CAM5.4 simulations: the good, the bad and the ugly. Cécile Hannay and Rich Neale (AMP)

Size: px
Start display at page:

Download "CAM5.4 simulations: the good, the bad and the ugly. Cécile Hannay and Rich Neale (AMP)"

Transcription

1 CAM5.4 simulations: the good, the bad and the ugly Cécile Hannay and Rich Neale (AMP)

2 The CAM family Model CAM4 CCSM4 CAM5.1 CESM1.0.3 CAM5.3 CESM1.2.0 Release Apr 2010 June 2011 June 2013 PBL HB UW UW Shallow conv. Hack UW UW Deep conv. ZM ZM ZM Microphysics RK MG MG Macrophysics RK Park Park Radiation CAMRT RRTMG RRTMG Aerosols BAM MAM3 MAM3 Dynamics FV FV SE = New parameterization/dynamics

3 The CAM family Model CAM4 CCSM4 CAM5.1 CESM1.0.3 CAM5.3 CESM1.2.0 Release Apr 2010 June 2011 June 2013 PBL HB UW UW Shallow conv. Hack UW UW Deep conv. ZM ZM ZM Microphysics RK MG MG Macrophysics RK Park Park Radiation CAMRT RRTMG RRTMG Aerosols BAM MAM3 MAM3 Dynamics FV FV SE New development Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model New energy formulation Change FV vertical remapping Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate (Change mode widths + mode exchange) CLUBB UNICON (CAM5.5 panel) = New parameterization/dynamics

4 The CAM family Model CAM4 CCSM4 CAM5.1 CESM1.0.3 CAM5.3 CESM1.2.0 Release Apr 2010 June 2011 June 2013 PBL HB UW UW Shallow conv. Hack UW UW Deep conv. ZM ZM ZM Microphysics RK MG MG Macrophysics RK Park Park Radiation CAMRT RRTMG RRTMG Aerosols BAM MAM3 MAM3 Dynamics FV FV SE CAM5.4 June 2015 UW UW ZM MG2 Park RRTMG MAM4 FV = New parameterization/dynamics

5 The CAM family Model CAM4 CCSM4 CAM5.1 CESM1.0.3 CAM5.3 CESM1.2.0 Release Apr 2010 June 2011 June 2013 PBL HB UW UW Shallow conv. Hack UW UW Deep conv. ZM ZM ZM CAM5.4 June 2015 UW UW ZM CAM CLUBB CLUBB ZM MG2 CLUBB RRTMG MAM4 FV Microphysics RK MG MG MG2 Macrophysics RK Park Park Park Radiation CAMRT RRTMG RRTMG RRTMG Aerosols BAM MAM3 MAM3 MAM4 Dynamics FV FV SE FV = New parameterization/dynamics CAM UW UNICON UNICON MG2 Park RRTMG MAM4 FV

6 The CAM family Model CAM4 CCSM4 CAM5.1 CESM1.0.3 CAM5.3 CESM1.2.0 Release Apr 2010 June 2011 June 2013 PBL HB UW UW Shallow conv. Hack UW UW Deep conv. ZM ZM ZM CAM5.4 June 2015 UW UW ZM CAM CLUBB CLUBB ZM MG2 CLUBB RRTMG MAM4 FV Microphysics RK MG MG MG2 Macrophysics RK Park Park Park Radiation CAMRT RRTMG RRTMG RRTMG Aerosols BAM MAM3 MAM3 MAM4 Dynamics FV FV SE FV = New parameterization/dynamics CAM UW UNICON UNICON MG2 Park RRTMG MAM4 FV

7 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model New energy formulation Change FV vertical remapping Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate

8 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation Reduce aerosol-cloud interaction Reduce aerosol indirect effect Reduce SW biases in Southern ocean MAM4 (primary carbon mode) 32-level model (Gettelman et al, J. Climate, 2015) Improved dust model New energy formulation Change FV vertical remapping Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate

