Optics of Marine Particles

Size: px
Start display at page:

Download "Optics of Marine Particles"

Transcription

1 Optics of Marine Particles Lecture 2 Dariusz Stramski Scripps Institution of Oceanography University of California San Diego dstramski@ucsd.edu IOCCG Summer Lecture Series 22 July - 2 August 2014, Villefranche-sur-Mer, France

2 Suspended Particulate Matter Plankton microorganisms Biogenic detrital particles Mineral particles Colloidal particles Air bubbles

3 Plankton microorganisms

4 Plankton microorganisms (Stramski et al., 2001)

5 Interspecies variability in absorption (Stramski et al. 2001)

6 Interspecies variability in scattering (Stramski et al. 2001)

7 1.0 Interspecies variability in single scattering albedo Single scattering albedo Light wavelength [ nm ] (based on data from Stramski et al. 2001)

8 Mie calculations of scattering phase function for plankton microorganisms (Stramski et al. 2001)

9 Backscattering properties of plankton microorganisms (subject to uncertainties associated with Mie scattering calculations for homogeneous spheres) (Stramski et al. 2001)

10 Intraspecies variability due to irradiance - Synechocystis Absorption Scattering Cell Chl C WAVELENGTH [ nm ] (Stramski and Morel 1990)

11 Intraspecies variability due to temperature, nitrogen, and light limitation Thalassiosira pseudonana Absorption vs. growth rate Scattering vs. growth rate (Stramski et al. 2002)

12 Intraspecies variability over a diel cycle Thalassiosira pseudonana (Stramski and Reynolds 1993)

13 Optical variability for heterotrophic bacteria Absorption Beam attenuation CHB Carotenoid-rich bacteria: grown in nutrient-enriched seawater [EX-1 (light-dark cycle), EX-2 and EX-3 (dark)], and in nutrient-poor seawater (EX-4) NHB Non-pigmented bacteria: fast-growing in the absorption experiment and starved in the attenuation experiment (Stramski and Kiefer 1998)

14 Prey-predator interactions (cyanobacteria and ciliates) Particle size distributions Absorption spectra Scattering spectra (Stramski et al. 1992)

15 Examples of particulate absorption coefficients a p, a d or NAP, a ph (data from the Sargasso Sea) a ph = a p - a d or NAP (Bricaud and Stramski 1990)

16 Example non-algal particle (NAP) absorption spectra and the corresponding exponential fits for different regions (Babin et al. 2003)

17 Frequency distribution of spectral slope of NAP absorption NAP absorption spectra calculated with a NAP (443)=1 m -1 and S NAP = nm -1 (±1.96 standard deviation, where SD= nm -1 ) (Babin et al. 2003)

18 Mineral particles Spitsbergen fjord, Arctic Saharan dust Mongolian Cyclone 7 April 2001 Cloud Dust

19 Sample ID Description Origin ILL 1 illite Source Clay Minerals Repository, University of Missouri (ref. IMt-1) Terrigenous mineral-rich particulate matter (Stramski et al. 2007) ILL 2 as above but different PSD as above KAO 1 kaolinite (poorly crystallized) as above (ref. KGa-2) KAO 2 as above but different PSD as above MON 1 Ca-montmorillonite as above (ref. SAz-1) MON 2 as above but different PSD as above CAL 1 calcite natural crystal CAL 2 as above but different PSD as above QUA 1 quartz natural crystal SAH 1 atmospheric dust from Sahara red rain event, Villefranche-sur-Mer, France SAH 2 as above but different PSD as above AUS 1 surface soil dust cliff shore, Palm Beach near Sydney, Australia AUS 2 as above but different PSD as above ICE 1 ice-rafted particles glacier runoff, Kongsfjord, Spitsbergen ICE 2 as above but different PSD as above OAH 1 surface soil dust Oahu, Hawaii Islands OAH 2 as above but different PSD as above KUW 1 surface soil dust Kuwait (eastern part, close to ocean) KUW 2 as above but different PSD as above NIG 1 surface soil dust southwest Nigeria SAN 1 atmospheric dust San Diego, California

20 Mass-specific absorption Mass-specific absorption coefficient a p * (m 2 g -1 ) SAH OAH 2 b KUW OAH NIG KUW SAN AUS 1 ILL 2 KAO 2 AUS 2 MON 2 ICE 2 SAH 2 QUA 1 CAL 1 ICE Light wavelength (nm) a c Mass-specific scattering Mass-specific scattering coefficient b p * (m 2 g -1 ) 2.0 ICE 1 ICE 2 SAH AUS SAH 1 AUS SAN 1 KUW 1 KUW OAH 2 OAH 1 NIG ILL 2 KAO 2 MON 2 CAL CAL 1 c ILL MON 1 KAO 1 QUA 1 MON Light wavelength (nm) a b (Stramski et al. 2007)

21 Particle Size Distributions Particle number concentration FN(D) (m -3 m-1) SAH 1 SAH 2 a a 1 10 KUW 1 KUW 2 b Particle volume concentration FV(D) ( m -1 ) 6x10-6 5x10-6 SAH 2 4x10-6 SAH 1 3x10-6 2x10-6 1x10-6 SAH x10-6 5x10-6 KUW 2 d 4x10-6 3x10-6 2x10-6 KUW 1 1x10-6 KUW 2 c Particle equivalent diameter D ( m) Particle equivalent diameter D ( m) (Stramski et al. 2007)

22 Absorption of mineral-rich particulate assemblages Mass-specific absorption Fe-specific absorption (Babin and Stramski 2004)

23 (Babin and Stramski 2004)

24 Asian dust - sampling locations (Stramski et al. 2004)

25 Asian mineral-rich dust (Stramski et al. 2004)

26 Colloidal particles (< 1 m in size) undergoing Brownian motion

27 Size distributions of colloids Particle concentration N(D)dD ( m -3 ) Scotian shelf 5 m Scotian shelf 10 m Scotian slope 20 m Scotian slope 40 m Sargasso Sea 30 m Sargasso Sea 50 m Sargasso Sea 70 m Southern Ocean shelf 40 m S. Ocean open waters 3 m S. Ocean open waters 30 m S. Ocean open waters 50 m Wells and Goldberg (1994) Particle diameter D ( m ) Particle concentration N(D)dD ( m -3 ) Station B 0 m Station B 33 m Station C 0 m Station C 23 m Station D 0 m Station D 34 m Station D 55 m Yamasaki et al. (1998) Particle diameter D ( m ) Otsuchi Bay 5 m Otsuchi Bay 25 m Otsuchi Bay 40 m

