Spatiotemporal dynamics of vegetation cover: integrative machine learning analysis of multispectral imagery and environmental predictors (original) (raw)
References
Abatzoglou JT, Dobrowski SZ, Parks SA, Hegewisch KC (2018) Sci Data 5:170191. https://doi.org/10.1038/sdata.2017.191. TerraClimate, a high-resolution global dataset of monthly climate and climatic water balance from 1958–2015
Abbas S, Shirazi SA, Hussain MS, Yaseen M, Shakarullah K, Wahla SS, Khurshid M (2020) Impact of climate change on forest cover: implications for carbon stock assessment and sustainable development in HKH region-Pakistan. Pakistan Vis 21:66 Google Scholar
Ahmad A, Zhang J, Bashir B, Mahmood K, Mumtaz F (2023) Exploring vegetation trends and restoration possibilities in Pakistan by using Hurst exponent. Environ Sci Pollut Res 30. https://doi.org/10.1007/s11356-023-28822-0
Akram M, Hayat U, Shi J, Anees SA (2022) Association of the Female Flight Ability of Asian Spongy Moths (Lymantria dispar asiatica) with locality, age and mating: a Case Study from China. Forests 13(8):1158. https://doi.org/10.3390/f13081158 Article Google Scholar
Alam NM, Shaheen H, Manzoor M, Tinghong T, Arfan M, Idrees M (2023) Spatial Distribution and Population Structure of Himalayan Fir (Abies pindrow (Royle ex D.Don) Royle) in Moist Temperate Forests of the Kashmir Region. Forests 14. https://doi.org/10.3390/f14030482
Ali S, Hayat R, Begum F, Hussain A, Hasan NU, Hameed A (2014) Altitudinal distribution of soil organic carbon stock and its relation to aspect and vegetation in the mountainous forest of Bagrot Valley, North Karakoram, Gilgit-Baltistan. Journal of Biodiversity and Environmental Sciences J. Bio. & Env. Sci 5
Ali S, Begum F, Hayat R, Bohannan BJM (2017) Variation in soil organic carbon stock in different land uses and altitudes in Bagrot Valley, Northern Karakoram. Acta Agric Scand B Soil Plant Sci 67. https://doi.org/10.1080/09064710.2017.1317829
Andreevich UV, Reza SSO, Stepanovich TI, Amirhossein A, Meng Z, Anees SA, Petrovich CV (2020) Are there differences in the response of natural stand and plantation biomass to changes in temperature and precipitation? A case for two-needled pines in Eurasia. J Resour Ecol 11(4):331. https://doi.org/10.5814/j.issn.1674-764x.2020.04.001 Article Google Scholar
Anees SA, Zhang X, Khan KA, Abbas M, Ghramh HA, Ahmad Z (2022) Estimation of fractional FVCdynamics and its drivers based on multi-sensor data in Dera Ismail Khan, Pakistan. J King Saud University-Science 34(6):102217. https://doi.org/10.1016/j.jksus.2022.102217 Article Google Scholar
Anees SA, Zhang X, Shakeel M, Al-Kahtani MA, Khan KA, Akram M, Ghramh HA (2022) Estimation of fractional FVCdynamics based on satellite remote sensing in Pakistan: a comprehensive study on the FVC and its drivers. J King Saud University-Science 34(3):101848. https://doi.org/10.1016/j.jksus.2022.101848 Article Google Scholar
Anees SA, Mehmood K, Khan WR, Sajjad M, Alahmadi TA, Alharbi SA, Luo M (2024a) Integration of machine learning and remote sensing for above ground biomass estimation through Landsat-9 and field data in temperate forests of the Himalayan region. Ecol Inf 102732. https://doi.org/10.1016/j.ecoinf.2024.102732
Anees SA, Yang X, Mehmood K (2024) The stoichiometric characteristics and the relationship with hydraulic and morphological traits of the Faxon fir in the subalpine coniferous forest of Southwest China. Ecol Ind 159:111636. https://doi.org/10.1016/j.ecolind.2024.111636 Article Google Scholar