9 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model New energy formulation Change FV vertical remapping Mixed-phase cloud ice nucleation Better treatment of ice nucleation in cirrus Produces better cloud ice concentration (Wang et al, Atmos. Chem. Phys. Discuss, 2014) (Shi et al, Atmos. Chem. Phys. Discuss, 2014) Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate

10 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model New energy formulation Includes treatment of black carbon Improves simulation of black carbon at high-latitude (Liu et al., to be submitted) Change FV vertical remapping Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate

11 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model consistent levels between CAM and WACCM at CAM top New energy formulation Change FV vertical remapping Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate

12 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model New energy formulation Change FV vertical remapping Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate Improved dust emissions size distribution Improved dust optical properties Soil erodibility maps Better magnitude and variability of dust cycle (Albani et al., JAMES, 2014)

13 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model New energy formulation Change FV vertical remapping Fix an error in the energy formulation in CAM ( Williamson et al., JAMES, 2015) Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate

14 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model New energy formulation Change FV vertical remapping Consistent topography files for FV Change FV vertical remapping from energy to temperature Add capability to do prognostic stratospheric volcanic sulfate

15 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model New energy formulation New software to generate topo data to accommodate unstructured grids and enforce more physical consistency (Lauritzen et al, AMWG workshop, 2012) Change FV vertical remapping Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate

16 New development in CAM5.4 Prognostic precipitation (MG2) New ice nucleation MAM4 (primary carbon mode) 32-level model Improved dust model New energy formulation Change FV vertical remapping Consistent topography files for FV Add capability to do prognostic stratospheric volcanic sulfate Change mode widths Allow mode exchange between coarse and accumulation in stratosphere Ghan and Zaveri, J. Geophys. Res (2007)

17 Coupled run with CESM-CAM5.4 Coupled run started from Large Ensemble at year year simulation TS stabilizes after 40 yrs RESTOM < -0.1 W/m2

18 CESM-CAM5.4 versus large-ensemble Global means better worst Obs Large-ens CAM5.4 SWCF (W/m2) -47.1(*) LWCF (W/m2) 26.0 (*) Precipitable H 2 0 (mm) 24.6 (*) SST (Celsius) 20.3 (**) AODVIS (*) = present day value (**) pre-industrial value

19 SWCF (W/m 2 ) Large-ensemble DJF CAM5.4 DJF Model Obs Model Obs Globally, Large-ensemble gets good SWCF But it is for the wrong reason (large compensating errors)

20 LWCF biases (W/m 2 ) Mean = ; RMSE=6.52 Large ensemble Mean = ; RMSE=5.91 CAM5.4 Globally, CAM5.4 gets good LWCF but it is for the wrong reason (large compensating errors)

21 SSTs biases (K) Mean = ; RMSE=0.91 Large ensemble Mean =-0.35; RMSE=0.99 CAM5.4 CAM5.4 is slightly colder (0.1K) and RMSE is slightly degraded

22 Surface stresses (N/m2) CAM5.4 Large-ensemble CAM5.4: Increased surface stresses amplitude

23 Taylor diagrams RMSE Bias Large-ens CAM

24 The CAM5.4 achilles heel: Nino3.4 Observations Large-ensemble CAM5.4 CAM5.4 overestimates the nino3.4 amplitude

25 The million dollar question: What does control the enso amplitude? Enso amplitude is very sensitive to some tuning parameters Dcs = autoconversion cloud ice to snow Dcs increases => less autoconversion => more cloud ice => large impact in convective region Dcs = 250 microns Dcs = 200 microns LWCF bias Modified CAM5.4 CAM5.4 LWCF bias

26 The million dollar question: What does control the enso amplitude? Enso amplitude is very sensitive to some tuning parameters Dcs = autoconversion cloud ice to snow Dcs increases => less autoconversion => more cloud ice => large impact in convective region Dcs = 250 microns Dcs = 200 microns CAM5.4 Modified CAM5.4

