Boundary layer height above the Great Barrier Reef studied using drone and Mini-Micropulse LiDAR measurements
Robert G. Ryan A * , Christian Eckert B , Brendan P. Kelaher B , Daniel P. Harrison B and Robyn Schofield AA
B
Abstract
The planetary boundary layer height (PBLH) is an important meteorological feature defining the boundary between surface processes and the free troposphere. The PBLH plays a key role in cloud formation and the vertical extent of aerosols and air pollutants. Measurements of PBLH were made by meteorological sensors mounted to a multi-copter drone over the southern Great Barrier Reef, Australia. We then compared these drone-based measurements to remote-sensed PBLH observations, using a Mini-Micropulse (MP) LiDAR system. Across the measurement campaign (1 March–2 April 2023), the mean PBLH value using the drones was 801 ± 203 m. Using the gradient method for MP LiDAR normalised relative backscatter profiles, the mean PBLH was 811 ± 260 m. Using an ideal MP LiDAR profile fitting method the mean was 912 ± 202 m and using a wavelet covariance transform method the mean was 862 ± 298 m. The boundary layer was consistently well mixed, without convective instability or a strong diurnal PBLH cycle. The three MP LiDAR methods compared well to the drone measurements overall with Pearson’s R correlation coefficients >0.60; however, estimates from the MP LiDAR were typically ~10% higher than from the drone. These results indicate congruence between the backscatter- and thermodynamically derived PBLH at One Tree Island, which is robust to variations in sampling conditions and the choice of MP LiDAR PBLH retrieval method.
Keywords: atmospheric mixing, atmospheric structure, drones, Great Barrier Reef, LiDAR, One Tree Island, PBLH, planetary boundary layer height, remote sensing.
References
Ainsworth TD, Heron SF, Ortiz JC, Mumby PJ, Grech A, Ogawa D, Eakin CM, Leggat W (2016) Climate change disables coral bleaching protection on the Great Barrier Reef. Science 352(6283), 338-342.
| Crossref | Google Scholar | PubMed |
Alexander S, Protat A (2019) Vertical profiling of aerosols with a combined Raman‐elastic backscatter LiDAR in the remote Southern Ocean marine boundary layer (43–66°S, 132–150°E). Journal of Geophysical Research: Atmospheres 124(22), 12107-12125.
| Crossref | Google Scholar |
Archer CL, Colle BA, Veron DL, Veron F, Sienkiewicz MJ (2016) On the predominance of unstable atmospheric conditions in the marine boundary layer offshore of the US northeastern coast. Journal of Geophysical Research: Atmospheres 121(15), 8869-8885.
| Crossref | Google Scholar |
Baars H, Ansmann A, Engelmann R, Althausen D (2008) Continuous monitoring of the boundary-layer top with LiDAR. Atmospheric Chemistry and Physics 8(23), 7281-7296.
| Crossref | Google Scholar |
Bohlmann S, Baars H, Radenz M, Engelmann R, Macke A (2018) Ship-borne aerosol profiling with LiDAR over the Atlantic Ocean: from pure marine conditions to complex dust–smoke mixtures. Atmospheric Chemistry and Physics 18(13), 9661-9679.
| Crossref | Google Scholar |
Bott A (1999) A numerical model of the cloud-topped planetary boundary layer: chemistry in marine stratus and the effects on aerosol particles. Atmospheric Environment 33(12), 1921-1936.
| Crossref | Google Scholar |
Brooks IM (2003) Finding boundary layer top: application of a wavelet covariance transform to LiDAR backscatter profiles. Journal of Atmospheric and Oceanic Technology 20(8), 1092-1105.
| Crossref | Google Scholar |
Campbell JR, Hlavka DL, Welton EJ, Flynn CJ, Turner DD, Spinhirne JD, Scott VS, Hwang IH (2002) Full-time, eye-safe cloud and aerosol LiDAR observation at atmospheric radiation measurement program sites: instruments and data processing. Journal of Atmospheric and Oceanic Technology 19(4), 431-442.
