{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T01:40:11Z","timestamp":1760146811918,"version":"build-2065373602"},"reference-count":83,"publisher":"MDPI AG","issue":"24","license":[{"start":{"date-parts":[[2024,12,18]],"date-time":"2024-12-18T00:00:00Z","timestamp":1734480000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"European Commission","award":["H2020-INFRAIA-2020-1","101008004","2021\/03\/Y\/ST10\/00206"],"award-info":[{"award-number":["H2020-INFRAIA-2020-1","101008004","2021\/03\/Y\/ST10\/00206"]}]},{"name":"National Science Centre, Poland under the Weave-UNISONO call in the Weave programme","award":["H2020-INFRAIA-2020-1","101008004","2021\/03\/Y\/ST10\/00206"],"award-info":[{"award-number":["H2020-INFRAIA-2020-1","101008004","2021\/03\/Y\/ST10\/00206"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>We analyzed the planetary boundary layer (PBL) characteristics in Warsaw, Poland for a day of summer, autumn, winter, and spring of 2021 by integrating and comparing measured and simulated data. Using remote sensing lidar sensor data, the PBLH was calculated using wavelet covariance transform (WCT) and the gradient method (GM). Also, simulations of turbulent fluxes were performed utilizing the large eddy simulation (LES) from the Parallel Large Eddy Simulation Model (PALM) to better understand how turbulence and convection behave across different seasons in Warsaw. The PBLH diurnal cycles showed pronounced changes in their vertical structure as a function of the season: the winter heights were shallow (~0.7 km), while summer heights were deeper (~1.7 km). The spring and autumn presented transient characteristics of PBLH around 1.0 km. This study is crucial for enhancing urban air quality and climate modeling. The PBLH simulations from PALM showed agreement with the measured data, with an underestimation of approximately 10% in both methods. Through PALM, it was possible to observe that summer exhibited increased convection, enhanced mixing efficiency, and a deeper boundary layer compared to other seasons throughout the daily cycle. Winter has a lower sensible heat flux and little convection throughout the day. Spring and autumn showed intermediate characteristics. In this way, the effectiveness of the applicability of the PALM model to obtain flows within the PBL and their heights is highlighted, because correlations ranged from strong to very strong (r \u2265 0.70).<\/jats:p>","DOI":"10.3390\/rs16244728","type":"journal-article","created":{"date-parts":[[2024,12,18]],"date-time":"2024-12-18T09:43:03Z","timestamp":1734514983000},"page":"4728","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Seasonal Analysis of Planetary Boundary Layer and Turbulence in Warsaw, Poland Through Lidar and LES Simulations"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4403-0191","authenticated-orcid":false,"given":"Rayonil G.","family":"Carneiro","sequence":"first","affiliation":[{"name":"Faculty of Physics, Institute of Geophysics, University of Warsaw, 00-927 Warsaw, Poland"}]},{"given":"Maciej","family":"Karasewicz","sequence":"additional","affiliation":[{"name":"Faculty of Physics, Institute of Geophysics, University of Warsaw, 00-927 Warsaw, Poland"}]},{"given":"Camilla K.","family":"Borges","sequence":"additional","affiliation":[{"name":"Faculty of Physics, Institute of Geophysics, University of Warsaw, 00-927 Warsaw, Poland"}]},{"given":"Lucja","family":"Janicka","sequence":"additional","affiliation":[{"name":"Faculty of Physics, Institute of Geophysics, University of Warsaw, 00-927 Warsaw, Poland"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3189-0160","authenticated-orcid":false,"given":"Dongxiang","family":"Wang","sequence":"additional","affiliation":[{"name":"Solar Power Generation Technology Research Institute, SEPCOIII Electric Power Construction Co., Ltd., Qingdao 266100, China"}]},{"given":"Gilberto","family":"Fisch","sequence":"additional","affiliation":[{"name":"Agricultural Science Division, Faculty of Agronomy, University of Taubat\u00e9 (UNITAU), Taubat\u00e9 12080-000, SP, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3890-2953","authenticated-orcid":false,"given":"Iwona S.","family":"Stachlewska","sequence":"additional","affiliation":[{"name":"Faculty of Physics, Institute of Geophysics, University of Warsaw, 00-927 Warsaw, Poland"}]}],"member":"1968","published-online":{"date-parts":[[2024,12,18]]},"reference":[{"key":"ref_1","unstructured":"Stull, R.B. (2012). An Introduction to Boundary Layer Meteorology, Springer Science & Business Media."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1016\/j.atmosres.2018.06.007","article-title":"Study of the planetary boundary layer by microwave radiometer, elastic lidar and Doppler lidar estimations in Southern Iberian Peninsula","volume":"213","author":"Landulfo","year":"2018","journal-title":"Atmos. Res."