Anwar S, Khan SM, Ahmad Z, Ullah Z, Iqbal M (2019) Floristic composition and ecological gradient analyses of the Liakot forests in the Kalam region of District Swat, Pakistan. J Res (Harbin) 30:1407–1416 ArticleCAS Google Scholar
Aslam MS, Huanxue P, Sohail S, Majeed MT, Rahman SU, Anees SA (2022) Assessment of major food crops production-based environmental efficiency in China, India, and Pakistan. Environmental Science and Pollution Research, pp 1–10. https://doi.org/10.1007/s11356-021-16161-x Book Google Scholar
Badshah MT, Hussain K, Rehman AU, Mehmood K, Muhammad B, Wiarta R, Meng J (2024) The role of random forest and Markov chain models in understanding metropolitan urban growth trajectory. Front Forests Global Change 7:1345047 Article Google Scholar
Bashir B, Cao C, Naeem S, Joharestani MZ, Bo X, Afzal H, Jamal K, Mumtaz F (2020) Spatio-temporal vegetation dynamic and persistence under climatic and anthropogenic factors. Remote Sens (Basel) 12. https://doi.org/10.3390/RS12162612
Bi Q, Goodman KE, Kaminsky J, Lessler J (2019) What is machine learning? A primer for the epidemiologist. Am J Epidemiol 188. https://doi.org/10.1093/aje/kwz189
Cai Y, Zhang F, Duan P, Yung Jim C, Weng Chan N, Shi J, Liu C, Wang J, Bahtebay J, Ma X (2022) FVCchanges in China induced by ecological restoration-protection projects and land-use changes from 2000 to 2020. Catena (Amst) 217. https://doi.org/10.1016/j.catena.2022.106530
Çakir M, Yilmaz M, Oral MA, Kazanci HÖ, Oral O (2023) Accuracy assessment of RFerns, NB, SVM, and kNN machine learning classifiers in aquaculture. J King Saud Univ Sci 35. https://doi.org/10.1016/j.jksus.2023.102754
Crawford CJ, Roy DP, Arab S, Barnes C, Vermote E, Hulley G, Gerace A, Choate M, Engebretson C, Micijevic E, Schmidt G, Anderson C, Anderson M, Bouchard M, Cook B, Dittmeier R, Howard D, Jenkerson C, Kim M, Kleyians T, Maiersperger T, Mueller C, Neigh C, Owen L, Page B, Pahlevan N, Rengarajan R, Roger JC, Sayler K, Scaramuzza P, Skakun S, Yan L, Zhang HK, Zhu Z, Zahn S (2023) The 50-year Landsat collection 2 archive. Science of Remote Sensing 8. https://doi.org/10.1016/j.srs.2023.100103
de Sousa K, Sparks A, Ashmall W, van Etten J, Solberg S (2020) chirps: API Client for the CHIRPS Precipitation Data in R. J Open Source Softw 5. https://doi.org/10.21105/joss.02419
Devianti, Ismy AS, Siahaan HH, Sitorus A (2023) A novel strategy of NIR spectra multivariate calibration in the presence both of small dataset and non-linearity: A comparative study. Case Stud Chem Environ Eng 8. https://doi.org/10.1016/j.cscee.2023.100384
Funk C, Peterson P, Landsfeld M, Pedreros D, Verdin J, Shukla S, Husak G, Rowland J, Harrison L, Hoell A, Michaelsen J (2015) The climate hazards infrared precipitation with stations - a new environmental record for monitoring extremes. Sci Data 2. https://doi.org/10.1038/sdata.2015.66 Article Google Scholar
Gong H, Sardans J, Huang H, Yan Z, Wang Z, Peñuelas J (2024) Global patterns and controlling factors of tree bark C: N: P stoichiometry in forest ecosystems consistent with biogeochemical niche hypothesis. New Phytologist
Guan J, Yao J, Li M, Zheng J (2021) Assessing the spatiotemporal evolution of anthropogenic impacts on remotely sensed vegetation dynamics in xinjiang, china. Remote Sens (Basel) 13. https://doi.org/10.3390/rs13224651
Guo S, Deng B, Chen C, Ke J, Wang J, Long S, Xu K (2024) Seeking in Ride-on-Demand Service: A Reinforcement Learning Model With Dynamic Price Prediction. IEEE Internet of Things Journal Google Scholar
