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Han Y, Ding L, Wang Y, Zheng H, Fang L. Shape Discrimination of Individual Aerosol Particles Using Light Scattering. SENSORS (BASEL, SWITZERLAND) 2023; 23:5464. [PMID: 37420631 DOI: 10.3390/s23125464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 05/31/2023] [Accepted: 06/06/2023] [Indexed: 07/09/2023]
Abstract
We established an experimental apparatus by combining polarized light scattering and angle-resolved light scattering measurement technology to rapidly identify the shape of an individual aerosol particle. The experimental data of scattered light of Oleic acid, rod-shaped Silicon dioxide, and other particles with typical shape characteristics were analyzed statistically. To better study the relationship between the shape of particles and the properties of scattered light, the partial least squares discriminant analysis (PLS-DA) method was used to analyze the scattered light of aerosol samples based on the size screening of particles, and the shape recognition and classification method of the individual aerosol particle was established based on the analysis of the spectral data after nonlinear processing and grouping by particle size with the area under the receiver operating characteristic curve (AUC) as reference. The experimental results show that the proposed classification method has a good discrimination ability for spherical, rod-shaped, and other non-spherical particles, which can provide more information for atmospheric aerosol measurement, and has application value for traceability and exposure hazard assessment of aerosol particles.
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Affiliation(s)
- Yan Han
- Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Sciences, Chinese Academy of Sciences, Hefei 230031, China
- Graduate School of Science Island Branch, University of Science and Technology of China, Hefei 230026, China
| | - Lei Ding
- Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Sciences, Chinese Academy of Sciences, Hefei 230031, China
| | - Yingping Wang
- Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Sciences, Chinese Academy of Sciences, Hefei 230031, China
| | - Haiyang Zheng
- Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Sciences, Chinese Academy of Sciences, Hefei 230031, China
| | - Li Fang
- Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Sciences, Chinese Academy of Sciences, Hefei 230031, China
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2
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Classification of Aggregates Using Multispectral Two-Dimensional Angular Light Scattering Simulations. Molecules 2022; 27:molecules27196695. [PMID: 36235231 PMCID: PMC9573113 DOI: 10.3390/molecules27196695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Revised: 10/02/2022] [Accepted: 10/03/2022] [Indexed: 11/17/2022] Open
Abstract
Airborne particulate matter plays an important role in climate change and health impacts, and is generally irregularly shaped and/or forms agglomerates. These particles may be characterized through their light scattering signals. Two-dimensional angular scattering from such particles produce a speckle pattern that is influenced by their morphology (shape and material composition). In what follows, we revisit morphological descriptors obtained from computationally generated light scattering patterns from aggregates of spherical particles. These descriptors are used as inputs to a multivariate statistical algorithm and then classified via supervised machine learning algorithms. The classification results show improved accuracy over previous efforts and demonstrate the utility of the proposed morphological descriptors.
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Pan YL, Kalume A, Arnold J, Beresnev L, Wang C, Rivera DN, Crown KK, Santarpia J. Measurement of circular intensity differential scattering (CIDS) from single airborne aerosol particles for bioaerosol detection and identification. OPTICS EXPRESS 2022; 30:1442-1451. [PMID: 35209304 DOI: 10.1364/oe.448288] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 12/10/2021] [Indexed: 06/14/2023]
Abstract
The circular intensity differential scattering (CIDS), i.e. the normalized Mueller matrix element -S14/S11, can be used to detect the helical structures of DNA molecules in biological systems, however, no CIDS measurement from single particles has been reported to date. We report an innovative method for measuring CIDS phase functions from single particles individually flowing through a scattering laser beam. CIDS signals were obtained from polystyrene latex (PSL) microspheres with or without coating of DNA molecules, tryptophan particles, and aggregates of B. subtilis spores, at the size of 3 μm in diameter. Preliminary results show that this method is able to measure CIDS phase function in tens of microseconds from single particles, and has the ability to identify particles containing biological molecules.