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"104932","DOI":"10.1016\/j.atmosres.2020.104932","article-title":"Study of the planetary boundary layer height in an urban environment using a combination of microwave radiometer and ceilometer","volume":"240","author":"Moreira","year":"2020","journal-title":"Atmos. Res."},{"key":"ref_4","unstructured":"Garratt, J.R. (1992). The Atmospheric Boundary Layer\u2014Cambridge Atmospheric and Space Science Series, Cambridge University Press."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"591","DOI":"10.5194\/acp-8-591-2008","article-title":"Vertical mixing in atmospheric tracer transport models: Error characterization and propagation","volume":"8","author":"Gerbig","year":"2008","journal-title":"Atmos. Chem. Phys."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Stachlewska, I.S., Zawadzka, O., and Engelmann, R. (2017). Effect of heatwave conditions on aerosol optical properties derived from satellite and ground-based remote sensing over Poland. Remote Sens., 9.","DOI":"10.3390\/rs9111199"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"2969","DOI":"10.5194\/amt-10-2969-2017","article-title":"Mixing layer height as an indicator for urban air quality?","volume":"10","author":"Wiegner","year":"2017","journal-title":"Atmos. Meas. Tech."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1038\/175238c0","article-title":"Journal of geophysical research","volume":"175","author":"Barlage","year":"1955","journal-title":"Nature"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"11690","DOI":"10.1038\/ncomms11690","article-title":"Differences in the efficacy of climate forcings explained by variations in atmospheric boundary layer depth","volume":"7","author":"Davy","year":"2016","journal-title":"Nat. Commun."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"140","DOI":"10.1016\/j.ecolind.2009.03.013","article-title":"Estimating aboveground forest biomass carbon and fire consumption in the U.S. Utah High Plateaus using data from the Forest Inventory and Analysis program, Landsat, and LANDFIRE","volume":"11","author":"Chen","year":"2011","journal-title":"Ecol. Indic."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"116325","DOI":"10.1016\/j.envpol.2020.116325","article-title":"Impact of residual layer transport on air pollution in Beijing, China","volume":"271","author":"Liu","year":"2021","journal-title":"Environ. Pollut."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"13207","DOI":"10.5194\/acp-21-13207-2021","article-title":"Morning boundary layer conditions for shallow to deep convective cloud evolution during the dry season in the central Amazon","volume":"21","author":"Henkes","year":"2021","journal-title":"Atmos. Chem. Phys."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"258","DOI":"10.1016\/j.atmosres.2017.05.004","article-title":"Raman lidar water vapor profiling over Warsaw, Poland","volume":"194","author":"Stachlewska","year":"2017","journal-title":"Atmos. Res."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Stachlewska, I.S., Samson, M., Zawadzka, O., Harenda, K.M., Janicka, L., Poczta, P., Szczepanik, D., Heese, B., Wang, D., and Borek, K. (2018). Modification of local urban aerosol properties by long-range transport of biomass burning aerosol. Remote Sens., 10.","DOI":"10.3390\/rs10030412"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"6532","DOI":"10.1029\/2018JD029751","article-title":"A Case Study of the Transport\/Transformation of Air Pollutants Over the Yellow Sea During the MAPS 2015 Campaign","volume":"124","author":"Lee","year":"2019","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Lee, H.J., Jo, H.Y., Kim, J.M., Bak, J., Park, M.S., Kim, J.K., Jo, Y.J., and Kim, C.H. (2023). Nocturnal Boundary Layer Height Uncertainty in Particulate Matter Simulations during the KORUS-AQ Campaign. Remote Sens., 15.","DOI":"10.3390\/rs15020300"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"6080","DOI":"10.1029\/2019GL082666","article-title":"Shift in the Temporal Trend of Boundary Layer Height in China Using Long-Term (1979\u20132016) Radiosonde Data","volume":"46","author":"Guo","year":"2019","journal-title":"Geophys. Res. Lett."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"17079","DOI":"10.5194\/acp-21-17079-2021","article-title":"Investigation of near-global daytime boundary layer height using high-resolution radiosondes: First results and comparison with ERA5, MERRA-2, JRA-55, and NCEP-2 reanalyses","volume":"21","author":"Guo","year":"2021","journal-title":"Atmos. Chem. Phys."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"148950","DOI":"10.1016\/j.scitotenv.2021.148950","article-title":"Long-term variation of boundary layer height and possible contribution factors: A global analysis","volume":"796","author":"Li","year":"2021","journal-title":"Sci. Total Environ."