Monitoring the evolution of a wetland pattern near Addis Ababa with the use of Landsat data (1986-2019)
DOI:
https://doi.org/10.55779/ng41166Keywords:
GIS software, land use, land cover, remote sensing, wetlandsAbstract
A wetland is an area of land that is covered by water, whether salt, fresh, or somewhere in between, either seasonally or permanently. It operates as a separate ecosystem. Wetlands are distinguished from other types of land or bodies of water primarily by vegetation that has adapted to moist soil. However, this study focused on identifying wetlands, and change in Addis Ababa, the study employs remote sensing and GIS software. USSG provides free pictures from Landsat 5 TM and Landsat 8 OLI. The area is separated into six classes, with a Confusion Matrix reaching an accuracy of 95.58% for images taken between 1986 and 2019, and 86% in 2019. The Kappa Coefficients (k) are 0.8645 and 0.82, respectively. The Confusion Matrix also reports the Kappa Coefficient (k), which is another indicator of categorization accuracy. The k values for the picture classifications in 1986 and 2019 were 0.8645 and 0.82, respectively. Wetlands totaled 52.66 km2 of land in the original condition (1986) image; in 2019, that figure had reduced to 17.03 km2. The distribution of land cover types in 1986 and 2019 for built-up and other concerns influenced the demise of the marsh in and around the city. To develop a smart city and a green, climate-resilient economy, immediate and mid-term restoration management plans are required.
Metrics
References
Abdu HA (2019). Classification accuracy and trend assessments of land cover-land use changes from principal components of land satellite images. International Journal of Remote Sensing 40(4):1275-1300. https://doi.org/10.1080/01431161.2018.1524587
Abebe Y, Bitew M, Ayenew T, Alo C, Cherinet A, Dadi M (2018). Morphometric change detection of Lake Hawassa in the Ethiopian rift valley. Water 10(5):625. https://doi.org/10.3390/w10050625
Arfanuzzaman M, Dahiya B (2019). Sustainable urbanization in Southeast Asia and beyond: Challenges of population growth, land use change, and environmental health. Growth and Change 50(2):725-744. https://doi.org/10.1111/grow.12297
Balew A, Semaw F (2021). Impacts of land-use and land-cover changes on surface urban heat islands in Addis Ababa city and its surrounding. In: Environment, Development and Sustainability. Springer Netherlands. https://doi.org/10.1007/s10668-021-01472-3
Belotti C, Barbara F, Barucci M, Bianchini G, D’Amato F, Del Bianco S, … Palchetti L (2023). The Far-Infrared Radiation Mobile Observation System (FIRMOS) for spectral characterization of the atmospheric emission. Atmospheric Measurement Techniques 16(10):2511-2529. https://doi.org/10.5194/amt-16-2511-2023
Chavula P, Turyasingura B (2022). Critical thinking on green economy for sustainable development in Africa. International Journal of Academic and Applied Research 6(8):181-188.
Chignell SM, Laituri MJ, Young NE, Evangelista PH (2019). Afroalpine wetlands of the Bale Mountains, Ethiopia: Distribution, dynamics, and conceptual flow model. Annals of the American Association of Geographers 109(3):791-811. https://doi.org/10.1080/24694452.2018.1500439
Degefu MA, Argaw M, Feyisa GL, Degefa S (2021). Effects of urbanization on the relationship between greenspace patterns and evolution of regional heat island in cities of Ethiopia. Chinese Journal of Population, Resources and Environment 19(4):330-343. https://doi.org/10.1016/j.cjpre.2022.01.006
Degefu MA, Argaw M, Feyisa GL, Degefa S (2023). Dynamics of green spaces surface temperature intensity nexus in cities of Ethiopia. Heliyon 9(2):e13274. https://doi.org/10.1016/j.heliyon.2023.e13274
Endale B (2022). Urban expansion and its impacts on the life of expropriated farmers in the outskirt Nifas Silk sub-city, Addis Ababa. Ethiopian Journal of Business and Economics 12(2):158-185.