Haider K, Khokhar MF, Chishtie F, RazzaqKhan W, Hakeem KR (2017) Identification and future description of warming signatures over Pakistan with special emphasis on evolution of CO 2 levels and temperature during the first decade of the twenty-first century, vol 24. Environmental Science and Pollution Research, pp 7617–7629 Google Scholar
He Q, Yang Q, Jiang S, Zhan C (2024) A Comprehensive Analysis of Vegetation Dynamics and Their Response to Climate Change in the Loess Plateau: Insight from Long-Term kernel Normalized Difference Vegetation Index Data. . https://doi.org/10.3390/f15030471
Herbin H, Dubuisson P (2015) Infrared Observation of Earth’s Atmosphere. Wiley Book Google Scholar
Hosonuma N, Herold M, De Sy V, De Fries RS, Brockhaus M, Verchot L, Angelsen A, Romijn E (2012) An assessment of deforestation and forest degradation drivers in developing countries. Environ Res Lett. https://doi.org/10.1088/1748-9326/7/4/044009 Article Google Scholar
Hussain K, Mehmood K, Anees SA, Ding Z, Muhammad S, Badshah T, Shahzad F, Haidar I, Wahab A, Ali J, Ansari MJ (2024a) Assessing Forest Fragmentation due to Land use Changes from 1992 to 2023: A Spatio-Temporal Analysis Using Remote Sensing Data. Heliyon. https://doi.org/10.1016/j.heliyon.2024.e34710
Hussain K, Mehmood K, Yujun S, Badshah T, Anees SA, Shahzad F, Nooruddin, Ali J, Bilal M (2024b) Analysing LULC transformations using remote sensing data: insights from a multilayer perceptron neural network approach. Ann GIS 1–27. https://doi.org/10.1080/19475683.2024.2343399
Iqbal S, Ali SM, Islam A, Zaidi SNF, Ali I (2020) Alternate energy source selection in Gilgit Baltistan Pakistan using geographical information system and analytical hierarchy process. Int J Energy Water Resour 4. https://doi.org/10.1007/s42108-020-00076-3
Jallat H, Khokhar MF, Kudus KA, Nazre M, Saqib NU, Tahir U, Khan WR (2021) Monitoring carbon stock and land-use change in 5000-year-old juniper forest stand of Ziarat, Balochistan, through a synergistic approach. Forests 12(1):51 Article Google Scholar
Jamil M, Rehman H, Saqlain Zaheer M, Tariq A, Iqbal R, Hasnain MU, Majeed A, Munir A, Sabagh A, El M, Raza A, Ajmal Ali M, Elshikh MS (2023) The use of Multispectral Radio-Meter (MSR5) data for wheat crop genotypes identification using machine learning models. Sci Rep 13. https://doi.org/10.1038/s41598-023-46957-5
Khalique M, Hina K, Ramayah T, Shaari JAN, bin (2020) Intellectual capital in tourism SMEs in Azad Jammu and Kashmir, Pakistan. J Intellect Capital 21. https://doi.org/10.1108/JIC-11-2018-0206
Khan AM, Qureshi R, Saqib Z (2019) Multivariate analyses of the vegetation of the western Himalayan forests of Muzaffarabad district, Azad Jammu and Kashmir, Pakistan. . https://doi.org/10.1016/j.ecolind.2019.05.048
Khan WR, Rasheed F, Zulkifli SZ, Kasim MRBM, Zimmer M, Pazi AM, Kamrudin NA, Zafar Z, Faridah-Hanum I, Nazre M (2020) Phytoextraction potential of Rhizophora apiculata: A case study in Matang mangrove forest reserve, Malaysia, vol 13. Tropical Conservation Science, p 1940082920947344 Google Scholar
Khan A, Murshid SMR, Ali S (2021) Applicability of sunspot activity on the climatic conditions of Gilgit-Baltistan region using fractal dimension rescaling method. Energy Sources, Part A: Recovery, Utilization and Environmental Effects. . https://doi.org/10.1080/15567036.2021.1876794
Khan WR, Nazre M, Akram S, Anees SA, Mehmood K, Ibrahim FH, Zhu X (2024) Assessing the Productivity of the Matang Mangrove Forest Reserve: review of one of the best-managed Mangrove forests. Forests 15(5):747. https://doi.org/10.3390/f15050747 Article Google Scholar