27 Summary: Coupled runs with CESM-CAM5.4 Compared to the large-ensemble, CESM CAM5.4 shows: Slightly colder SSTs Cloud forcing: locally better and locally worst Slightly better Taylor diagrams Increased surface stresses amplitude Nino3.4: Very large amplitude Enso amplitude is very sensitive to tuning parameters Dcs (autoconversion cloud ice to snow)

28 Thanks

Supporting Information

Supporting Information 1 Supporting Information 2 3 4 5 6 7 8 9 10 11 12 Daily estimation of ground-level PM 2.5 concentrations over Beijing using 3 km resolution MODIS AOD Yuanyu Xie 1, Yuxuan Wang* 1,2,3, Kai Zhang 4, Wenhao

More information

Trans-boundary Ozone Pollution. A Global Chemical and Aerosol Data Assimilation Perspective. Brad Pierce NOAA/NESDIS

Trans-boundary Ozone Pollution. A Global Chemical and Aerosol Data Assimilation Perspective. Brad Pierce NOAA/NESDIS Trans-boundary Ozone Pollution A Global Chemical and Aerosol Data Assimilation Perspective Brad Pierce NOAA/NESDIS Satellite Data Used in RAQMS Ozone Analysis The Ozone Monitoring Instrument (OMI) measures

More information

Outline. Introduction to the downscaling approach GCM selection SST bias correction CCAM model features Climate Projections for Vietnam

Outline. Introduction to the downscaling approach GCM selection SST bias correction CCAM model features Climate Projections for Vietnam Outline Introduction to the downscaling approach GCM selection SST bias correction CCAM model features Climate Projections for Vietnam Rationale: why do we need more detail? Understand the likely effects

More information

Table S1 Figures S1 to S10

Table S1 Figures S1 to S10 Table S Figures S to S Table S. Comparison and inter-correlation between AeroCom I and AeroCom II individual models bias in simulating 27-29 CALIOP-derived Zα-6 km and AOD diagnostics over the 2 selected

More information

An analysis of the collection 5 MODIS over-ocean aerosol optical depth product for its implication in aerosol assimilation

An analysis of the collection 5 MODIS over-ocean aerosol optical depth product for its implication in aerosol assimilation Atmos. Chem. Phys., 11, 557 565, 2011 doi:10.5194/acp-11-557-2011 Author(s) 2011. CC Attribution 3.0 License. Atmospheric Chemistry and Physics An analysis of the collection 5 MODIS over-ocean aerosol

More information

Correlations between microphysical properties of large-scale. semi-transparent cirrus

Correlations between microphysical properties of large-scale. semi-transparent cirrus Correlations between microphysical properties of large-scale semi-transparent cirrus (from TOVS) and the state of the atmosphere (from ECMWF ERA-40) Gaby Rädel Claudia Stubenrauch, Fadoua Eddounia Laboratoire

More information

A satellite view of global desert dust and primary carbonaceous aerosol emission database, Part: desert dust

A satellite view of global desert dust and primary carbonaceous aerosol emission database, Part: desert dust AEROCOM 16 TH WORKSHOP 16 th AEROCOM WORKSHOP Type: Oral Presentation October 9-13, 2017 Finnish Meteorological Institute, Helsinki, Finland A satellite view of global desert dust and primary carbonaceous

More information

Confronting LES and SCM simulations of Marine Boundary Layer Clouds in a 3D GCM Framework

Confronting LES and SCM simulations of Marine Boundary Layer Clouds in a 3D GCM Framework Confronting LES and SCM simulations of Marine Boundary Layer Clouds in a 3D GCM Framework Alexandre Catarino, Frédérique Cheruy, Frédéric Hourdin Laboratoire de Météorologie Dynamique June 9 th, 29 Outline

More information

4th VALUE Training School Validation of Regional Climate Change Projections. Pitfalls II