Feyisa GL, Dons K, Meilby H (2014). Efficiency of parks in mitigating urban heat island effect: An example from Addis Ababa. Landscape and Urban Planning 123:87-95. https://doi.org/10.1016/j.landurbplan.2013.12.008
Feyisa K, Beyene S, Angassa A, Said MY, de Leeuw J, Abebe A, Megersa B (2017). Effects of enclosure management on carbon sequestration, soil properties, and vegetation attributes in East African rangelands. Catena 159:9-19. https://doi.org/10.1016/j.catena.2017.08.002
Fosu-Amankwah K, Bessardon GEQ, Quansah E, Amekudzi LK, Brooks BJ, Damoah R (2021). Assessment of aerosol burden over Ghana. Scientific African 14:e00971. https://doi.org/10.1016/j.sciaf.2021.e00971
Garedew KF, Wedajo MA, Belete MD (2023). Spatio-temporal change of wetland and their effects on wetland biodiversity in Dinsho District, Bale Mountain Eco-Region, Southeast Ethiopia. https://doi.org/10.21203/rs.3.rs-3174257/v1
Gebresllassie H, Gashaw T, Mehari A (2014). Wetland degradation in Ethiopia: causes consequences and remedies. Journal of Environment and Earth Science 4(11):40-48.
Goswami A, Sharma D, Mathuku H, Gangadharan SMP, Yadav CS, Sahu SK, Pradhan MK, Singh J, Imran H (2022). Change detection in remote sensing image data comparing algebraic and machine learning methods. Electronics 11(3):431. https://doi.org/10.3390/electronics11030431
Hegazy IR, Kaloop MR (2015). Monitoring urban growth and land use change detection with GIS and remote sensing techniques in Daqahlia governorate Egypt. International Journal of Sustainable Built Environment 4(1):117-124. https://doi.org/10.1016/j.ijsbe.2015.02.005
Holman JR, Marshall RC, Jordan B, Vogelman L (2001). Technical competency in flexible sigmoidoscopy. The Journal of the American Board of Family Practice 14(6):424-429.
Huyen NT, Viet PB, Nguyen LD (2020). Assessing the applicability of radar and optical images in monitoring a mangrove forest: A case study of Ca Mau Province, Vietnam. Methodologies Supportive of Sustainable Development in Agriculture and Natural Resources Management, 181.
Hyka I, Hysa A, Dervishi S, Solomun MK, Kuriqi A, Vishwakarma DK, Sestras P (2022). Spatiotemporal dynamics of landscape transformation in western Balkans’ metropolitan areas. Land 11(11):1892. https://doi.org/10.3390/land11111892
Jenberu AA, Admasu TG (2020). Urbanization and land use pattern in Arba Minch town, Ethiopia: driving forces and challenges. GeoJournal 85(3):761-778. https://doi.org/10.1007/s10708-019-09998-w
Kingsford RT, Bino G, Finlayson CM, Falster D, Fitzsimons JA, Gawlik DE, Murray NJ, Grillas P, Gardner RC, Regan TJ, Roux DJ, Thomas RF (2021). Ramsar wetlands of international importance–improving conservation outcomes. Frontiers in Environmental Science 9. https://doi.org/10.3389/fenvs.2021.643367
Koroso NH, Lengoiboni M, Zevenbergen JA (2021). Urbanization and urban land use efficiency: Evidence from regional and Addis Ababa satellite cities, Ethiopia. Habitat International 117:102437. https://doi.org/10.1016/j.habitatint.2021.102437
Lunetta RS, Knight JF, Ediriwickrema J, Lyon JG, Worthy LD (2022). Land-cover change detection using multi-temporal MODIS NDVI data. In: Geospatial Information Handbook for Water Resources and Watershed Management Vol II, pp 65-88. CRC Press.