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Imaging atmospheric aerosol particles from a UAV with digital holography. Sci Rep 2020; 10:16085. [PMID: 32999324 PMCID: PMC7528099 DOI: 10.1038/s41598-020-72411-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Accepted: 08/28/2020] [Indexed: 11/30/2022] Open
Abstract
The lack of quantitative characterization of aerosol particles and their loading in the atmosphere is one of the greatest uncertainties in climate-change science. Improved instrumentation capable of determining the size and shape of aerosol particles is needed in efforts to reduce this uncertainty. We describe a new instrument carried by an unmanned aerial vehicle (UAV) that images free-floating aerosol particles in the atmosphere. Using digital holography, the instrument obtains the images in a non-contact manner, resolving particles larger than ten micrometers in size in a sensing volume of approximately three cubic centimeters. The instrument, called the holographic aerosol particle imager (HAPI), has the unique ability to image multiple particles freely entering its sensing volume from any direction via a single measurement. The construction of HAPI consists of 3D printed polymer structures that enable a sufficiently low size and weight that it may be flown on a commercial-grade UAV. Examples from field trials of HAPI show images of freshly emitted tree pollen and mineral dust.
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Li L, Li Z, Dubovik O, Zheng X, Li Z, Ma J, Wendisch M. Effects of the shape distribution of aerosol particles on their volumetric scattering properties and the radiative transfer through the atmosphere that includes polarization. APPLIED OPTICS 2019; 58:1475-1484. [PMID: 30874032 DOI: 10.1364/ao.58.001475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2018] [Accepted: 01/13/2019] [Indexed: 06/09/2023]
Abstract
In this paper, we investigate the effects of shape distribution of aerosol particles on the volumetric scattering properties, as well as the radiance and polarization distributions of skylight, by numerical simulations. The results demonstrate that the shape distribution indeed exerts a significant influence on the skylight degree of linear polarization. The skylight polarization calculated assuming the microscope-measured shape distributions is distinct from that using the inversion-based shape distributions. The significant effects will influence the retrieval of the sphericity of aerosols based on the sun-sky radiometer measurements. Our results suggest that using representative shape distributions obtained by direct microscopic observations of aerosol samples captured in the natural atmosphere has a high potential to improve the retrieval of the aerosol shape parameter.
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Berg MJ, Heinson YW, Kemppinen O, Holler S. Solving the inverse problem for coarse-mode aerosol particle morphology with digital holography. Sci Rep 2017; 7:9400. [PMID: 28839239 PMCID: PMC5571171 DOI: 10.1038/s41598-017-09957-w] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2017] [Accepted: 08/01/2017] [Indexed: 11/09/2022] Open
Abstract
Coarse mode atmospheric aerosol particles are abundant in agricultural, desert, and urban environments. Accurate characterisation of these particles' morphology is an important need in scientific and applied contexts, especially to advance our understanding for how such aerosols influence solar radiative forcing of the atmosphere. Elastic light scattering is a standard method to study aerosol particles in a contact-free manner, wherein measured scattering patterns are interpreted to infer particle morphology. Due in part to the absence of wave-phase information in these measurements, the inference is not unique, a difficulty generally known as the inverse problem. An alternative approach is digital holography where wave-phase information is encoded in the measurements. We show that digital holography and spatial filtering can solve the inverse problem for free-flowing aerosol particles in the sense that a measured scattering pattern can be uniquely associated with the particle size, shape, and orientation producing it.