| Crossref | Google Scholar |
Chen Z, Schofield R, Rayner P, Zhang T, Liu C, Vincent C, Fiddes S, Ryan RG, Alroe J, Ristovski ZD (2019) Characterization of aerosols over the Great Barrier Reef: the influence of transported continental sources. Science of the Total Environment 690, 426-437.
| Crossref | Google Scholar | PubMed |
Córdoba-Jabonero C, Ansmann A, Jiménez C, Baars H, López-Cayuela M-Á, Engelmann R (2021) Experimental assessment of a micro-pulse LiDAR system in comparison with reference LiDAR measurements for aerosol optical properties retrieval. Atmospheric Measurement Techniques 14(7), 5225-5239.
| Crossref | Google Scholar |
Dang R, Yang Y, Hu X-M, Wang Z, Zhang S (2019) A review of techniques for diagnosing the atmospheric boundary layer height (ABLH) using aerosol LiDAR data. Remote Sensing 11(13), 1590.
| Crossref | Google Scholar |
de Arruda Moreira G, da Silva Lopes FJ, Guerrero-Rascado JL, Granados-Muñoz MJ, Bourayou R, Landulfo E (2014) Comparison between two algorithms based on different wavelets to obtain the Planetary Boundary Layer height. In ‘Proceedings Volume 9246, LiDAR Technologies, Techniques, and Measurements for Atmospheric Remote Sensing X’, 22–25 September 2014, Amsterdam, Netherlands. (Eds UN Singh, G Pappalardo) pp. 64–76. (SPIE Digital Library) 10.1117/12.2067352
Durre I, Vose RS, Wuertz DB (2006) Overview of the integrated global radiosonde archive. Journal of Climate 19(1), 53-68.
| Crossref | Google Scholar |
Eckert C, Monteforte KI, Harrison DP, Kelaher BP (2023) Exploring meteorological conditions and microscale temperature inversions above the Great Barrier Reef through drone-based measurements. Drones 7(12), 695.
| Crossref | Google Scholar |
Fiddes SL, Woodhouse MT, Utembe S, Schofield R, Alexander SP, Alroe J, Chambers SD, Chen Z, Cravigan L, Dunne E (2022) The contribution of coral-reef-derived dimethyl sulfide to aerosol burden over the Great Barrier Reef: a modelling study. Atmospheric Chemistry and Physics 22(4), 2419-2445.
| Crossref | Google Scholar |
Flynn CJ, Mendoza A, Zheng Y, Mathur S (2007) Novel polarization-sensitive micropulse LiDAR measurement technique. Optics Express 15(6), 2785-2790.
| Crossref | Google Scholar | PubMed |
Gamage N, Hagelberg C (1993) Detection and analysis of microfronts and associated coherent events using localized transforms. Journal of Atmospheric Sciences 50(5), 750-756.
| Crossref | Google Scholar |
Greatwood C, Richardson TS, Freer J, Thomas RM, MacKenzie AR, Brownlow R, Lowry D, Fisher RE, Nisbet EG (2017) Atmospheric sampling on Ascension Island using multirotor UAVs. Sensors 17(6), 1189.
| Crossref | Google Scholar | PubMed |
Harrison D, Baird M, Harrison L, Utembe S, Schofield R, Escobar Correa R, Mongin M, Rizwi F (2019) T14: Environmental modelling of large-scale solar radiation management. A report provided to the Australian Government by the Reef Restoration and Adaptation Program. (Australian Institute of Marine Science) Available at https://gbrrestoration.org/wp-content/uploads/2020/09/T14-Environmental-Modelling-of-Large-Scale-SRM_v3.03-3.pdf
Hayden K, Anlauf K, Hoff R, Strapp J, Bottenheim J, Wiebe H, Froude F, Martin J, Steyn D, McKendry I (1997) The vertical chemical and meteorological structure of the boundary layer in the Lower Fraser Valley during Pacific ‘93. Atmospheric Environment 31(14), 2089-2105.