Matondo JI, Alemaw BF, Sandwidi WJP (2020). Climate variability and change in Africa. Springer International Publishing. https://link.springer.com/book/10.1007/978-3-030-31543-6
Mauceri S, Kindel B, Massie S, Pilewskie P (2019). Neural network for aerosol retrieval from hyperspectral imagery. Atmospheric Measurement Techniques 12(11):6017-6036. https://doi.org/10.5194/amt-12-6017-2019
Mengistu TD, Chung IM, Kim MG, Chang SW, Lee JE (2022). Impacts and implications of land use land cover dynamics on groundwater recharge and surface runoff in East African watershed. Water 14(13):2068. https://doi.org/10.3390/w14132068
Morgan GR, Hodgson ME (2021). A post-classification change detection model with confidences in high-resolution multi-date sUAS imagery in Coastal South Carolina. International Journal of Remote Sensing 42(11):4309-4336. https://doi.org/10.1080/01431161.2021.1890266
Nainggolan EN, Saepuloh A, Nurdjaman S (2023). Characterizing coastline and sediment interaction in the north coast of Java using satellite images. IOP Conference Series: Earth and Environmental Science 1245:12039. https://iopscience.iop.org/article/10.1088/1755-1315/1245/1/012039
Näschen K, Diekkrüger B, Evers M, Höllermann B, Steinbach S, Thonfeld F (2019). The impact of land use/land cover change (LULCC) on water resources in a tropical catchment in Tanzania under different climate change scenarios. Sustainability 11(24):7083. https://doi.org/10.3390/su11247083
Nhamo L, Van Dijk R, Magidi J, Wiberg D, Tshikolomo K (2018). Improving the accuracy of remotely sensed irrigated areas using post-classification enhancement through UAV capability. Remote Sensing 10(5):712. https://doi.org/10.3390/rs10050712
Pasimeni MR, Valente D, Zurlini G, Petrosillo I (2019). The interplay between urban mitigation and adaptation strategies to face climate change in two European countries. Environmental Science and Policy 95:20-27. https://doi.org/10.1016/j.envsci.2019.02.002
Ramachandra TV, Bharath AH, Sowmyashree MV (2015). Monitoring urbanization and its implications in a mega city from space: Spatiotemporal patterns and its indicators. Journal of Environmental Management 148:67-81. https://doi.org/10.1016/j.jenvman.2014.02.015
Seablom MS (2019). Science Mission Directorate TechPort Records for 2019 STI-DAA Release. No. HQ-E-DAA-TN76085.
Seifollahi-Aghmiuni S, Kalantari Z, Egidi G, Gaburova L, Salvati L (2022). Urbanization-driven land degradation and socioeconomic challenges in peri-urban areas: Insights from Southern Europe. Ambio 51(6):1446-1458. https://doi.org/10.1007/s13280-022-01701-7
Stroud DA, Davidson NC, Finlayson CM, Gardner RC (2022). Development of the text of the Ramsar Convention: 1965-1971. Marine and Freshwater Research 73(10):1107-1126. https://doi.org/10.1071/MF21312
Sundarakumar K, Harika M, Begum SKA, Yamini S, Balakrishna K (2012). Land use and land cover change detection and urban sprawl analysis of Vijayawada city using multitemporal Landsat data. International Journal of Engineering Science and Technology 4:170-178.
Teferi E, Uhlenbrook S, Bewket W, Wenninger J, Simane B (2010). The use of remote sensing to quantify wetland loss in the Choke Mountain range, Upper Blue Nile basin, Ethiopia. Hydrology and Earth System Sciences 14(12):2415-2428. https://doi.org/10.5194/hess-14-2415-2010
Tsehaye MT, Assayie AAY, Besha ATY, Tufa RAY, Gebreyohannes AYY (2022). Membrane technology for water and wastewater treatment in Ethiopia: Current status and future prospects. Journal of Membrane Science and Research 8(1). https://doi.org/10.22079/jmsr.2021.540001.1500
Turyasingura B, Ayiga N, Benzougagh B, Kader S, Singh SK, Bosco NJ, … Bojago E (2023). The complementary role of indigenous knowledge systems in landslide disaster management in Kanungu District, Uganda. Nova Geodesia 3(4):157. https://doi.org/10.55779/ng34157
Vogelman J (2001). Determining web usability through an analysis of server logs. A Thesis Presented to the Faculty of the School of Engineering and Applied Science-University of Virginia, EUA.