Kunapuli G (2023) Ensemble Methods for Machine Learning. Manning Publications Co Google Scholar
Li F, Shan Y, Li M, Guo Y, Liu C (2024) Insights for River Restoration: the impacts of vegetation canopy length and canopy discontinuity on Riverbed Evolution. Water Resour Res 60(7):e2023WR036473. https://doi.org/10.1029/2023WR036473 Article Google Scholar
Luo M, Anees SA, Huang Q, Qin X, Qin Z, Fan J, Han G, Zhang L, Shafri HZM (2024) Mach Learn Models Forests 15(6):975. https://doi.org/10.3390/f15060975. Improving Forest Above-Ground Biomass Estimation by Integrating Individual
Mehmood K, Anees SA, Luo M, Akram M, Zubair M, Khan KA, Khan WR (2024) Assessing Chilgoza Pine (Pinus gerardiana) Forest Fire Severity: Remote Sensing Analysis, Correlations, and Predictive Modeling for Enhanced Management Strategies. Trees, Forests and People, p 100521. https://doi.org/10.1016/j.tfp.2024.100521 Book Google Scholar
Mehmood K, Anees SA, Muhammad S, Hussain K, Shahzad F, Liu Q, Ansari MJ, Alharbi SA, Khan WR (2024) Analyzing vegetation health dynamics across seasons and regions through NDVI and climatic variables. Sci Rep 14(1):11775. https://doi.org/10.1038/s41598-024-62464-7 ArticleCAS Google Scholar
Mehmood K, Anees SA, Rehman A, Rehman NU, Muhammad S, Shahzad F, Liu Q, Alharbi SA, Alfarraj S, Ansari MJ, Khan WR (2024c) c Assessment of Climatic Influences on Net Primary Productivity along Elevation Gradients in Temperate Ecoregions. Trees, Forests and People, p.100657
Mehmood K, Anees SA, Rehman A, Tariq A, Liu Q, Muhammad S, Rabbi F, Pan SA, Hatamleh WA (2024) Assessing forest cover changes and fragmentation in the Himalayan Temperate Region: implications for forest conservation and management. J Forestry Res 35(1):82. https://doi.org/10.1007/s11676-024-01734-6 Article Google Scholar
Mehmood K, Anees SA, Rehman A, Tariq A, Zubair M, Liu Q, Rabbi F, Khan KA, Luo M (2024e) Exploring spatiotemporal dynamics of NDVI and climate-driven responses in ecosystems: Insights for sustainable management and climate resilience. Ecol Inf 102532. https://doi.org/10.1016/j.ecoinf.2024.102532
Meng S, Zhang C, Shi Q, Chen Z, Hu W, Lu F (2023) A robust Infrared Small Target Detection Method Jointing multiple information and noise prediction: Algorithm and Benchmark. IEEE Trans Geosci Remote Sens 61:1–17. https://doi.org/10.1109/TGRS.2023.3295932 Article Google Scholar
Muhammad S (2023) Analyzing the impact of forest harvesting ban in northern temperate forest. A case study of Anakar Valley, Kalam Swat Region, Khyber-Pakhtunkhwa, Pakistan. Pure Appl Biology 12. https://doi.org/10.19045/bspab.2023.120143
Muhammad S, Ali A, Mehmood K, Ahmad H, Hayat M, Khan MT, Fahad S (2024) Temporal variations in burn severity among various vegetation layers in subtropical Pinus roxburghii (Chir Pine) forest of Hindu Kush mountain range. Trees Forests People 18:100664. https://doi.org/10.1016/j.tfp.2024.100664 Article Google Scholar
Pal S, Dutta S, Nasrin T, Chattopadhyay S (2020) Hurst exponent approach through rescaled range analysis to study the time series of summer monsoon rainfall over northeast India. Theor Appl Climatol 142. https://doi.org/10.1007/s00704-020-03338-6
Pan SA, Anees SA, Li X, Yang X, Duan X, Li Z (2023) Spatial and temporal patterns of non-structural carbohydrates in Faxon Fir (Abies Fargesii var. Faxoniana), Subalpine Mountains of Southwest China. Forests 14(7):1438. https://doi.org/10.3390/f14071438 Article Google Scholar