28 Scattering coefficient b ( m -1 ) Wavelength ( nm ) Backscattering coefficient b b ( m -1 ) 10-2 Results for colloidal particles scattering Wavelength ( nm ) Backscattering coefficient b b ( m -1 ) backscattering Wavelength ( nm ) Wavelength ( nm ) pure seawater pure seawater average small colloids average average small large colloids small + large colloids average large small + large colloids (Stramski and Woźniak 2005)

29 Light scattering by bubbles entrained by wave breaking (Stramski and Tęgowski 2001)

30 Scattering and backscattering by bubbles as a function of void fraction (Terrill et al. 2001)

31 Traditional approach Inherent Optical Properties (IOPs) described in terms of a few broadly-defined categories of seawater constituents IOP( ) = IOP w ( ) + IOP p ( ) + IOP CDOM ( ) IOP p ( ) = IOP ph ( ) + IOP NAP ( ) Example IOPs: absorption coefficient, scattering coefficient, beam attenuation coefficient, volume scattering function

32 A four-component model of absorption

33 Chlorophyll-based approach IOP( ) = IOP w ( ) + f [ Chla ] for example a ph ( ) = f [ Chla ] a p ( ) = f [ Chla ] AOP( ) (e.g., ocean reflectance) = f [ Chla ]

34 Case 1 and Case 2 Waters Morel and Prieur (1977); Gordon and Morel (1983)

35 Absorption vs. chlorophyll-a ~ 4-fold variation (Bricaud et al. 1998)

36 Beam attenuation vs. chlorophyll > 10-fold variation (Loisel and Morel 1998)

37 Chlorophyll Algorithm OC4 Algorithm (Clarke, Ewing & Lorenzen 1970) (O Reilly et al. 2000)

38 Global distribution of phytoplankton chlorophyll in the world s oceans from Sea-viewing Wide Field-of-view Sensor (SeaWiFS) based on Sep Feb 2007 data Courtesy of NASA

39 Chlorophyll-based approach: Summary Parameterization in terms of chlorophyll-a concentration alone Empirical regressions (statistically-derived models) Provide average trends but no information about variability Not valid for Case 2 waters Not necessarily satisfactory for Case 1 waters

40 Reductionist approach To develop an understanding and assemble a model of the whole, from the reductionist study of its parts IOP p ( ) IOP ( ) k, pla k IOP ( ) m m,min IOP ( ) n n,det plankton minerals detritus

41 Example criteria Manageable number of components The sum of components should account for the total bulk particulate and optical properties as accurately as possible The components should play specific well-defined roles in ocean optics and biogeochemistry

42 Example reductionist model of particle functional types (PFTs) Living Particles Autotrophs 1. Picophytoplankton <2-3 m (prokaryotes and eukaryotes) 2. Small nanophytoplankton ~2-8 m 3. Coccolithophores 4. Large nanophytoplankton ~8-20 m 5. Microphytoplankton m Heterotrophs 6. Bacteria ~0.5 m 7. Microzooplankton O(1-100) m Non-Living Particles Organic 8. Small colloids m 9. Coarse colloids m 10. Detritus >1 m Inorganic 11. Colloidal/Clay minerals <2 m 12. Larger (Silt and Sandsized) minerals >2 m Challenge: Characterization of PFT properties e.g., optical cross-sections concentration in seawater s ( ) i N i

43 Multi-component model of bulk IOPs IOP( ) j i 1 IOP ( ) N i j i 1 i s i ( ) N i

44 Example IOP model with detailed description of plankton community (Stramski et al. 2001)

45 Size distribution (Stramski et al. 2001)

46 Absorption Scattering (Stramski et al. 2001)

47 Reductionist IOP/radiative transfer/reflectance model Input to radiative transfer model IOP( ) j i 1 IOP i ( ) N j i 1 i s ( ) i Output, e.g. ocean reflectance j i 1 R( f [ Ni s i, a( ), Nis i, b(, )] j i 1 In what ways does variability in detailed seawater composition determine variability in ocean reflectance? What information about water constituents and optical properties can we hope to extract from remotely sensed reflectance?

48 Multi-component IOP database Radiative transfer model (Stramski and Mobley 1997; Mobley and Stramski 1997)

49 Reductionist approach: What do we need to do? Optical measurements include b(, ); target specific water constituents Particle identification and characterization particle species composition, size distribution, particle chemistry, biology, mineralogy, etc. Laboratory experiments (not just field experiments) New techniques and instrumentation

50 The complexity of seawater as an optical medium should not deter us from pursuing the proper course in future research The reductionist worldview has to be accepted as it is, not because we like it, but because that is the way the world works Steven Weinberg 1979 Nobel Prize in Physics

Optical Properties of Mineral Particles and Their Effect on Remote-Sensing Reflectance in Coastal Waters

Optical Properties of Mineral Particles and Their Effect on Remote-Sensing Reflectance in Coastal Waters Optical Properties of Mineral Particles and Their Effect on Remote-Sensing Reflectance in Coastal Waters Dariusz Stramski Marine Physical Laboratory Scripps Institution of Oceanography University of California

More information

Optical Properties of Mineral Particles and Their Effect on Remote-Sensing Reflectance in Coastal Waters

Optical Properties of Mineral Particles and Their Effect on Remote-Sensing Reflectance in Coastal Waters Optical Properties of Mineral Particles and Their Effect on Remote-Sensing Reflectance in Coastal Waters Dariusz Stramski Marine Physical Laboratory Scripps Institution of Oceanography University of California

More information

Variations in the optical properties of terrigenous mineral-rich particulate matter suspended in seawater

Variations in the optical properties of terrigenous mineral-rich particulate matter suspended in seawater Limnol. Oceanogr., 52(6), 2007, 2418 2433 E 2007, by the American Society of Limnology and Oceanography, Inc. Variations in the optical properties of terrigenous mineral-rich particulate matter suspended

More information

Small-scale effects of underwater bubble clouds on ocean reflectance: 3-D modeling results