| Crossref | Google Scholar |
Hennemuth B, Lammert A (2006) Determination of the atmospheric boundary layer height from radiosonde and LiDAR backscatter. Boundary-Layer Meteorology 120, 181-200.
| Crossref | Google Scholar |
Hernandez-Jaramillo DC, Harrison L, Kelaher B, Ristovski Z, Harrison DP (2023) Evaporative cooling does not prevent vertical dispersion of effervescent seawater aerosol for brightening clouds. Environmental Science & Technology 57, 20559-20570.
| Crossref | Google Scholar | PubMed |
Hernandez-Jaramillo D, Medcraft C, Braga RC, Butcherine P, Doss A, Kelaher B, Rosenfeld D, Harrison D (2024) New airborne research facility observes sensitivity of cumulus cloud microphysical properties to aerosol regime over the Great Barrier Reef. Environmental Science: Atmospheres 8, 861-871.
| Google Scholar |
Hu X-M, Sigler JM, Fuentes JD (2010) Variability of ozone in the marine boundary layer of the equatorial Pacific Ocean. Journal of Atmospheric Chemistry 66, 117-136.
| Crossref | Google Scholar |
Jones G, Curran M, Deschaseaux E, Omori Y, Tanimoto H, Swan H, Eyre B, Ivey J, McParland E, Gabric A (2018) The flux and emission of dimethylsulfide from the Great Barrier Reef region and potential influence on the climate of NE Australia. Journal of Geophysical Research: Atmospheres 123(24), 13,835-813,856.
| Crossref | Google Scholar |
Lewis JR, Welton EJ, Molod AM, Joseph E (2013) Improved boundary layer depth retrievals from MPLNET. Journal of Geophysical Research: Atmospheres 118(17), 9870-9879.
| Crossref | Google Scholar |
Li H, Yang Y, Hu XM, Huang Z, Wang G, Zhang B, Zhang T (2017) Evaluation of retrieval methods of daytime convective boundary layer height based on LiDAR data. Journal of Geophysical Research: Atmospheres 122(8), 4578-4593.
| Crossref | Google Scholar |
McGowan H, Lensky NG, Abir S, Saunders M (2022) Coral reef coupling to the atmospheric boundary layer through exchanges of heat, moisture, and momentum: case studies from tropical and desert fringing coral reefs. Frontiers in Marine Science 9, 900679.
| Crossref | Google Scholar |
MacKellar MC, McGowan HA, Phinn SR, Soderholm JS (2013) Observations of surface energy fluxes and boundary-layer structure over Heron Reef, Great Barrier Reef, Australia. Boundary-Layer Meteorology 146, 319-340.
| Crossref | Google Scholar |
Mentzel S, Nathan R, Noyes P, Brix KV, Moe SJ, Rohr JR, Verheyen J, Van den Brink PJ, Stauber J (2024) Evaluating the effects of climate change and chemical, physical, and biological stressors on nearshore coral reefs: a case study in the Great Barrier Reef, Australia. Integrated Environmental Assessment and Management 20(2), 401-418.
| Crossref | Google Scholar | PubMed |
Nielsen-Gammon JW, Powell CL, Mahoney MJ, Angevine WM, Senff C, White A, Berkowitz C, Doran C, Knupp K (2008) Multisensor estimation of mixing heights over a coastal city. Journal of Applied Meteorology and Climatology 47(1), 27-43.
| Crossref | Google Scholar |
Osibanjo O, Rappenglück B, Ahmad M, Jaimes-Palomera M, Rivera-Hernández O, Prieto-González R, Retama A (2022) Intercomparison of planetary boundary-layer height in Mexico City as retrieved by microwave radiometer, micro-pulse LiDAR and radiosondes. Atmospheric Research 271, 106088.