Peterson P, Funk C, ~C., Husak G, ~J., Pedreros D, ~H., Landsfeld M, Verdin J, ~P., Shukla S (2013) The Climate Hazards group InfraRed Precipitation (CHIRP) with Stations (CHIRPS): Development and Validation. AGU Fall Meeting Abstracts Google Scholar
Phann R, Soomlek C, Seresangtakul P (2023) Multi-Class Text Classification on Khmer News Using Ensemble Method in Machine Learning Algorithms. Acta Informatica Pragensia 12. https://doi.org/10.18267/j.aip.210
Puyravaud J-P (2003) Standardizing the calculation of the annual rate of deforestation. Ecol Manage 177:593–596 Article Google Scholar
Rashid S, Ahmad M, Zafar M, Sultana S, Ayub M, Khan MA, Yaseen G (2015) Ethnobotanical survey of medicinally important shrubs and trees of Himalayan region of Azad Jammu and Kashmir, Pakistan. J Ethnopharmacol 166. https://doi.org/10.1016/j.jep.2015.03.042
Richter R, Schläpfer D (2011) Atmospheric/topographic correction for airborne imagery. ATCOR-4 user guide 562–565
Ruhoff A, de Andrade BC, Laipelt L, Fleischmann AS, Siqueira VA, Moreira AA, Barbedo R, Cyganski GL, Fernandez GMR, Brêda JPLF, de Paiva RCD, Meller A, Teixeira A, de Araújo A, Fuckner AA, Biggs MA (2022) Global Evapotranspiration Datasets Assessment Using Water Balance in South America. Remote Sens (Basel) 14. https://doi.org/10.3390/rs14112526
Satti Z, Naveed M, Shafeeque M, Ali S, Abdullaev F, Ashraf TM, Irshad M, Li L (2023) Effects of climate change on vegetation and snow cover area in Gilgit Baltistan using MODIS data. Environ Sci Pollut Res 30. https://doi.org/10.1007/s11356-022-23445-3
Satti Z, Naveed M, Shafeeque M, Li L (2024) Investigating the impact of climate change on trend shifts of vegetation growth in Gilgit Baltistan. Glob Planet Change 232. https://doi.org/10.1016/j.gloplacha.2023.104341
Shahzad F, Mehmood K, Hussain K, Haidar I, Anees SA, Muhammad S, Ali J, Adnan M, Wang Z, Feng Z (2024) Comparing machine learning algorithms to predict vegetation fire detections in Pakistan. Fire Ecol 20(1):1–20. https://doi.org/10.1186/s42408-024-00289-5 Article Google Scholar
Shobairi SOR, Lin H, Usoltsev VA, Osmirko AA, Tsepordey IS, Ye Z, Anees SA (2022) A comparative pattern for Populus spp. and Betula Spp. Stand Biomass in Eurasian Climate gradients. Croatian J for Engineering: J Theory Application Forestry Eng 43(2):457–467. https://doi.org/10.5552/crojfe.2022.1340 Article Google Scholar
Sohail M, Mehmood K, Anees SA, Rabbi F, Tayyab M, Hussain K, Hayat M, Khan U (2023) Tourism, threat, and opportunities for the Forest resources: a case study of Gabin Jabaa, District Swat. International Journal of Forest Sciences, Khyber-Pakhtunkhwa, Pakistan Google Scholar
Sonkamble DS, Jadhav P, Jadhav` VS, Kavitake A, Kolhi R (2023) A review on Soil classification using machine learning and crop suggestions. Int J Sci Res Comput Sci Eng Inform Technol. https://doi.org/10.32628/cseit2390120 Article Google Scholar
Sun L, Wang Q, Chen Y, Zheng Y, Wu Z, Fu L, Jeon B (2023) CRNet: Channel-enhanced remodeling-based network for salient object detection in Optical Remote sensing images. IEEE Trans Geosci Remote Sens 61:1–14. https://doi.org/10.1109/TGRS.2023.3305021 Article Google Scholar
Tu B, Yang X, He B, Chen Y, Li J, Plaza A (2024) Anomaly Detection in Hyperspectral Images Using Adaptive Graph Frequency Location. IEEE Trans Neural Networks Learn Syst 1–15. https://doi.org/10.1109/TNNLS.2024.3449573
Usoltsev VA, Chen B, Shobairi SOR, Tsepordey IS, Chasovskikh VP, Anees SA (2020) Patterns for Populus spp. stand biomass in gradients of winter temperature and precipitation of Eurasia. Forests 11(9):906. https://doi.org/10.3390/f11090906 Article Google Scholar