Small-scale effects of underwater bubble clouds on ocean reflectance: 3-D modeling results Small-scale effects of underwater bubble clouds on ocean reflectance: 3-D modeling results Jacek Piskozub, 1,* Dariusz Stramski, 2 Eric Terrill, 2 and W. Kendall Melville 2 1 Institute of Oceanology, Polish

More information

Absorption properties. Scattering properties

Absorption properties. Scattering properties Absorption properties Scattering properties ocean (water) color light within water medium Lu(ϴ,ϕ) (Voss et al 2007) (Kirk 1994) They are modulated by water constituents! Sensor measures E d L w [Chl] [CDOM]

More information

Absorption properties. Scattering properties

Absorption properties. Scattering properties Absorption properties Scattering properties ocean (water) color light within water medium Lu(ϴ,ϕ) (Voss et al 2007) (Kirk 1994) They are modulated by water constituents! Sensor measures E d L w [Chl] [CDOM]

More information

ZhongPing Lee, University of Massachusetts Boston

ZhongPing Lee, University of Massachusetts Boston ZhongPing Lee, University of Massachusetts Boston Absorption properties Scattering properties ocean (water) color light within water medium Lu(ϴ,ϕ) (Voss et al 2007) (Kirk 1994) They are modulated by water

More information

THE CONTRIBUTION OF PHYTOPLANKTON AND NON-PHYTOPLANKTON PARTICLES TO INHERENT AND APPARENT OPTICAL PROPERTIES IN NEW ENGLAND CONTINENTAL SHELF WATERS

THE CONTRIBUTION OF PHYTOPLANKTON AND NON-PHYTOPLANKTON PARTICLES TO INHERENT AND APPARENT OPTICAL PROPERTIES IN NEW ENGLAND CONTINENTAL SHELF WATERS THE CONTRIBUTION OF PHYTOPLANKTON AND NON-PHYTOPLANKTON PARTICLES TO INHERENT AND APPARENT OPTICAL PROPERTIES IN NEW ENGLAND CONTINENTAL SHELF WATERS ABSTRACT Rebecca E. Green, Heidi M. Sosik, and Robert

More information

Ocean Colour Remote Sensing in Turbid Waters. Lecture 2: Introduction to computer exercise #1 The Colour of Water.

Ocean Colour Remote Sensing in Turbid Waters. Lecture 2: Introduction to computer exercise #1 The Colour of Water. Ocean Colour Remote Sensing in Turbid Waters Lecture 2: Introduction to computer exercise #1 The Colour of Water by Kevin Ruddick Overview of this lecture Objective: introduce the HYPERTEACH ocean colour

More information

Ocean Colour Remote Sensing in Turbid Waters. Lecture 2: Introduction to computer exercise #1 The Colour of Water

Ocean Colour Remote Sensing in Turbid Waters. Lecture 2: Introduction to computer exercise #1 The Colour of Water [1/17] Kevin Ruddick, /RBINS 2012 Ocean Colour Remote Sensing in Turbid Waters Lecture 2: Introduction to computer exercise #1 The Colour of Water by Kevin Ruddick [2/17] Kevin Ruddick, /RBINS 2012 Overview

More information

JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 109, C03026, doi: /2003jc001977, 2004

JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 109, C03026, doi: /2003jc001977, 2004 JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 109,, doi:10.1029/2003jc001977, 2004 Analysis of apparent optical properties and ocean color models using measurements of seawater constituents in New England continental

More information

C M E M S O c e a n C o l o u r S a t e l l i t e P r o d u c t s

C M E M S O c e a n C o l o u r S a t e l l i t e P r o d u c t s Implemented by C M E M S O c e a n C o l o u r S a t e l l i t e P r o d u c t s This slideshow gives an overview of the CMEMS Ocean Colour Satellite Products Marine LEVEL1 For Beginners- Slides have been

More information

Apparent and inherent optical properties in the ocean

Apparent and inherent optical properties in the ocean Apparent and inherent optical properties in the ocean Tomorrow: "Open questions in radiation transfer with a link to climate change 9:30 Gathering and Coffee 9:50 Opening Ilan Koren, Environmental Sciences

More information

Parallel Measurements of Light Scattering and Characterization of Marine Particles in Water: An Evaluation of Methodology

Parallel Measurements of Light Scattering and Characterization of Marine Particles in Water: An Evaluation of Methodology Parallel Measurements of Light Scattering and Characterization of Marine Particles in Water: An Evaluation of Methodology Dariusz Stramski Marine Physical Laboratory Scripps Institution of Oceanography

More information

Bio-optical modeling of IOPs (PFT approaches)

Bio-optical modeling of IOPs (PFT approaches) Bio-optical modeling of IOPs (PFT approaches) Collin Roesler July 28 2014 note: the pdf contains more information than will be presented today Some History It started with satellite observations of El

More information

In situ determination of the remotely sensed reflectance and the absorption coefficient: closure and inversion

In situ determination of the remotely sensed reflectance and the absorption coefficient: closure and inversion In situ determination of the remotely sensed reflectance and the absorption coefficient: closure and inversion Andrew H. Barnard, J. Ronald V. Zaneveld, and W. Scott Pegau We tested closure between in

More information

The low water-leaving radiances phenomena around the Yangtze River Estuary

The low water-leaving radiances phenomena around the Yangtze River Estuary The low water-leaving radiances phenomena around the Yangtze River Estuary He Xianqiang* a, Bai Yan a, Mao Zhihua a, Chen Jianyu a a State Key Laboratory of Satellite Ocean Environment Dynamics, Second

More information

Pigment packaging effects in Thalassiosira pseudonana under light regulated steady-state growth

Pigment packaging effects in Thalassiosira pseudonana under light regulated steady-state growth Pigment packaging effects in Thalassiosira pseudonana under light regulated steady-state growth B. Greg Mitchell, Niu Du, Elliot Weiss and Maria Vernet Scripps Institution of Oceanography, UCSD Acknowledgements:

More information

An evaluation of two semi-analytical ocean color algorithms for waters of the South China Sea

An evaluation of two semi-analytical ocean color algorithms for waters of the South China Sea 28 5 2009 9 JOURNAL OF TROPICAL OCEANOGRAPHY Vol.28 No.5 Sep. 2009 * 1 1 1 1 2 (1. ( ), 361005; 2. Northern Gulf Institute, Mississippi State University, MS 39529) : 42, QAA (Quasi- Analytical Algorithm)

More information

Lecture 3 Absorption physics and absorbing materials

Lecture 3 Absorption physics and absorbing materials Lecture 3 Absorption physics and absorbing materials Collin Roesler 10 July 2017 Lecture Overview Overview of the electromagnetic spectrum What is absorption? What are the major absorbers in the ocean?