4th VALUE Training School Validation of Regional Climate Change Projections. Pitfalls II 4th VALUE Training School Validation of Regional Climate Change Projections Pitfalls II Douglas Maraun Wegener Center for Climate and Global Change Douglas Maraun MOS ICTP, Trieste 1 / 53 Outline Perfect

More information

GOCI Yonsei aerosol retrievals during 2012 DRAGON-NE Asia and 2015 MAPS-Seoul campaigns

GOCI Yonsei aerosol retrievals during 2012 DRAGON-NE Asia and 2015 MAPS-Seoul campaigns The Sixth Asia/Oceania Meteorological Satellite Users' Conference 09 13 November 2015, Tokyo/Japan GOCI Yonsei aerosol retrievals during 2012 DRAGON-NE Asia and 2015 MAPS-Seoul campaigns Myungje Choi (1),

More information

Selecting climate change scenarios using impact-relevant sensitivities

Selecting climate change scenarios using impact-relevant sensitivities Geophysical Research Letters Supporting Information for Selecting climate change scenarios using impact-relevant sensitivities Julie A. Vano A* John B. Kim B David E. Rupp A Philip W. Mote A A Oregon Climate

More information

Current Status of MICS-Asia III

Current Status of MICS-Asia III Current Status of MICS-Asia III Joshua S. Fu 1,2, Kan Huang 1, Zifa Wang 3, Jun-ichi Kurokawa 4 1 Department of Civil & Environmental Engineering The University of Tennessee, USA 2 Computer Science and

More information

Didin Agustian Permadi et al. Correspondence to: Nguyen Thi Kim Oanh

Didin Agustian Permadi et al. Correspondence to: Nguyen Thi Kim Oanh Supplement of Atmos. Chem. Phys., 8, 2725 2747, 28 https://doi.org/.594/acp-8-2725-28-supplement Author(s) 28. This work is distributed under the Creative Commons Attribution 3. License. Supplement of

More information

Performance Evaluation of a Water Resources System under Varying Climatic Conditions: Reliability, Resilience, Vulnerability and Beyond

Performance Evaluation of a Water Resources System under Varying Climatic Conditions: Reliability, Resilience, Vulnerability and Beyond Performance Evaluation of a Water Resources System under Varying Climatic Conditions: Reliability, Resilience, Vulnerability and Beyond Tirusew Asefa, Ph.D., P.E., John Clayton, Ph.D., P.E., Alison Adams,

More information

Supplement of Model simulations of cooking organic aerosol (COA) over the UK using estimates of emissions based on measurements at two sites in London

Supplement of Model simulations of cooking organic aerosol (COA) over the UK using estimates of emissions based on measurements at two sites in London Supplement of Atmos. Chem. Phys., 1, 13773 13789, 1 http://www.atmos-chem-phys.net/1/13773/1/ doi:1.19/acp-1-13773-1-supplement Author(s) 1. CC Attribution 3. License. Supplement of Model simulations of

More information

Atmospheric Chemistry and Physics. Interactive Comment. K. Kourtidis et al.

Atmospheric Chemistry and Physics. Interactive Comment. K. Kourtidis et al. Atmos. Chem. Phys. Discuss., www.atmos-chem-phys-discuss.net/15/c4860/2015/ Author(s) 2015. This work is distributed under the Creative Commons Attribute 3.0 License. Atmospheric Chemistry and Physics

More information

Figure S1b. Change ( ) in anthropogenic emissions of NH3 over the United States and Europe.