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Affiliation(s)
- Matthew J Berg
- Department of Physics, Kansas State University, 1228 N. 17th St., Manhattan, KS, 66506, USA.
| | - Yuli W Heinson
- Department of Energy, Environmental & Chemical Engineering, Washington University in Saint Louis, One Brookings Drive, Box 1180, Saint Louis, MO, 63130, USA
| | - Osku Kemppinen
- Department of Physics, Kansas State University, 1228 N. 17th St., Manhattan, KS, 66506, USA
| | - Stephen Holler
- Department of Physics & Engineering Physics, Fordham University, 441 E. Fordham Rd., Bronx, NY, 10458, USA
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Li L, Zheng X, Li Z, Li Z, Dubovik O, Chen X, Wendisch M. Studying aerosol light scattering based on aspect ratio distribution observed by fluorescence microscope. OPTICS EXPRESS 2017; 25:A813-A823. [PMID: 29041048 DOI: 10.1364/oe.25.00a813] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2017] [Accepted: 07/14/2017] [Indexed: 06/07/2023]
Abstract
Particle shape is crucial to the properties of light scattered by atmospheric aerosol particles. A method of fluorescence microscopy direct observation was introduced to determine the aspect ratio distribution of aerosol particles. The result is comparable with that of the electron microscopic analysis. The measured aspect ratio distribution has been successfully applied in modeling light scattering and further in simulation of polarization measurements of the sun/sky radiometer. These efforts are expected to improve shape retrieval from skylight polarization by using directly measured aspect ratio distribution.
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Pan YL, Wang C, Beresnev LA, Yuffa AJ, Videen G, Ligon D, Santarpia JL. Measurement of back-scattering patterns from single laser trapped aerosol particles in air. APPLIED OPTICS 2017; 56:B1-B4. [PMID: 28157859 DOI: 10.1364/ao.56.0000b1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
We demonstrate a method for measuring elastic back-scattering patterns from single laser trapped micron-sized particles, spanning the scattering angle range of θ=167.7°-180° and φ=0°-360° in spherical coordinates. We calibrated the apparatus by capturing light-scattering patterns of 10 μm diameter borosilicate glass microspheres and comparing their scattered intensities with Lorenz-Mie theory. Back-scattering patterns are also presented from a single trapped Johnson grass spore, two attached Johnson grass spores, and a cluster of Johnson grass spores. The method has potential use in characterizing airborne aerosol particles, and may be used to provide back-scattering data for lidar applications.
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Berg MJ, Holler S. Simultaneous holographic imaging and light-scattering pattern measurement of individual microparticles. OPTICS LETTERS 2016; 41:3363-3366. [PMID: 27420536 DOI: 10.1364/ol.41.003363] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
This work combines digital holography with spatial filtering at two wavelengths to record the hologram and light-scattering pattern for a single particle using a color sensor. Particles 30-100 μm in size and with various shapes are considered. The results demonstrate the ability to unambiguously associate a complicated scattering pattern with the particle size, shape, and orientation.
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Stopford C, Kaye PH, Greenaway RS, Hirst E, Ulanowski Z, Stanley WR. Real-time detection of airborne asbestos by light scattering from magnetically re-aligned fibers. OPTICS EXPRESS 2013; 21:11356-11367. [PMID: 23669992 DOI: 10.1364/oe.21.011356] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Inadvertent inhalation of asbestos fibers and the subsequent development of incurable cancers is a leading cause of work-related deaths worldwide. Currently, there is no real-time in situ method for detecting airborne asbestos. We describe an optical method that seeks to address this deficiency. It is based on the use of laser light scattering patterns to determine the change in angular alignment of individual airborne fibers under the influence of an applied magnetic field. Detection sensitivity estimates are given for both crocidolite (blue) and chrysotile (white) asbestos. The method has been developed with the aim of providing a low-cost warning device to trades people and others at risk from inadvertent exposure to airborne asbestos.