More information

The beam attenuation coefficient and its spectra. (also known as beam-c or extinction coefficient ). Emmanuel Boss, U. of Maine

The beam attenuation coefficient and its spectra. (also known as beam-c or extinction coefficient ). Emmanuel Boss, U. of Maine The beam attenuation coefficient and its spectra (also known as beam-c or extinction coefficient ). Emmanuel Boss, U. of Maine Review: IOP Theory Collin s lecture 2: F o F t Incident Radiant Flux Transmitted

More information

Uncertainties of inherent optical properties obtained from semianalytical inversions of ocean color

Uncertainties of inherent optical properties obtained from semianalytical inversions of ocean color Uncertainties of inherent optical properties obtained from semianalytical inversions of ocean color Peng Wang, Emmanuel S. Boss, and Collin Roesler We present a method to quantify the uncertainties in

More information

Bio-optical properties and ocean color algorithms for coastal waters influenced by the Mississippi River during a cold front

Bio-optical properties and ocean color algorithms for coastal waters influenced by the Mississippi River during a cold front Bio-optical properties and ocean color algorithms for coastal waters influenced by the Mississippi River during a cold front Eurico J. D Sa, Richard L. Miller, and Carlos Del Castillo During the passage

More information

JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 106, NO. C7, PAGES 14,129 14,142, JULY 15, 2001

JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 106, NO. C7, PAGES 14,129 14,142, JULY 15, 2001 JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 106, NO. C7, PAGES 14,129 14,142, JULY 15, 2001 A model for estimating bulk refractive index from the optical backscattering ratio and the implications for understanding

More information

Effect of suspended particulate-size distribution on the backscattering ratio in the remote sensing of seawater

Effect of suspended particulate-size distribution on the backscattering ratio in the remote sensing of seawater Effect of suspended particulate-size distribution on the backscattering ratio in the remote sensing of seawater Dubravko Risović Mie theory is used to study the influence of the particle-size distribution

More information

Optics and biogeochemistry, (the use & misuse of optical proxies)

Optics and biogeochemistry, (the use & misuse of optical proxies) Optics and biogeochemistry, (the use & misuse of optical proxies) Emmanuel Boss, UMaine. Optical measurements: measurements of EM radiation from UV->IR. Why use optics? Provides ability to observe oceans

More information

The Nature of Light Interaction of Light and Matter

The Nature of Light Interaction of Light and Matter The Nature of Light Interaction of Light and Matter Dariusz Stramski Scripps Institution of Oceanography University of California San Diego Email: dstramski@ucsd.edu IOCCG Summer Lecture Series 25 June

More information

10 Absorption and scattering of light in natural waters

10 Absorption and scattering of light in natural waters 10 Absorption and scattering of light in natural waters Vladimir I. Haltrin 10.1 Introduction In this chapter we restrict ourselves to the problems of absorptionabsorption [1 13], elastic [1, 4, 5, 10,

More information

Flow cytometric determination of size and complex refractive index for marine particles: comparison with independent and bulk estimates

Flow cytometric determination of size and complex refractive index for marine particles: comparison with independent and bulk estimates Flow cytometric determination of size and complex refractive index for marine particles: comparison with independent and bulk estimates Rebecca E. Green, Heidi M. Sosik, Robert J. Olson, and Michele D.

More information

Assessment of the ultraviolet radiation field in ocean waters from space-based measurements and full radiative-transfer calculations

Assessment of the ultraviolet radiation field in ocean waters from space-based measurements and full radiative-transfer calculations Assessment of the ultraviolet radiation field in ocean waters from space-based measurements and full radiative-transfer calculations Alexander P. Vasilkov, Jay R. Herman, Ziauddin Ahmad, Mati Kahru, and

More information

Atmospheric Correction of Ocean Color RS Observations

Atmospheric Correction of Ocean Color RS Observations Atmospheric Correction of Ocean Color RS Observations Menghua Wang NOAA/NESDIS/STAR E/RA3, Room 3228, 5830 University Research Ct. College Park, MD 20740, USA IOCCG Summer Lecture Series, Villefranche-sur-Mer,

More information

Apparent optical properties and radiative transfer theory*

Apparent optical properties and radiative transfer theory* Apparent optical properties and radiative transfer theory* Apparent optical properties. The RTE and Gershun s equation The Secchi disk (and depth, an AOP). *based in part on lectures by Roesler, Mobley,

More information

Apparent and inherent optical properties of turbid estuarine waters: measurements, empirical quantification relationships, and modeling

Apparent and inherent optical properties of turbid estuarine waters: measurements, empirical quantification relationships, and modeling Apparent and inherent optical properties of turbid estuarine waters: measurements, empirical quantification relationships, and modeling David Doxaran, Nagur Cherukuru, and Samantha J. Lavender Spectral

More information

Absorption and backscattering in the Beaufort and Chukchi Seas

Absorption and backscattering in the Beaufort and Chukchi Seas JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 110,, doi:10.1029/2002jc001653, 2005 Absorption and backscattering in the Beaufort and Chukchi Seas Jian Wang, Glenn F. Cota, and David A. Ruble Center for Coastal

More information

Analysis of the particle size distribution and optical properties in the Korean seas

Analysis of the particle size distribution and optical properties in the Korean seas Analysis of the particle size distribution and optical properties in the Korean seas Boram Lee 1,2, Young-Je Park 1, Wonkook Kim 1, Jae-Hyun Ahn 1, Kwangseok Kim 1, Jeong-Eon Moon 1 and Sang-Wan Kim 2

More information

Calibration and Validation for Ocean Color Remote Sensing 10 July 4 August, 2017 Darling Marine Center, University of Maine, Walpole ME

Calibration and Validation for Ocean Color Remote Sensing 10 July 4 August, 2017 Darling Marine Center, University of Maine, Walpole ME Calibration and Validation for Ocean Color Remote Sensing 10 July 4 August, 2017 Darling Marine Center, University of Maine, Walpole ME Meals: breakfast 0730; lunch 1200; dinner 1800; weekends will be

More information

Remote sensing of Sun-induced fluorescence.