Figure S1b. Change ( ) in anthropogenic emissions of NH3 over the United States and Europe. Supplement to: Multi- model mean nitrogen and sulfur deposition from the Atmospheric Chemistry and Climate Model Intercomparison Project (ACCMIP): evaluation and historical and projected changes by Lamarque

More information

An LES perspec8ve on subtropical low cloud feedback

An LES perspec8ve on subtropical low cloud feedback An LES perspec8ve on subtropical low cloud feedback (MODIS satellite image) Chris Bretherton, Peter Blossey, Chris Jones University of Washington CGILS LES modelers The CGILS Intercomparison CFMIP/GASS

More information

Dust infrared aerosol properties observed from infrared hyperspectral sounders: Analysis of the diurnal variation

Dust infrared aerosol properties observed from infrared hyperspectral sounders: Analysis of the diurnal variation Dust infrared aerosol properties observed from infrared hyperspectral sounders: Analysis of the diurnal variation V. Capelle 1, A. Chédin 1, M. Pondrom 1, R. Mechri C. Pierangelo 2, R. Armante 1, C. Crevoisier

More information

Optimizing data assimilation strategy for a global aerosol model with a multi-sensor constellation

Optimizing data assimilation strategy for a global aerosol model with a multi-sensor constellation Optimizing data assimilation strategy for a global aerosol model with a multi-sensor constellation Edward Hyer, Peng Xian NRL Monterey, CA Jianglong Zhang University of North Dakota Grand Forks, ND American

More information

for air quality applications Edward Hyer Naval Research Laboratory AQAST Meeting Research Triangle Park, NC 16 November 2011

for air quality applications Edward Hyer Naval Research Laboratory AQAST Meeting Research Triangle Park, NC 16 November 2011 Assimilation grade MODIS AOD for air quality applications Edward Hyer Naval Research Laboratory AQAST Meeting Research Triangle Park, NC 16 November 2011 Aerosol Data Assimilation for Air Quality Applications

More information

Forecast El Niño Southern Oscillation Phases and Best Irrigation Strategies to Increase Cotton Yield

Forecast El Niño Southern Oscillation Phases and Best Irrigation Strategies to Increase Cotton Yield Forecast El Niño Southern Oscillation Phases and Best Irrigation Strategies to Increase Cotton Yield R. Louis Baumhardt 1, Steve A. Mauget 2, Prasanna H. Gowda 1, David K. Brauer 1 and Gary W. Marek 1

More information

I. Ježek et al. Correspondence to: I. Ježek and G. Močnik

I. Ježek et al. Correspondence to: I. Ježek and G. Močnik Supplement of Atmos. Chem. Phys. Discuss., 1, 1 1, 01 http://www.atmos-chem-phys-discuss.net/1/1/01/ doi:.1/acpd-1-1-01-supplement Author(s) 01. CC Attribution.0 License. Supplement of Black carbon, particle

More information

Aircraft Emissions Characteristics: Implications for Source Apportionment and Emissions Inventories

Aircraft Emissions Characteristics: Implications for Source Apportionment and Emissions Inventories catd/aci/aci-na_lasvegas2012 AircraftEmissionsCharacter.ppt ACI-NA Environmental Affairs Conference 16-19 April 2012 Las Vegas, NV Aerodyne Research, Inc. Aircraft Emissions Characteristics: Implications

More information

Solargis Report. Solar Resource Overview. Plataforma Solar de Almeria, Spain. 03 August Solargis s.r.o.

Solargis Report. Solar Resource Overview. Plataforma Solar de Almeria, Spain. 03 August Solargis s.r.o. Solargis Report Solar Resource Overview Site name: Plataforma Solar de Almeria, Spain Date of Issue: 03 August 2017 Type of Data: Daily time series (01/01/1994-31/12/2016) Customer: Solargis s.r.o. Issued

More information

Modeling the Effect on Engine Performance of Heat Transfer and Friction losses in the Turbocharger

Modeling the Effect on Engine Performance of Heat Transfer and Friction losses in the Turbocharger Modeling the Effect on Engine Performance of Heat Transfer and Friction losses in the Turbocharger H. Tartoussi, A. Lefebvre, S. Guilain, Renault, A. J. Torregrosa, J. R. Serrano, F. Arnau, CMT 1 INTRODUCTION