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"5977","DOI":"10.5194\/amt-14-5977-2021","article-title":"Evaluation of retrieval methods for planetary boundary layer height based on radiosonde data","volume":"14","author":"Li","year":"2021","journal-title":"Atmos. Meas. Tech."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"106534","DOI":"10.1016\/j.atmosres.2022.106534","article-title":"Regionalization of the summertime planetary boundary layer height in comparison with various reanalysis datasets over China","volume":"282","author":"Xu","year":"2023","journal-title":"Atmos. Res."},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Auvinen, M., Boi, S., Hellsten, A., Tanhuanp\u00e4\u00e4, T., and J\u00e4rvi, L. (2020). Study of realistic urban boundary layer turbulence with high-resolution large-eddy simulation. Atmosphere, 11.","DOI":"10.3390\/atmos11020201"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1001","DOI":"10.1016\/S1352-2310(99)00349-0","article-title":"Review and intercomparison of operational methods for the determination of the mixing height","volume":"34","author":"Seibert","year":"2000","journal-title":"Atmos. Environ."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1029\/2012JD018143","article-title":"Climatology of the planetary boundary layer over the continental United States and Europe","volume":"117","author":"Seidel","year":"2012","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1007\/s10546-005-9035-3","article-title":"Determination of the atmospheric boundary layer height from radiosonde and lidar backscatter","volume":"120","author":"Hennemuth","year":"2006","journal-title":"Bound. Layer Meteorol."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"673","DOI":"10.1175\/2008JTECHA1157.1","article-title":"Doppler lidar estimation of mixing height using turbulence, shear, and aerosol profiles","volume":"26","author":"Tucker","year":"2009","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"518","DOI":"10.1016\/j.atmosenv.2013.07.019","article-title":"Detection, variations and intercomparison of the planetary boundary layer depth from radiosonde, lidar and infrared spectrometer","volume":"79","author":"Sawyer","year":"2013","journal-title":"Atmos. Environ."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"3941","DOI":"10.1016\/S1352-2310(97)00231-8","article-title":"Mixing height estimation from sodar data\u2014A critical discussion","volume":"31","author":"Beyrich","year":"1997","journal-title":"Atmos. Environ."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"5547","DOI":"10.5194\/acp-20-5547-2020","article-title":"Observational analysis of the daily cycle of the planetary boundary layer in the central Amazon during a non-El Ni\u00f1o year and El Ni\u00f1o year (GoAmazon project 2014\/5)","volume":"20","author":"Carneiro","year":"2020","journal-title":"Atmos. Chem. Phys."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"459","DOI":"10.1007\/s10546-010-9535-7","article-title":"Diurnal and Seasonal Trends in Convective Mixed-Layer Heights Estimated from Two Years of Continuous Ceilometer Observations in Vancouver, BC","volume":"137","author":"McKendry","year":"2010","journal-title":"Bound. Layer Meteorol."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Dias-J\u00fanior, C.Q., Carneiro, R.G., Fisch, G., D\u2019Oliveira, F.A.F., S\u00f6rgel, M., Bot\u00eda, S., Machado, L.A.T., Wolff, S., Santos, R.M.N.d., and P\u00f6hlker, C. (2022). Intercomparison of Planetary Boundary Layer Heights Using Remote Sensing Retrievals and ERA5 Reanalysis over Central Amazonia. Remote Sens., 14.","DOI":"10.3390\/rs14184561"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"277","DOI":"10.1007\/s10546-014-9929-z","article-title":"Determining Boundary-Layer Height from Aircraft Measurements","volume":"152","author":"Dai","year":"2014","journal-title":"Bound. Layer Meteorol."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1007\/s10546-012-9748-z","article-title":"Large-Eddy Simulations of Surface Heterogeneity Effects on the Convective Boundary Layer During the LITFASS-2003 Experiment","volume":"146","author":"Maronga","year":"2013","journal-title":"Bound. Layer Meteorol."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"675","DOI":"10.1175\/JAS-D-16-0296.1","article-title":"A scale-adaptive turbulent kinetic energy closure for the dry convective boundary layer","volume":"75","author":"Kurowski","year":"2018","journal-title":"J. Atmos. Sci."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"2515","DOI":"10.5194\/gmd-8-2515-2015","article-title":"The Parallelized Large-Eddy Simulation Model (PALM) version 4.0 for atmospheric and oceanic flows: Model formulation, recent developments, and future perspectives","volume":"8","author":"Maronga","year":"2015","journal-title":"Geosci. Model Dev."