Remote sensing of Sun-induced fluorescence. Remote sensing of Sun-induced fluorescence. Part 2: from FLH to chl, Φ f and beyond. Yannick Huot Centre d applications et de recherches en télédétection (CARTEL) Département de Géomatique Université de

More information

Estimating Shelf Seawater Composition by Inversion of AC9 Inherent Optical Property Measurements

Estimating Shelf Seawater Composition by Inversion of AC9 Inherent Optical Property Measurements Estimating Shelf Seawater Composition by Inversion of AC9 Inherent Optical Property Measurements Ian C. Brown, Alex Cunningham, David McKee Physics Department, University of Strathclyde, 107 Rottenrow,

More information

Parallel Measurements of Light Scattering and Characterization of Marine Particles in Water: An Evaluation of Methodology

Parallel Measurements of Light Scattering and Characterization of Marine Particles in Water: An Evaluation of Methodology Parallel Measurements of Light Scattering and Characterization of Marine Particles in Water: An Evaluation of Methodology Dariusz Stramski Marine Physical Laboratory Scripps Institution of Oceanography

More information

Optical properties of the particles in the Crimea coastal waters (Black Sea)

Optical properties of the particles in the Crimea coastal waters (Black Sea) JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 110,, doi:10.1029/2005jc003008, 2005 Optical properties of the particles in the Crimea coastal waters (Black Sea) M. Chami, 1 E. B. Shybanov, 2 T. Y. Churilova, 3

More information

Ocean Color Algorithms for the Southern Ocean Constraining the Carbon cycle

Ocean Color Algorithms for the Southern Ocean Constraining the Carbon cycle Ocean Color Algorithms for the Southern Ocean Constraining the Carbon cycle Report Breakout Session No. 5 IOCS 2017 Lisbon, Portugal Maria Vernet Scripps Institution of Oceanography, USA Antarctic Fronts:

More information

Spectral variation of the volume scattering function measured over the full range of scattering angles in a coastal environment

Spectral variation of the volume scattering function measured over the full range of scattering angles in a coastal environment Spectral variation of the volume scattering function measured over the full range of scattering angles in a coastal environment Malik Chami, Eugeny B. Shybanov, Gueorgui A. Khomenko, Michael E.-G. Lee,

More information

Primary Production using Ocean Color Remote Sensing. Watson Gregg NASA/Global Modeling and Assimilation Office

Primary Production using Ocean Color Remote Sensing. Watson Gregg NASA/Global Modeling and Assimilation Office Primary Production using Ocean Color Remote Sensing Watson Gregg NASA/Global Modeling and Assimilation Office watson.gregg@nasa.gov Classification of Ocean Color Primary Production Methods Carr, M.-E.,

More information

Bio-optical properties of oceanic waters: A reappraisal

Bio-optical properties of oceanic waters: A reappraisal JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 106, NO. C4, PAGES 7163 7180, APRIL 15, 2001 Bio-optical properties of oceanic waters: A reappraisal André Morel Laboratoire de Physique et Chimie Marines, Université

More information

Polarization measurements in coastal waters using a hyperspectral multiangular sensor

Polarization measurements in coastal waters using a hyperspectral multiangular sensor Polarization measurements in coastal waters using a hyperspectral multiangular sensor A. Tonizzo 1, J. Zhou 1, A. Gilerson 1, T. Iijima 1, M. Twardowski 2, D. Gray 3, R. Arnone 3, B. Gross 1, F. Moshary

More information

Influence of forward and multiple light scatter on the measurement of beam attenuation in highly scattering marine environments

Influence of forward and multiple light scatter on the measurement of beam attenuation in highly scattering marine environments Influence of forward and multiple light scatter on the measurement of beam attenuation in highly scattering marine environments Jacek Piskozub, Dariusz Stramski, Eric Terrill, and W. Kendall Melville Using

More information

A three-layered sphere model of the optical properties of phytoplankton

A three-layered sphere model of the optical properties of phytoplankton Limnol. Oceanogr., 37(8), 1992, 1680-1690 0 1992, by the American Society of Limnology and Oceanography, Inc. A three-layered sphere model of the optical properties of phytoplankton James C. Kitchen and

More information

Revisiting Ocean Color Algorithms for Chlorophyll a and Particulate Organic Carbon in the Southern Ocean using Biogeochemical Floats

Revisiting Ocean Color Algorithms for Chlorophyll a and Particulate Organic Carbon in the Southern Ocean using Biogeochemical Floats Revisiting Ocean Color Algorithms for Chlorophyll a and Particulate Organic Carbon in the Southern Ocean using Biogeochemical Floats Haëntjens, Boss & Talley SOCCOM Profiling Floats Active floats 80 /

More information

MERIS for Case 2 Waters

MERIS for Case 2 Waters MERIS for Case 2 Waters Roland Doerffer &Helmut Schiller GKSS Forschungszentrum Institute for Coastal Research doerffer@gkss.de Case 2 water reflectance spectra North Sea Dissolved and suspended matter

More information

Chlorophyll-based model of seawater optical properties

Chlorophyll-based model of seawater optical properties Chlorophyll-based model of seawater optical properties Vladimir I. Haltrin A one-parameter model of the inherent optical properties of biologically stable waters is proposed. The model is based on the

More information

A NOVEL CONCEPT FOR MEASURING SEAWATER INHERENT OPTICAL PROPERTIES IN AND OUT OF THE WATER

A NOVEL CONCEPT FOR MEASURING SEAWATER INHERENT OPTICAL PROPERTIES IN AND OUT OF THE WATER A NOVEL CONCEPT FOR MEASURING SEAWATER INHERENT OPTICAL PROPERTIES IN AND OUT OF THE WATER Gainusa Bogdan, Alina 1 ; Boss, Emmanuel 1 1 School of Marine Sciences, Aubert Hall, University of Maine, Orono,