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Affiliation(s)
- Christopher Stopford
- Centre for Atmospheric and Instrumentation Research, University of Hertfordshire, Hatfield, Hertfordshire AL10 9AB, UK
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11
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Miles REH, Walker JS, Burnham DR, Reid JP. Retrieval of the complex refractive index of aerosol droplets from optical tweezers measurements. Phys Chem Chem Phys 2012; 14:3037-47. [DOI: 10.1039/c2cp23999j] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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12
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Pan YL, Berg MJ, Zhang SSM, Noh H, Cao H, Chang RK, Videen G. Measurement and autocorrelation analysis of two-dimensional light-scattering patterns from living cells for label-free classification. Cytometry A 2011; 79:284-92. [PMID: 21387543 DOI: 10.1002/cyto.a.21036] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2010] [Revised: 01/12/2011] [Accepted: 02/03/2011] [Indexed: 11/06/2022]
Abstract
We incorporate optics and an ICCD to record the two-dimensional angular optical scattering (TAOS) patterns retrieved from single aerosolized cells. We analyze these patterns by performing autocorrelations and demonstrate that we are able to retrieve cell size from the locations of the secondary maxima. Additional morphological information is contained in the autocorrelation functions and decay rate of the heights of the autocorrelation peaks. We demonstrate these techniques with C6 and Y79 cells, which are readily distinguishable. One key advantage of this methodology is that there is no requirement for antibody and fluorescent labeling molecules.
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Affiliation(s)
- Yong-Le Pan
- U S Army Research Laboratory, Adelphi, Maryland 20783, USA.
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Hemo E, Spektor B, Shamir J. Scattering of singular beams by subwavelength objects. APPLIED OPTICS 2011; 50:33-42. [PMID: 21221157 DOI: 10.1364/ao.50.000033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
In recent years, there has been a mounting interest in better methods of measuring nanoscale objects, especially in fields such as nanotechnology, biomedicine, cleantech, and microelectronics. Conventional methods have proved insufficient, due to the classical diffraction limit or slow and complicated measuring procedures. The purpose of this paper is to explore the special characteristics of singular beams with respect to the investigation of subwavelength objects. Singular beams are light beams that contain one or more singularities in their physical parameters, such as phase or polarization. We focus on the three-dimensional interaction between electromagnetic waves and subwavelength objects to extract information about the object from the scattered light patterns.
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Affiliation(s)
- Evyatar Hemo
- Department of Electrical Engineering, Technion-Israel Institute of Technology, Haifa 32000, Israel.
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14
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Surbek M, Esen C, Schweiger G, Ostendorf A. Pollen characterization and identification by elastically scattered light. JOURNAL OF BIOPHOTONICS 2011; 4:49-56. [PMID: 20209579 DOI: 10.1002/jbio.200900088] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2009] [Revised: 02/03/2010] [Accepted: 02/05/2010] [Indexed: 05/28/2023]
Abstract
The authors recorded the elastic light-scattering pattern of pollen over a large spatial angle range to investigate the potential light scattering for pollen identification. The scattering from elm, hazel, birch, chestnut, willow, sunflower, ragweed and pine was measured. The scattering patterns show distinct differences that can be used for the classification of pollen with simple algorithms.
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Affiliation(s)
- Mario Surbek
- Department of Mechanical Engineering, Ruhr-Universität Bochum, 44780 Bochum, Germany.
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15
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Berg MJ, Hill SC, Pan YL, Videen G. Two-dimensional Guinier analysis: application to single aerosol particles in-flight. OPTICS EXPRESS 2010; 18:23343-23352. [PMID: 21164675 DOI: 10.1364/oe.18.023343] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
This work presents an apparatus that measures near-forward two-dimensional elastic scattering patterns of single aerosol particles and proposes a two-angle extension of the Guinier law to analyze these patterns. The particles, which approximately range from 2 to 8 micrometers in size, flow through the apparatus in an aerosol stream. A spatial filtering technique separates the near-forward portion of the patterns from the illumination light. Contours intended to represent the geometrical profile of the particles are generated from the patterns using the extension of the Guinier law. The analysis is applied to spherical and nonspherical particles, and the resulting contours are found to be consistent with particle shape only for spherical particles.
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Affiliation(s)
- Matthew J Berg
- Mississippi State University, Department of Physics & Astronomy, Mississippi State, Mississippi 39762, USA.