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1335","DOI":"10.5194\/gmd-13-1335-2020","article-title":"Overview of the PALM model system 6.0","volume":"13","author":"Maronga","year":"2020","journal-title":"Geosci. Model Dev."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10546-017-0239-0","article-title":"Enhanced Scalar Concentrations and Fluxes in the Lee of Forest Patches: A Large-Eddy Simulation Study","volume":"164","author":"Raasch","year":"2017","journal-title":"Bound. Layer Meteorol."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1007\/s10546-016-0180-7","article-title":"Do Shallow Cumulus Clouds have the Potential to Trigger Secondary Circulations Via Shading?","volume":"162","author":"Gronemeier","year":"2017","journal-title":"Bound. Layer Meteorol."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Neves, T., Fisch, G., and Raasch, S. (2018). Local Convection and Turbulence in the Amazonia Using Large Eddy Simulation Model. Atmosphere, 9.","DOI":"10.3390\/atmos9100399"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Carneiro, R., Fisch, G., Neves, T., Santos, R., Santos, C., and Borges, C. (2021). Nocturnal boundary layer erosion analysis in the amazon using large-eddy simulation during goamazon project 2014\/5. Atmosphere, 12.","DOI":"10.3390\/atmos12020240"},{"key":"ref_41","unstructured":"(2022, December 01). BDL Bank Danych Lokalnych (Local Data Bank), Available online: http:\/\/stat.gov.pl."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"500","DOI":"10.1002\/met.1779","article-title":"Assessment of modern hydro-meteorological hazards in a big city\u2014Identification for Warsaw","volume":"26","author":"Kulesza","year":"2019","journal-title":"Meteorol. Appl."},{"key":"ref_43","unstructured":"and Warsaw, P. (2022, December 01). Monthly Weather Forecast and Climate Data. Available online: https:\/\/www.weatheratlas.com\/en\/poland\/warsaw-climate."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1175\/2008JTECHA1128.1","article-title":"An analysis of the performance of the UFAM pulsed Doppler lidar for observing the boundary layer","volume":"26","author":"Pearson","year":"2009","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1767","DOI":"10.5194\/amt-9-1767-2016","article-title":"The automated multiwavelength Raman polarization and water-vapor lidar PollyXT: The neXT generation","volume":"9","author":"Engelmann","year":"2016","journal-title":"Atmos. Meas. Tech."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"5111","DOI":"10.5194\/acp-16-5111-2016","article-title":"An overview of the first decade of PollyNET: An emerging network of automated Raman-polarization lidars for continuous aerosol profiling","volume":"16","author":"Baars","year":"2016","journal-title":"Atmos. Chem. Phys."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"162","DOI":"10.1016\/j.atmosenv.2017.09.022","article-title":"Temporal variations in optical and microphysical properties of mineral dust and biomass burning aerosol derived from daytime Raman lidar observations over Warsaw, Poland","volume":"169","author":"Janicka","year":"2017","journal-title":"Atmos. Environ."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"4045","DOI":"10.5194\/acp-23-4045-2023","article-title":"Dependency of vertical velocity variance on meteorological conditions in the convective boundary layer","volume":"23","author":"Dewani","year":"2023","journal-title":"Atmos. Chem. Phys."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"30732","DOI":"10.1364\/OE.25.030732","article-title":"Automated detection of cloud and aerosol features with SACOL micro-pulse lidar in northwest China","volume":"25","author":"Xie","year":"2017","journal-title":"Opt. Express"},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Zhou, T., Xie, H., Bi, J., Huang, Z., Huang, J., Shi, J., Zhang, B., and Zhang, W. (2018). Lidar measurements of dust aerosols during three field campaigns in 2010, 2011 and 2012 over northwestern China. Atmosphere, 9.","DOI":"10.3390\/atmos9050173"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Dang, R., Yang, Y., Hu, X.M., Wang, Z., and Zhang, S. (2019). A review of techniques for diagnosing the atmospheric boundary layer height (ABLH) using aerosol lidar data. Remote Sens., 11.","DOI":"10.3390\/rs11131590"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"806","DOI":"10.1175\/1520-0450(1985)024<0806:LOOVOC>2.0.CO;2","article-title":"Lidar observations of vertically organized convection in the planetary boundary layer over the ocean","volume":"24","author":"Melfi","year":"1985","journal-title":"J. Clim. Appl. Meteorol."