More information

Dust Climate Interactions

Dust Climate Interactions School of Earth and Environment INSTITUTE FOR CLIMATE AND ATMOSPHERIC SCIENCE Dust Climate Interactions Kerstin Schepanski k. schepanski@leeds.ac.uk Dust Impacts Direct and indirect climate forcing Regional

More information

Absorption spectrum of phytoplankton pigments derived from hyperspectral remote-sensing reflectance

Absorption spectrum of phytoplankton pigments derived from hyperspectral remote-sensing reflectance Remote Sensing of Environment 89 (2004) 361 368 www.elsevier.com/locate/rse Absorption spectrum of phytoplankton pigments derived from hyperspectral remote-sensing reflectance ZhongPing Lee a, *, Kendall

More information

Near-infrared light scattering by particles in coastal waters

Near-infrared light scattering by particles in coastal waters Near-infrared light scattering by particles in coastal waters David Doxaran *, Marcel Babin and Edouard Leymarie Université Pierre et Marie Curie - Paris 6, Laboratoire d'océanographie de Villefranche,

More information

Physical-Biological-Optics Model Development and Simulation for the Pacific Ocean and Monterey Bay, California

Physical-Biological-Optics Model Development and Simulation for the Pacific Ocean and Monterey Bay, California DISTRIBUTION STATEMENT A: Approved for public release; distribution is unlimited. Physical-Biological-Optics Model Development and Simulation for the Pacific Ocean and Monterey Bay, California Fei Chai

More information

Marine Ecology I: Phytoplankton and Primary production

Marine Ecology I: Phytoplankton and Primary production Marine Ecology I: Phytoplankton and Primary production Osvaldo Ulloa University of Concepcion, Chile oulloa@profc.udec.cl From SOLAS Science Plan Phytoplankton, biogeochemistry and climate I Uptake (through

More information

Abstract For many oceanographic studies and applications, it is desirable to know the spectrum of the attenuation coefficient.

Abstract For many oceanographic studies and applications, it is desirable to know the spectrum of the attenuation coefficient. 118 IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, VOL. 43, NO. 1, JANUARY 2005 Absorption Coefficients of Marine Waters: Expanding Multiband Information to Hyperspectral Data Zhong Ping Lee, W. Joseph

More information

Suspended Matter, Ocean Optics, Coastal Remote-Sensing

Suspended Matter, Ocean Optics, Coastal Remote-Sensing Suspended Matter, Ocean Optics, Coastal Remote-Sensing What Drives the Coastal Ocean Remote-Sensing Reflectance? Robert H. Stavn Biology Dept., Univ. of North Carolina at Greensboro, Greensboro, NC Naval

More information

BACKSCATTERING BY NON-SPHERICAL NATURAL PARTICLES: INSTRUMENT DEVELOPMENT, IOP S, AND IMPLICATIONS FOR RADIATIVE TRANSFER

BACKSCATTERING BY NON-SPHERICAL NATURAL PARTICLES: INSTRUMENT DEVELOPMENT, IOP S, AND IMPLICATIONS FOR RADIATIVE TRANSFER BACKSCATTERING BY NON-SPHERICAL NATURAL PARTICLES: INSTRUMENT DEVELOPMENT, IOP S, AND IMPLICATIONS FOR RADIATIVE TRANSFER Emmanuel Boss School of Marine Sciences 5741 Libby Hall University Of Maine Orono,

More information

Method to derive ocean absorption coefficients from remote-sensing reflectance

Method to derive ocean absorption coefficients from remote-sensing reflectance Method to derive ocean absorption coefficients from remote-sensing reflectance Z. P. Lee, K. L. Carder, T. G. Peacock, C. O. Davis, and J. L. Mueller A method to derive in-water absorption coefficients

More information

EBS 566/666 Lecture 8: (i) Energy flow, (ii) food webs

EBS 566/666 Lecture 8: (i) Energy flow, (ii) food webs EBS 566/666 Lecture 8: (i) Energy flow, (ii) food webs Topics Light in the aquatic environment Energy transfer and food webs Algal bloom as seen from space (NASA) Feb 1, 2010 - EBS566/666 1 Requirements

More information

IOCCG Summer class in Ocean Optics, 2016

IOCCG Summer class in Ocean Optics, 2016 1 Lab 2: CDOM absorption 21 July 2013 INTRODUCTION The major absorbers in seawater are water itself, chromophoric or color-absorbing dissolved organic matter (CDOM; in older literature, the term g for

More information

Chapter 3 Optical Properties of Water 1

Chapter 3 Optical Properties of Water 1 Chapter 3 Optical Properties of Water 1 We now have learned how to quantitatively describe light fields. It remains to learn how to measure and describe the optical properties of the medium through which

More information

Optical signatures of the filamentous cyanobacterium Leptolyngbya boryana during mass viral lysis

Optical signatures of the filamentous cyanobacterium Leptolyngbya boryana during mass viral lysis Limnol. Oceanogr., 52(1), 2007, 184 197 E 2007, by the American Society of Limnology and Oceanography, Inc. Optical signatures of the filamentous cyanobacterium Leptolyngbya boryana during mass viral lysis

More information

(Received 15 June 2000; in revised form 5 January 2001; accepted 11 January 2001)

(Received 15 June 2000; in revised form 5 January 2001; accepted 11 January 2001) Journal of Oceanography, Vol. 57, pp. 275 to 284, 2001 Bio-optical Properties of Seawater in the Western Subarctic Gyre and Alaskan Gyre in the Subarctic North Pacific and the Southern Bering Sea during

More information

ESSOAr Non-exclusive First posted online: Sat, 1 Dec :39:37 This content has not been peer reviewed.