Usoltsev VA, Lin H, Shobairi SOR, Tsepordey IS, Ye Z, Anees SA (2022) The principle of space-for-time substitution in predicting Betula Spp. Biomass change related to climate shifts. Appl Ecol Environ Res 20(4):3683–3698. https://doi.org/10.15666/aeer/2004_36833698 Article Google Scholar
Wanyama D, Moore NJ, Dahlin KM (2020) Persistent vegetation greening and browning trends related to natural and human activities in the mount Elgon ecosystem. Remote Sens (Basel) 12. https://doi.org/10.3390/rs12132113
Wei C, Zeng J, Wang J, Jiang X, You Y, Wang L, Zhang Y, Liao Z, Su K (2023) Assessing the Impact of Climate and Human Activities on Ecosystem Services in the Loess Plateau Ecological Screen, China. Remote Sens (Basel) 15. https://doi.org/10.3390/rs15194717
Wu C, Shen H, Shen A, Deng J, Gan M, Zhu J, Xu H, Wang K (2016) Comparison of machine-learning methods for above-ground biomass estimation based on landsat imagery. J Appl Remote Sens 10:35010 Article Google Scholar
Xie D, Huang H, Feng L, Sharma RP, Chen Q, Liu Q, Fu L (2023) Aboveground biomass prediction of arid shrub-dominated community based on Airborne LiDAR through Parametric and nonparametric methods. Remote Sens 15(13):3344. https://doi.org/10.3390/rs15133344 Article Google Scholar
Xu Y, Li D, Ma H, Lin R, Zhang F (2022) Modeling forest fire spread using machine learning-based cellular automata in a GIS environment. Forests 13:1974 Article Google Scholar
Xu Q, Zhou Q, Chen J, Li T, Ma, Junxiong, Du R, Su M, Li J, Xu M, Sun S, Ma, Jing, Ramanathan M, Zhang Z (2023) The incidence of asthma attributable to temperature variability: An ecological study based on 1990–2019 GBD data. Sci Total Environ 904. https://doi.org/10.1016/j.scitotenv.2023.166726
Yao B, Ma L, Si H, Li S, Gong X, Wang X (2023) Spatial Pattern of Changing Vegetation Dynamics and Its Driving Factors across the Yangtze River Basin in Chongqing: A Geodetector-Based Study. Land (Basel) 12. https://doi.org/10.3390/land12020269
Yu S, Guan D, Gu Z, Guo J, Liu Z, Liu Y (2024) Radar Target Complex High-Resolution Range Profile Modulation by External Time Coding Metasurface. IEEE Trans Microwave Theory Tech 72(10):6083–6093. https://doi.org/10.1109/TMTT.2024.3385421 Article Google Scholar
Zhang X, Jin X (2021) Vegetation dynamics and responses to climate change and anthropogenic activities in the Three-River Headwaters Region, China. . https://doi.org/10.1016/j.ecolind.2021.108223
Zhang HK, Roy DP, Yan L, Li Z, Huang H, Vermote E, Skakun S, Roger JC (2018) Characterization of Sentinel-2A and Landsat-8 top of atmosphere, surface, and nadir BRDF adjusted reflectance and NDVI differences. Remote Sens Environ 215. https://doi.org/10.1016/j.rse.2018.04.031
Zhang Y, Gao Z, Wang X, Liu Q (2022) Predicting the pore-pressure and teµperature of fire-loaded concrete by a hybrid neural network. Int J Coµputational Methods 19(08):2142011 Article Google Scholar
Zhang Y, Gao Z, Wang X, Liu Q (2023) Iµage representations of nuµerical siµulations for training neural networks. Coµputer Model Eng Sci 134(2)
Zhang X, Usman M, Irshad AUR, Rashid M, Khattak A (2024) Investigating spatial effects through Machine Learning and leveraging explainable AI for child malnutrition in Pakistan. ISPRS Int J Geo-Information 13(9):330 ArticleCAS Google Scholar
Zhou G, Tang Y, Zhang W, Liu W, Jiang Y, Gao E, Bai Y (2023) Shadow Detection on High-Resolution Digital Orthophoto Map Using Seµantic Matching. IEEE Transactions on Geoscience and Reµote Sensing, 61. https://doi.org/10.1109/TGRS.2023.3294531