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1007\/s10546-006-9103-3","article-title":"Retrieval of mixing height and dust concentration with lidar ceilometer","volume":"124","author":"Eresmaa","year":"2007","journal-title":"Bound. Layer Meteorol."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"990","DOI":"10.1175\/1520-0450(1986)025<0990:LMOWIT>2.0.CO;2","article-title":"Lidar measurements of wind in the planetary boundary layer: The method, accuracy and results from joint measurements with radiosonde and kytoon","volume":"25","author":"Hooper","year":"1986","journal-title":"J. Clim. Appl. Meteorol."},{"key":"ref_55","doi-asserted-by":"crossref","unstructured":"Wang, D., Stachlewska, I.S., Song, X., Heese, B., and Nemuc, A. (2020). Variability of the boundary layer over an urban continental site based on 10 years of active remote sensing observations in Warsaw. Remote Sens., 12.","DOI":"10.3390\/rs12020340"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"2089","DOI":"10.1016\/S1352-2310(96)00300-7","article-title":"The vertical chemical and meteorological structure of the boundary layer in the Lower Fraser Valley during Pacific \u201993","volume":"31","author":"Hayden","year":"1997","journal-title":"Atmos. Environ."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1023\/A:1000258318944","article-title":"Lidar determination of the entrainment zone thickness at the top of the unstable marine atmospheric boundary layer","volume":"83","author":"Flamant","year":"1997","journal-title":"Bound. Layer Meteorol."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1023\/A:1002790424133","article-title":"Spatial and temporal variability of mixed-layer depth and entrainment zone thickness","volume":"97","author":"Steyn","year":"2000","journal-title":"Bound. Layer Meteorol."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"3203","DOI":"10.1080\/01431161.2017.1292068","article-title":"Estimation of the atmospheric boundary layer height during different atmospheric conditions: A comparison on reliability of several methods applied to lidar measurements","volume":"38","author":"Toledo","year":"2017","journal-title":"Int. J. Remote Sens."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"1386","DOI":"10.2478\/s11600-012-0054-4","article-title":"Ceilometer observations of the boundary layer over Warsaw, Poland","volume":"60","author":"Stachlewska","year":"2012","journal-title":"Acta Geophys."},{"key":"ref_61","unstructured":"Mallat, S., and Hwang, W.L. (2024, June 20). Tool Wear Monitoring in Milling Using a Force Singularity Analysis Approach. Available online: http:\/\/manufacturingscience.asmedigitalcollection.asme.org\/article.aspx?articleid=1450778%0Ahttp:\/\/link.springer.com\/10.1007\/s00170-006-0523-5."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"1092","DOI":"10.1175\/1520-0426(2003)020<1092:FBLTAO>2.0.CO;2","article-title":"Finding boundary layer top: Application of a wavelet covariance transform to lidar backscatter profiles","volume":"20","author":"Brooks","year":"2003","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"7281","DOI":"10.5194\/acp-8-7281-2008","article-title":"Continuous monitoring of the boundary-layer top with lidar","volume":"8","author":"Baars","year":"2008","journal-title":"Atmos. Chem. Phys."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1127\/0941-2948\/2001\/0010-0363","article-title":"PALM\u2014A large-eddy simulation model performing on massively parallel computers","volume":"10","author":"Raasch","year":"2001","journal-title":"Meteorol. Z."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1127\/metz\/2019\/0909","article-title":"Development of a new urban climate model based on the model PALM\u2014Project overview, planned work, and first achievements","volume":"28","author":"Maronga","year":"2019","journal-title":"Meteorol. Z."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"1171","DOI":"10.5194\/gmd-14-1171-2021","article-title":"Development of an atmospheric chemistry model coupled to the PALM model system 6.0: Implementation and first applications","volume":"14","author":"Khan","year":"2021","journal-title":"Geosci. Model Dev."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1016\/0021-9991(80)90033-9","article-title":"Low-storage Runge-Kutta schemes","volume":"35","author":"Williamson","year":"1980","journal-title":"J. Comput. Phys."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1127\/metz\/2019\/0913","article-title":"Urban Climate Under Change [UC]2\u2014A National Research Programme for Developing a Building-Resolving Atmospheric Model for Entire City Regions","volume":"28","author":"Scherer","year":"2019","journal-title":"Meteorol. Z."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"495","DOI":"10.1007\/BF00119502","article-title":"Stratocumulus-capped mixed layers derived from a three-dimensional model","volume":"18","author":"Deardorff","year":"1980","journal-title":"Bound. Layer Meteorol."