Wang SW, Munkhnasan L, Lee W-K (2021). Land use and land cover change detection and prediction in Bhutan’s high altitude city of Thimphu, using cellular automata and Markov chain. Environmental Challenges 2:100017. https://doi.org/10.1016/j.envc.2020.100017
Weldegebriel A, Assefa E, Janusz K, Tekalign M, Van Rompaey A (2021). Spatial analysis of intra-urban land use dynamics in sub-Saharan Africa: The case of Addis Ababa (Ethiopia). Urban Science 5(3):57. https://doi.org/10.3390/urbansci5030057
Worku G (2019). Assessment of the effects of urban expansion on the surrounding rural agricultural land and livelihoods of the peri-urban farmers: the case of Tefki town, Oromia region, Ethiopia. Doctoral Dissertation. Addis Ababa, Ethiopia.
Xu Y, Yu L, Zhao FR, Cai X, Zhao J, Lu H, Gong P (2018). Tracking annual cropland changes from 1984 to 2016 using time-series Landsat images with a change-detection and post-classification approach: Experiments from three sites in Africa. Remote Sensing of Environment 218:13-31. https://doi.org/10.1016/j.rse.2018.09.008
Youssef B, Bouskri I, Brahim B, Kader S, Brahim I, Abdelkrim B, Spalević V (2023). The contribution of the frequency ratio model and the prediction rate for the analysis of landslide risk in the Tizi N’tichka area on the national road (RN9) linking Marrakech and Ouarzazate. Catena 232:107464. https://doi.org/10.1016/j.catena.2023.107464
Zejak D, Spalević V, Popović V, Markoski M, Dudić B, Ouallali A, Hysa A, Mincato RL, Kader S (2022). Analysis of the presence of heavy metals in the soils of the hilly-mountainous areas of Balkan Peninsula with the assessment of its potential for the fruit growing: case study of the Ljubovidja river basin, Polimlje, Montenegro. Proceedings, 26 International Eco-Conference and 12 Safe Food, Novi Sad, 21-23 September 2022 pp 51-62. https://fiver.ifvcns.rs/handle/123456789/3098
Zipperer WC, Northrop R, Andreu M (2020). Urban development and environmental degradation. In: Oxford Research Encyclopedia, Environmental Science pp 1-25. https://doi.org/10.1093/acrefore/9780199389414.013.97
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2023 Eliyas Abdi ALI, Benson TURYASINGURA, Gudina Legese FEYISA, Yusuf UMER, Petros CHAVULA, Shuraik KADER, Velibor SPALEVIC, Goran SKATARIC, Lizny JAUFER
This work is licensed under a Creative Commons Attribution 4.0 International License.
Distribution - Permissions - Copyright
Papers published in Nova Geodesia are Open-Access, distributed under the terms and conditions of the Creative Commons Attribution License.
© Articles by the authors; licensee SMTCT, Cluj-Napoca, Romania. The journal allows the author(s) to hold the copyright/to retain publishing rights without restriction.
License:
Open Access Journal - the journal offers free, immediate, and unrestricted access to peer-reviewed research and scholarly work, due to SMTCT support to increase the visibility, accessibility and reputation of the researchers, regardless of geography and their budgets. Users are allowed to read, download, copy, distribute, print, search, or link to the full texts of the articles, or use them for any other lawful purpose, without asking prior permission from the publisher or the author.