ESSOAr   Non-exclusive First posted online: Sat, 1 Dec :39:37 This content has not been peer reviewed. A practical method for estimating the light backscattering coefficient from the remotesensing reflectance in Baltic Sea conditions and examples of its possible application Sławomir B. Woźniak*, Mirosław

More information

Impacts of Atmospheric Corrections on Algal Bloom Detection Techniques

Impacts of Atmospheric Corrections on Algal Bloom Detection Techniques 1 Impacts of Atmospheric Corrections on Algal Bloom Detection Techniques Ruhul Amin, Alex Gilerson, Jing Zhou, Barry Gross, Fred Moshary and Sam Ahmed Optical Remote Sensing Laboratory, the City College

More information

Direct radiative forcing due to aerosols in Asia during March 2002

Direct radiative forcing due to aerosols in Asia during March 2002 Direct radiative forcing due to aerosols in Asia during March 2002 Soon-Ung Park, Jae-In Jeong* Center for Atmospheric and Environmental Modeling *School of Earth and Environmental Sciences, Seoul National

More information

CALIPSO measurements of clouds, aerosols, ocean surface mean square slopes, and phytoplankton backscatter

CALIPSO measurements of clouds, aerosols, ocean surface mean square slopes, and phytoplankton backscatter CALIPSO measurements of clouds, aerosols, ocean surface mean square slopes, and phytoplankton backscatter Yongxiang Hu, Chris Hostetler, Kuanman Xu,, and CALIPSO team NASA Langley Research Center Alain

More information

Time-series observations in the Northern Indian Ocean V.V.S.S. Sarma National Institute of Oceanography Visakhapatnam, India

Time-series observations in the Northern Indian Ocean V.V.S.S. Sarma National Institute of Oceanography Visakhapatnam, India The Second GEOSS Asia-Pacific Symposium, Tokyo, 14-16 th April 28 Time-series observations in the Northern Indian Ocean V.V.S.S. Sarma National Institute of Oceanography Visakhapatnam, India Seasonal variations

More information

Proceedings of EARSeL-SIG-Workshop LIDAR, Dresden/FRG, June 16 17, 2000

Proceedings of EARSeL-SIG-Workshop LIDAR, Dresden/FRG, June 16 17, 2000 MEASUREMENT AND SIMULATION OF SUBSTANCE SPECIFIC CONTRIBUTIONS OF PHYTOPLANKTON, GELBSTOFF, AND MINERAL PARTICLES TO THE UNDERWATER LIGHT FIELD IN COASTAL WATERS Hans Barth, Rainer Reuter & Marc Schröder

More information

An optical model for deriving the spectral particulate backscattering coefficients in oceanic waters

An optical model for deriving the spectral particulate backscattering coefficients in oceanic waters An optical model for deriving the spectral particulate backscattering coefficients in oceanic waters S. P. Tiwari and P. Shanmugam Department of Ocean Engineering, Indian Institute of Technology Madras,

More information

Parting the Red Seas: The Optics of Red Tides

Parting the Red Seas: The Optics of Red Tides Parting the Red Seas: The Optics of Red Tides H.M. Dierssen 1*, Kudela, R.M. 2, Ryan, J.P. 3 1 University of Connecticut, Department of Marine Science, Groton, CT 06340. 2 University of California, Ocean

More information

Spectral variations of light scattering by marine particles in coastal waters, from visible to near infrared

Spectral variations of light scattering by marine particles in coastal waters, from visible to near infrared Limnol. Oceanogr., 54(4), 2009, 1257 1271 E 2009, by the American Society of Limnology and Oceanography, Inc. Spectral variations of light scattering by marine particles in coastal waters, from visible

More information

Astrid Bracher PHYTOOPTICS group, Climate Sciences, AWI & IUP, University Bremen

Astrid Bracher PHYTOOPTICS group, Climate Sciences, AWI & IUP, University Bremen Breakout session "Hyperspectral science and applications for shelf and open ocean processes" Hyperspectral ocean color imagery and applications to studies of phytoplankton ecology Astrid Bracher PHYTOOPTICS

More information

Overview of Dust in the Earth System

Overview of Dust in the Earth System AAAS Symposium 1 Overview of Dust in the Earth System Dr. Karen E. Kohfeld School of Resource and Environmental Management, Simon Fraser University, CANADA What is dust? Soil mineral fragments Quartz,

More information

Relationships Between Particle Properties and Scattering in Coastal Waters of the Northern Gulf of Mexico Influenced by the Mississippi River

Relationships Between Particle Properties and Scattering in Coastal Waters of the Northern Gulf of Mexico Influenced by the Mississippi River The University of Southern Mississippi The Aquila Digital Community Dissertations Spring 5-2010 Relationships Between Particle Properties and Scattering in Coastal Waters of the Northern Gulf of Mexico

More information

DIEL VARIATIONS IN OPTICAL PROPERTIES OF MICROMONAS PUSILLA (PRASINOPHYCEAE) 1

DIEL VARIATIONS IN OPTICAL PROPERTIES OF MICROMONAS PUSILLA (PRASINOPHYCEAE) 1 J. Phycol. 38, 1132 1142 (2002) DIEL VARIATIONS IN OPTICAL PROPERTIES OF MICROMONAS PUSILLA (PRASINOPHYCEAE) 1 Michele D. DuRand, 2 Rebecca E. Green, Heidi M. Sosik, 3 and Robert J. Olson Woods Hole Oceanographic

More information

Evaluating Realistic Volume Scattering Functions on Underwater Imaging System Performance

Evaluating Realistic Volume Scattering Functions on Underwater Imaging System Performance Evaluating Realistic Volume Scattering Functions on Underwater Imaging System Performance Deric J Gray Ocean Optics Section Code 7333, Naval Research Laboratory Stennis Space Center, MS 39529 phone: (228)

More information

VARIABILITY OF TOTAL, BACK AND SIDE SCATTERING TO MASS CONCENTRATION OF MARINE PARTICLES

VARIABILITY OF TOTAL, BACK AND SIDE SCATTERING TO MASS CONCENTRATION OF MARINE PARTICLES VARIABILITY OF TOTAL, BACK AND SIDE SCATTERING TO MASS CONCENTRATION OF MARINE PARTICLES Griet Neukermans 1,2, Hubert Loisel 2, Xavier Mériaux 2, David McKee 3, Rosa Astoreca 4 and David Doxaran 5 1 Management

More information

Modeling Optical Properties of Martian Dust Using Mie Theory

Modeling Optical Properties of Martian Dust Using Mie Theory Modeling Optical Properties of Martian Dust Using Mie Theory Attila Elteto ATOC 5235: Remote Sensing of the Atmosphere and Oceans Spring, 2003 1. Introduction The Mie-Debye theory is a simple method for

More information

Progress in Oceanography

Progress in Oceanography Progress in Oceanography 61 (2004) 27 56 Review The role of seawater constituents in light backscattering in the ocean Dariusz Stramski a, *, Emmanuel Boss b, Darek Bogucki c, Kenneth J. Voss d a Marine

