Castillo Martinez del E, García-Martin A, Longares Aladrén LA, de Luis M. 2015. Evaluation of forest cover change using remote sensing techniques and landscape metrics in Moncayo Natural Park (Spain). Applied Geography, 62: 247-255. doi:https://doi.org/10.1016/j.apgeog.2015.05.002.
Ganasri BP, Dwarakish GS. 2015. Study of Land use/land Cover Dynamics through Classification Algorithms for Harangi Catchment Area, Karnataka State, INDIA. Aquatic Procedia, 4: 1413-1420. doi:https://doi.org/10.1016/j.aqpro.2015.02.183.
Ghorbani A, Kakemami A, Kavianpour H. 2002. Change detection of urban areas in Ardabil Province during the last 5 decades using aerial photography and Landsat images. In: Proceedings of the 23th Asian conference on remote sensing, ACRS 2002 : 25-29 November 2002, Kathmandu : CD-ROM. - Kathmandu : Asian Association on Remote Sensing (AARS) ; Survey Department HMG, 2002. Kathmandu, Nepal. 4 p.
Günlü A, Kadıoğulları AI, Keleş S, Başkent EZ. 2009. Spatiotemporal changes of landscape pattern in response to deforestation in Northeastern Turkey: a case study in Rize. Environmental Monitoring and Assessment, 148(1): 127-137. doi:10.1007/s10661-007-0144-y.
Herold M, Couclelis H, Clarke KC. 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. doi:https://doi.org/10.1016/j.compenvurbsys.2003.12.001.
Hosseini Vardei M, Mahiny AS, Monavari M, Zarkesh MK. 2012. Using landscape metrics in cumulative effects assessment of road network on tree cover. Journal of Natural Environment, 65(2): 139-152. doi:https://doi.org/10.22059/JNE.2012.29598. (In Persian)
Jensen JR. 1996. Introductory digital image processing: a remote sensing perspective. vol Ed. 4. Prentice-Hall Inc. 656 p.
Joorabian Shooshtari Sh, Shayesteh K, Gholamalifard M, Azari M, López-Moreno JI. 2017. The Role of Landscape Metrics and Spatial Processes in Performance Evaluation of GEOMOD (Case Study: Neka River Basin). Journal of Geography and Sustainability of Environment, 7(3): 63-80. (In Persian)
Kakehmami A, Ghorbani A, Kayvan BF, Mirzaei MA. 2017. Comparison of visual and digital interpretation methods of land use/cover mapping in Ardabil province. Journal of RS and GIS for Natural Resources, 8(3): 121-134. (In Persian)
Karami A, Feghhi J. 2012. Investigation of Quantitative metrics to protect the landscape in land use by sustainable pattern (Case study: Kohgiluyeh and Boyer Ahmad). Journal of Environmental Studies, 37(60): 79-88. (In Persian)
Kharazmi R, Abdollahi AA, Rahdari MR, Karkon varnosfaderani M. 2016. Monitoring land use change and its impacts on land degradation and desertification trend using landsat satellite images (Case study: East of Iran, Hamoon Wetland). Journal of Arid Regions Geographic Studies, 7(25): 64-75. (In Persian)
Kiyani V, Feghhi J. 2015. Investigation of cover/land use structure of sefidrod watershed by landscape ecology metrics. Journal of Environmental Science and Technology, 17 (2): 131-141. (In Persian)
Kumar M, Denis DM, Singh SK, Szabó S, Suryavanshi S. 2018. Landscape metrics for assessment of land cover change and fragmentation of a heterogeneous watershed. Remote Sensing Applications: Society and Environment, 10: 224-233. doi:https://doi.org/10.1016/j.rsase.2018.04.002.
Mehri S, Mostafazadeh R, Esmali-Ouri A, Ghorbani A. 2017. Spatial and temporal variations of Base Flow Index (BFI) for the Ardabil province river, Iran. Journal of the Earth and Physics, 43(3): 623-634. (In Persian)
Melhosseini Darani K, Mortazavi S, Hosseini SM, Shayesteh K, Falahatkar S. 2018. Investigating the visual pollution of non-heterogeneous land uses in the tourist areas (Case study: Dohezar and Sehezar forests of Tonekabon). Journal of RS and GIS for Natural Resources, 9 (2): 47-58. (In Persian)
Mirzaei Sh, Esmali-Ouri A, Mostafazadeh R, Ghorbani A, Mirzaei S. 2018. Flood hydrograph simulation and analysis of its components with landscape metrics in Amoughin watershed, Ardabil province. Journal of Ecohydrology, 5 (2): 357-372. doi:https://doi.org/10.22059/IJE.2018.231141.547. (In Persian)
Mohammadyari F, Mirsanjari MM, Zarandian A. 2019. Monitoring of vegetation changes in Karaj watershed using NDVI index and gradient analysis. Journal of RS and GIS for Natural Resources, 9(4): 55-72. (In Persian)
Mostafazadeh R, Jafari A, Keivan-behjou F. 2018. Comparing the rangelands structure and degradation of landscape connectivity in Iril sub-watersheds, Ardabil province. Iranian Journal of Applied Ecology, 7(1): 41-53.
Msofe NK, Sheng L, Lyimo J. 2019. Land use change trends and their driving forces in the Kilombero Valley Floodplain, Southeastern Tanzania. Sustainability, 11(2): 505. doi:https://doi.org/10.3390/su11020505.
Nasiri V, Darvishsefat AA. 2018. Change detection and analysis of land use/land cover changes using ecological landscape metrics (Case study: Arasbaran region, 1990-2014). Journal of Wood and Forest Science and Technology, 25(4): 1-18. . doi:https://doi.org/10.22069/jwfst.2019.14944.1744. (In Persian)
Nazarnejad H, Hoseini M, Hamze S. 2018. Analysis of temporal-spatial variations of land use in Predanan Piranshahr using landScape metrics. Journal of Forest Research and Development, 4(2): 241-255. (In Persian)
Nazarnejad H, Hoseini M, Irani T. 2018. Using landscape metrics to assess the structure changes of the landscape of Gharasou watershed in Kermanshah. Journal of Geography and Environmental Hazards, 7(26): 23-36. . doi:https://doi.org/10.22067/geo.v7i2.66958. (In Persian)
Saeed Sabaee M, Salman Mahiny R, Shahraeini SM, Mirkarimi SH, Dabiri N. 2016. Use of landscape metrics in land use allocation. Journal of Town and Country Planning, 8(1): 155-175. . doi:https://doi.org/10.22059/JTCP.2016.59264. (In Persian)
Singh SK, Srivastava PK, Szabó S, Petropoulos GP, Gupta M, Islam T. 2017. Landscape transform and spatial metrics for mapping spatiotemporal land cover dynamics using Earth Observation data-sets. Geocarto International, 32(2): 113-127. doi:10.1080/10106049.2015.1130084.
Southworth J, Munroe D, Nagendra H. 2004. Land cover change and landscape fragmentation—comparing the utility of continuous and discrete analyses for a western Honduras region. Agriculture, Ecosystems & Environment, 101(2): 185-205. doi:https://doi.org/10.1016/j.agee.2003.09.011.
Szabó S, Túri Z, Márton S. 2014. Factors biasing the correlation structure of patch level landscape metrics. Ecological Indicators, 36: 1-10. doi:https://doi.org/10.1016/j.ecolind.2013.06.030.
Weng Y-C. 2007. Spatiotemporal changes of landscape pattern in response to urbanization. Landscape and Urban Planning, 81(4): 341-353. doi:https://doi.org/10.1016/j.landurbplan.2007.01.009.