More information

DESIGN OPTIMIZATION AND FINITE ELEMENT ANALYSIS OF PISTON USING PRO-e

DESIGN OPTIMIZATION AND FINITE ELEMENT ANALYSIS OF PISTON USING PRO-e Int. J. Mech. Eng. & Rob. Res. 2014 Rohit Tamrakar et al., 2014 Research Paper ISSN 2278 0149 www.ijmerr.com Vol. 3, No. 2, April 2014 2014 IJMERR. All Rights Reserved DESIGN OPTIMIZATION AND FINITE ELEMENT

More information

semi-transparent cirrus & their correlations with the state of the atmosphere

semi-transparent cirrus & their correlations with the state of the atmosphere Retrieval of effective ice crystal size and IWP of large-scale semi-transparent cirrus & their correlations with the state of the atmosphere Gaby Rädel Claudia Stubenrauch, Fadoua Eddounia Laboratoire

More information

Spatial and temporal distribution of MODIS and MISR aerosol optical depth over northern China and comparison with AERONET

Spatial and temporal distribution of MODIS and MISR aerosol optical depth over northern China and comparison with AERONET Article Atmospheric Science July 2013 Vol.58 No.20: 2497 2506 doi: 10.1007/s11434-013-5678-5 Spatial and temporal distribution of MODIS and MISR aerosol optical depth over northern China and comparison

More information

Habitat Associations of Seabirds and Marine Debris in the North East Pacific at Multiple Spatial Scales

Habitat Associations of Seabirds and Marine Debris in the North East Pacific at Multiple Spatial Scales Habitat Associations of Seabirds and Marine Debris in the North East Pacific at Multiple Spatial Scales Andrew Titmus David Hyrenbach Hawaii Pacific University, Waimanalo, Hawaii Objectives Introduction

More information

Subaru Hyper Suprime Cam Survey of the Andromeda Halo

Subaru Hyper Suprime Cam Survey of the Andromeda Halo Subaru Hyper Suprime Cam Survey of the Andromeda Halo Masashi Chiba (Tohoku Univ.) Y. Komiyama, Mikito Tanaka, Masayuki Tanaka, R. Lupton, P. Guhathakurta, J. Kalirai, K. Gilbert, E. Kirby, M.-G. Lee,

More information

IPCC 5. Assessment report. The physical science basis

IPCC 5. Assessment report. The physical science basis IPCC 5. Assessment report Working Group 1 The physical science basis table of contents Observed changes Changes in the atmosphere Radiative forcing Changes in the ocean Changes in the cryosphere Future

More information

Alkyl nitrate impacts on the NOx budget: insights from aircraft observations & GEOS-Chem

Alkyl nitrate impacts on the NOx budget: insights from aircraft observations & GEOS-Chem Alkyl nitrate impacts on the NOx budget: insights from aircraft observations & GEOS-Chem Jenny A. Fisher University of Wollongong (jennyf@uow.edu.au) Elliot Atlas, University of Miami Don Blake, University

More information

AERONET Update. Brent Holben David Giles. ICAP Workshop October 22, 2014

AERONET Update. Brent Holben David Giles. ICAP Workshop October 22, 2014 Principal Investigator: Brent Holben, NASA GSFC Instrumentation, Calibration & Maintenance: Mikhail Sorokin, Sigma Space Jon Rodriguez, Sigma Space Jason Kraft, Sigma Space Data Processing, Database, &

More information

Design Factors for Steam Coils

Design Factors for Steam Coils Design Factors for Steam Coils What are the primary and secondary factors that affect coil design? E.g. length vs height, materials, fin spacing, air flow, orientation, etc. Selecting an air-cooled heat

More information

Kelly Redmond Regional Climatologist, Western Regional Climate Center Atmospheric Sciences Division

Kelly Redmond Regional Climatologist, Western Regional Climate Center Atmospheric Sciences Division Kelly Redmond Regional Climatologist, Western Regional Climate Center Atmospheric Sciences Division Climate and the Colorado and Columbia River Basins Presented at The Aspen Global Change Institute June