| Crossref | Google Scholar |
Shaw WJ, Berg LK, Debnath M, Deskos G, Draxl C, Ghate VP, Hasager CB, Kotamarthi R, Mirocha JD, Muradyan P, Pringle WJ, Turner DD, Wilczak JM (2022) Scientific challenges to characterizing the wind resource in the marine atmospheric boundary layer. Wind Energy Science 7(6), 2307-2334.
| Crossref | Google Scholar |
Skyllingstad ED, Vickers D, Mahrt L, Samelson R (2007) Effects of mesoscale sea-surface temperature fronts on the marine atmospheric boundary layer. Boundary-Layer Meteorology 123, 219-237.
| Crossref | Google Scholar |
Steyn DG, Baldi M, Hoff R (1999) The detection of mixed layer depth and entrainment zone thickness from LiDAR backscatter profiles. Journal of Atmospheric and Oceanic Technology 16(7), 953-959.
| Crossref | Google Scholar |
Stull RB (1988) ‘An introduction to boundary layer meteorology (Vol. 13).’ (Springer Science & Business Media) 10.1002/qj.49711548614
Su T, Li J, Li C, Xiang P, Lau AKH, Guo J, Yang D, Miao Y (2017) An intercomparison of long‐term planetary boundary layer heights retrieved from CALIPSO, ground‐based LiDAR, and radiosonde measurements over Hong Kong. Journal of Geophysical Research: Atmospheres 122(7), 3929-3943.
| Crossref | Google Scholar |
Sullivan PP, McWilliams JC (2010) Dynamics of winds and currents coupled to surface waves. Annual Review of Fluid Mechanics 42, 19-42.
| Crossref | Google Scholar |
Swan HB, Jones GB, Deschaseaux ES, Eyre BD (2017) Coral reef origins of atmospheric dimethylsulfide at Heron Island, southern Great Barrier Reef, Australia. Biogeosciences 14(1), 229-239.
| Crossref | Google Scholar |
Wang Z, Sassen K (2001) Cloud type and macrophysical property retrieval using multiple remote sensors. Journal of Applied Meteorology and Climatology 40(10), 1665-1682.
| Crossref | Google Scholar |
Wang Y-C, Wang S-H, Lewis JR, Chang S-C, Griffith SM (2021) Determining planetary boundary layer height by micro-pulse LiDAR with validation by UAV measurements. Aerosol and Air Quality Research 21(5), 200336.
| Crossref | Google Scholar |
Welton EJ, Campbell JR (2002) Micropulse LiDAR signals: uncertainty analysis. Journal of Atmospheric and Oceanic Technology 19(12), 2089-2094.
| Crossref | Google Scholar |
Welton EJ, Voss KJ, Gordon HR, Maring H, Smirnov A, Holben B, Schmid B, Livingston JM, Russell PB, Durkee PA (2000) Ground‐based LiDAR measurements of aerosols during ACE‐2: Instrument description, results, and comparisons with other ground‐based and airborne measurements. Tellus B 52(2), 636-651.
| Crossref | Google Scholar |
Welton EJ, Voss KJ, Quinn PK, Flatau PJ, Markowicz K, Campbell JR, Spinhirne JD, Gordon HR, Johnson JE (2002) Measurements of aerosol vertical profiles and optical properties during INDOEX 1999 using micropulse LiDARs. Journal of Geophysical Research: Atmospheres 107(D19), INX2 18-11-INX12 18-20.
| Crossref | Google Scholar |
Wood R (2012) Stratocumulus clouds. Monthly Weather Review 140(8), 2373-2423.
| Crossref | Google Scholar |
World Meteorological Organization (1966) International Meteorological Tables, WMO-No.188. TP. 94. (WMO) Available at https://library.wmo.int/viewer/59923?medianame=wmo_188e_#page=7&viewer=picture&o=download&n=0&q=