More information

of Ocean Colour in Polar Seas Auberge Saint Pierre, Québec City, Canada (10 11 November 2011)

of Ocean Colour in Polar Seas Auberge Saint Pierre, Québec City, Canada (10 11 November 2011) 1st Meeting of the IOCCG Working Group on Remote Sensing of Ocean Colour in Polar Seas Auberge Saint Pierre, Québec City, Canada (10 11 November 2011) Introduction Welcoming words from Marcel Babin and

More information

NASA's Plankton, Aerosol, Cloud, ocean Ecosystem (PACE) mission update

NASA's Plankton, Aerosol, Cloud, ocean Ecosystem (PACE) mission update NASA's Plankton, Aerosol, Cloud, ocean Ecosystem (PACE) mission update Antonio Mannino1, Jeremy Werdell1, Brian Cairns2 NASA GSFC1 and GISS2 Acknowledgments: PACE Team https://pace.gsfc.nasa.gov 1 Outline

More information

Seasonal variability in the vertical attenuation coefficient at 490 nm (K490) in waters around Puerto Rico and US Virgin Islands.

Seasonal variability in the vertical attenuation coefficient at 490 nm (K490) in waters around Puerto Rico and US Virgin Islands. Seasonal variability in the vertical attenuation coefficient at 490 nm (K490) in waters around Puerto Rico and US Virgin Islands. William J. Hernandez 1 and Fernando Gilbes 2 1 Department of Marine Science,

More information

manuscript associated with each of your comments are described below. Your comments are in bold

manuscript associated with each of your comments are described below. Your comments are in bold First of all thank you for your detailed analysis of our article. All your comments and suggestions were taken into account to improve our manuscript. The corrections of the manuscript associated with

More information

Modeling of elastic and inelastic scattering effects in oceanic optics

Modeling of elastic and inelastic scattering effects in oceanic optics 22-25 October 996, Halifax, Nova Scotia, Canada, SPI Volume 2963, Bellingham, WA, USA, 96 pp., 997 Modeling of elastic and inelastic scattering effects in oceanic optics Vladimir I. Haltrin, eorge W. Kattawar,

More information

Processes affecting continental shelves

Processes affecting continental shelves Marine Sediments Continental Shelves Processes affecting continental shelves 1. Glaciation 2. Sea-level change (±130 m during continental glaciation) 3. Waves and currents 4. Sedimentation 5. Carbonate

More information

BIO-OPTICAL PRODUCT VALIDATION

BIO-OPTICAL PRODUCT VALIDATION BIO-OPTICAL PRODUCT VALIDATION Emanuele Organelli *, Hervé Claustre, Annick Bricaud, Catherine Schmechtig 2, Antoine Poteau, Romain Serra 3, Antoine Mangin 3, Xiaogang Xing 4, Fabrizio D Ortenzio, Louis

More information

Radiation transport within oceanic (case 1) water

Radiation transport within oceanic (case 1) water JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 109,, doi:10.1029/2003jc002259, 2004 Radiation transport within oceanic (case 1) water André Morel and Bernard Gentili Laboratoire d Océanographie de Villefranche,

More information

Inversion of Satellite Ocean-Color Data

Inversion of Satellite Ocean-Color Data Inversion of Satellite Ocean-Color Data Robert Frouin Scripps Institution of Oceanography La Jolla, California, USA ADEOS-2 AMSR/GLI Workshop,Tsukuba, Japan, 30 January 2007 Collaborators Pierre-Yves Deschamps,

More information

Lecture 2 Overview of Light in Water

Lecture 2 Overview of Light in Water Lecture 2 Overview of Light in Water Collin Roesler Department of Earth and Oceanographic Science Bowdoin College http://marketingdeviant.com/wp-content/uploads/ 2008/01/underwater-light-beams.jpg 10 July

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and education use, including for instruction at the authors institution

More information

What are Aerosols? Suspension of very small solid particles or liquid droplets Radii typically in the range of 10nm to

What are Aerosols? Suspension of very small solid particles or liquid droplets Radii typically in the range of 10nm to What are Aerosols? Suspension of very small solid particles or liquid droplets Radii typically in the range of 10nm to 10µm Concentrations decrease exponentially with height N(z) = N(0)exp(-z/H) Long-lived

More information

Optical properties of atmospheric constituents

Optical properties of atmospheric constituents Optical properties of atmospheric constituents Direct effects of aerosols optical properties on climate Scattering Aerosols Absorbing Aerosols heat heat heat heat heat Cooling Clouds evaporation Graphics:

More information

Mass-specific scattering cross sections of suspended sediments and aggregates: theoretical limits and applications

Mass-specific scattering cross sections of suspended sediments and aggregates: theoretical limits and applications Mass-specific scattering cross sections of suspended sediments and aggregates: theoretical limits and applications Robert H. Stavn * Department of Biology, P.O. Box 26174, University of North Carolina,

More information

Independence and interdependencies among global ocean color properties: Reassessing the bio-optical assumption

Independence and interdependencies among global ocean color properties: Reassessing the bio-optical assumption JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 110,, doi:10.1029/2004jc002527, 2005 Independence and interdependencies among global ocean color properties: Reassessing the bio-optical assumption David A. Siegel,

More information

Natural Fluorescence Calculations: Terminology and Units

Natural Fluorescence Calculations: Terminology and Units APPLICATION NOTE: Natural Fluorescence Calculations: Terminology and Units The purpose of this document is to provide a ready reference for the equations, coefficients, and units used in the calculation

More information

Atmospheric Correction for Satellite Ocean Color Radiometry

Atmospheric Correction for Satellite Ocean Color Radiometry Atmospheric Correction for Satellite Ocean Color Radiometry ******** A Tutorial and Documentation of the Algorithms Used by the NASA Ocean Biology Processing Group Curtis D. Mobley Sequoia Scientific,

More information

Jacek Chowdhary, Brian Cairns, and Larry D. Travis

Jacek Chowdhary, Brian Cairns, and Larry D. Travis Contribution of water-leaving radiances to multiangle, multispectral polarimetric observations over the open ocean: bio-optical model results for case 1 waters Jacek Chowdhary, Brian Cairns, and Larry

More information