},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Fedorovich, E., Rotunno, R., and Stevens, B. (2004). Atmospheric Turbulence and Mesoscale Meteorology: Scientific Research Inspired by Doug Lilly, Cambridge University Press.","DOI":"10.1017\/CBO9780511735035"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"623","DOI":"10.1175\/2008JHM1068.1","article-title":"A revised hydrology for the ECMWF model: Verification from field site to terrestrial water storage and impact in the integrated forecast system","volume":"10","author":"Balsamo","year":"2009","journal-title":"J. Hydrometeorol."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"415","DOI":"10.5194\/gmd-3-415-2010","article-title":"Formulation of the Dutch Atmospheric Large-Eddy Simulation (DALES) and overview of its applications","volume":"3","author":"Heus","year":"2010","journal-title":"Geosci. Model Dev."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"1","DOI":"10.5402\/2012\/847356","article-title":"Evaluation of the Wind Power in the State of Para\u00edba Using the Mesoscale Atmospheric Model Brazilian Developments on the Regional Atmospheric Modelling System","volume":"2012","author":"Cavalcanti","year":"2012","journal-title":"ISRN Renew. Energy"},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"126630","DOI":"10.1016\/j.ufug.2020.126630","article-title":"Critical review on the cooling effect of urban blue-green space: A threshold-size perspective","volume":"49","author":"Yu","year":"2020","journal-title":"Urban For. Urban Green."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"118552","DOI":"10.1016\/j.atmosenv.2021.118552","article-title":"The difference in the boundary layer height between urban and suburban areas in Beijing and its implications for air pollution","volume":"260","author":"Wang","year":"2021","journal-title":"Atmos. Environ."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/978-94-017-3686-2_5","article-title":"The Heat Island of the Urban Boundary Layer: Characteristics, Causes and Effects","volume":"277","author":"Oke","year":"1995","journal-title":"Wind Clim. Cities"},{"key":"ref_77","doi-asserted-by":"crossref","unstructured":"Musco, F. (2016). Urban Heat Island and Bioclimatic Comfort in Warsaw. Counteracting Urban Heat Island Effects in a Global Climate Change Scenario, Springer.","DOI":"10.1007\/978-3-319-10425-6"},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1029\/2009JD013680","article-title":"Estimating climatological planetary boundary layer heights from radiosonde observations: Comparison of methods and uncertainty analysis","volume":"115","author":"Seidel","year":"2010","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"2021","DOI":"10.1175\/JAS-D-15-0148.1","article-title":"Reasons for the extremely high-ranging planetary boundary layer over the western tibetan plateau in winter","volume":"73","author":"Chen","year":"2016","journal-title":"J. Atmos. Sci."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"106290","DOI":"10.1016\/j.atmosres.2022.106290","article-title":"da S.; Landulfo, E.; Filho, E.P.M. Performance assessment of aerosol-lidar remote sensing skills to retrieve the time evolution of the urban boundary layer height in the Metropolitan Region of S\u00e3o Paulo City, Brazil","volume":"277","author":"Moreira","year":"2022","journal-title":"Atmos. Res."},{"key":"ref_81","doi-asserted-by":"crossref","unstructured":"Zhang, Z., Mu, L., and Li, C. (2022). Comparison of Planetary Boundary Layer Height Derived from Lidar in AD-Net and ECMWFs Reanalysis Data over East Asia. Atmosphere, 13.","DOI":"10.3390\/atmos13121976"},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"4864","DOI":"10.1002\/joc.7103","article-title":"Comparison of ERA5 surface wind speed climatologies over Europe with observations from the HadISD dataset","volume":"41","author":"Molina","year":"2021","journal-title":"Int. J. Climatol."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"9531","DOI":"10.5194\/acp-19-9531-2019","article-title":"Mixing layer transport flux of particulate matter in Beijing, China","volume":"19","author":"Liu","year":"2019","journal-title":"Atmos. Chem. Phys."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/24\/4728\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T16:54:43Z","timestamp":1760115283000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/24\/4728"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,18]]},"references-count":83,"journal-issue":{"issue":"24","published-online":{"date-parts":[[2024,12]]}},"alternative-id":["rs16244728"],"URL":"https:\/\/doi.org\/10.3390\/rs16244728","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2024,12,18]]}}}