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Berg MJ, Hill SC, Videen G, Gurton KP. Spatial filtering technique to image and measure two-dimensional near-forward scattering from single particles. OPTICS EXPRESS 2010; 18:9486-9495. [PMID: 20588794 DOI: 10.1364/oe.18.009486] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
This work describes the design and use of an optical apparatus to measure the far-field elastic light-scattering pattern for a single particle over two angular-dimensions. A spatial filter composed of a mirror with a small through-hole is used to enable collection of the pattern uncommonly close to the forward direction; to within tenths of a degree. Minor modifications of the design allow for the simultaneous measurement of a particle's image along with its two-dimensional scattering pattern. Example measurements are presented involving single micrometer-sized glass spherical particles confined in an electrodynamic trap and a dilute suspension of polystyrene latex particles in water. A small forward-angle technique, called Guinier analysis, is used to determine a particle-size estimate directly from the measured pattern without a priori knowledge of the particle refractive index. Comparison of these size estimates to those obtained by fitting the measurements to Mie theory reveals relative errors low as 2%.
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Affiliation(s)
- Matthew J Berg
- US Army Research Laboratory, RDRL-CIE-S, 2800 Powder Mill Road, Adelphi, MD 20783-1197, USA.
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Zardini AA, Krieger UK. Evaporation kinetics of a non-spherical, levitated aerosol particle using optical resonance spectroscopy for precision sizing. OPTICS EXPRESS 2009; 17:4659-4669. [PMID: 19293895 DOI: 10.1364/oe.17.004659] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
We describe how a time series of optical resonance spectra of an evaporating, non-spherical, irregular aerosol particle levitated in an electrodynamic balance exhibits patterns which are related to its evaporation kinetics. Simulated spectra of an evaporating, model aerosol particle show comparable features. If these patterns are used to deduce the particle size change with time, the resulting vapor pressures and enthalpies of vaporization compare favorably with literature data for both crystalline ammonium nitrate and succinic acid particles.
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Eidhammer T, Montague DC, Deshler T. Determination of index of refraction and size of supermicrometer particles from light scattering measurements at two angles. ACTA ACUST UNITED AC 2008. [DOI: 10.1029/2007jd009607] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Krieger UK, Zardini AA. Using dynamic light scattering to characterize mixed phase single particles levitated in a quasi-electrostatic balance. Faraday Discuss 2008; 137:377-88; discussion 403-24. [DOI: 10.1039/b702148h] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Chang RK, Pan YL. Linear and non-linear spectroscopy of microparticles: Basic principles, new techniques and promising applications. Faraday Discuss 2008; 137:9-36; discussion 99-113. [DOI: 10.1039/b710441n] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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21
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Pan YL, Pinnick RG, Hill SC, Rosen JM, Chang RK. Single-particle laser-induced-fluorescence spectra of biological and other organic-carbon aerosols in the atmosphere: Measurements at New Haven, Connecticut, and Las Cruces, New Mexico. ACTA ACUST UNITED AC 2007. [DOI: 10.1029/2007jd008741] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Fernandes GE, Pan YL, Chang RK, Aptowicz K, Pinnick RG. Simultaneous forward- and backward-hemisphere elastic-light-scattering patterns of respirable-size aerosols. OPTICS LETTERS 2006; 31:3034-6. [PMID: 17001391 DOI: 10.1364/ol.31.003034] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Two-dimensional angular optical scattering (TAOS) patterns of aerosols are measured simultaneously from the forward hemisphere 15 degrees < theta < 90 degrees as well as the backward hemisphere 90 degrees < theta < 165 degrees (detecting 63% of the 4pi sr of scattered light) by using an ellipsoidal reflector and an intensified CCD detector. TAOS patterns were obtained from polystyrene-latex spheres (individuals and aggregates) and from single Bacillus subtilis spores. These information-rich patterns, measured with a single laser pulse for individual particles on the fly, suggest that forward-TAOS and backward-TAOS measurements may be used for rapid classification of single aerosol particles.
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Affiliation(s)
- Gustavo E Fernandes
- Department of Applied Physics and Center for Laser Diagnostics, Yale University, New Haven, Connecticut 06520-8284, USA.
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