More information

I3 - Long range transport surveys

I3 - Long range transport surveys I3 - Long range transport surveys Hans Schlager with contributions from Celine Mari, Claire Reeves, Andreas Minkin, Tomas Hamburger, Michael Volk, Cornelius Schiller, Jean Pierre Cammas I3 - Long range

More information

Energy Storage Systems Discussion

Energy Storage Systems Discussion Annual Meeting and Technology Showcase Logan, Utah September 27-28, 2016 Energy Storage Systems Discussion SELECT Energy Storage Systems Lead Dr. Gregory L. Plett (UCCS) Energy Storage Systems The battery

More information

NARCCAP Model Comparison of Extreme Rainfall Intensity in the Continental US

NARCCAP Model Comparison of Extreme Rainfall Intensity in the Continental US NARCCAP Model Comparison of Extreme Rainfall Intensity in the Continental US Peng Gao and Greg Carbone Carolinas Integrated Sciences and Assessments (CISA) Department of Geography, University of South

More information

Research Challenges for Automated Vehicles

Research Challenges for Automated Vehicles Research Challenges for Automated Vehicles Steven E. Shladover, Sc.D. University of California, Berkeley October 10, 2005 1 Overview Reasons for automating vehicles How automation can improve efficiency

More information

DIN W.-Nr AISI 304

DIN W.-Nr AISI 304 Position Qty. Description 1 SP 11-20 Product No.: 98809286 Submersible borehole pump, suitable for pumping clean water. Can be installed vertically or horizontally. All steel components are made in stainless

More information

TSI PTI-Prototype for PN- Periodic Technical Inspection

TSI PTI-Prototype for PN- Periodic Technical Inspection TSI PTI-Prototype for PN- Periodic Technical Inspection Jürgen Spielvogel Senior Global Product Manager Particle Instruments 22 nd ETH-Conference on Combustion Generated Nanoparticles 18 21 June 2018 PN

More information

Jia Xing et al. Correspondence to: Shuxiao Wang

Jia Xing et al. Correspondence to: Shuxiao Wang Supplement of Atmos. Chem. Phys., 18, 7509 7524, 2018 https://doi.org/10.5194/acp-18-7509-2018-supplement Author(s) 2018. This work is distributed under the Creative Commons Attribution 4.0 License. Supplement

More information

Design Strategy of a Piezoelectric Valve for a Color Sorter

Design Strategy of a Piezoelectric Valve for a Color Sorter Journal of the Korean Physical Society, Vol. 57, No. 4, October 2010, pp. 913 917 Design Strategy of a Piezoelectric Valve for a Color Sorter So-Nam Yun, Young-Bog Ham and Jung-Ho Park Environment and

More information

HIGH-RELIABILITY POUCH CELL CONNECTION AND COST ASPECTS OF A ROBUST BMS SOLUTION

HIGH-RELIABILITY POUCH CELL CONNECTION AND COST ASPECTS OF A ROBUST BMS SOLUTION HIGH-RELIABILITY POUCH CELL CONNECTION AND COST ASPECTS OF A ROBUST BMS SOLUTION 3rd Israeli Power Sources, Batteries, Fuel-Cells, Smart-Grid & EV Conference May 29 th / 30 th 2013, Herzelia Dr. Uwe Wiedemann

More information

Arctic Freshwater Flux and Change

Arctic Freshwater Flux and Change Arctic Freshwater Flux and Change Daqing Yang, Doug Kane, Sveta Berezovskaya Water and Environment Research Center, Univ. of Alaska Fairbanks Main Topics Large Arctic River Streamflow Regime and Change

More information

Past, Present-day and Future Ship Emissions

Past, Present-day and Future Ship Emissions Past, Present-day and Future Ship Emissions Veronika Eyring DLR-Institute of Atmospheric Physics How to make the sea green: What to do about air pollution and greenhouse gas emissions from maritime transport

More information

Sources and Atmospheric Processing of Fine Particles from Asia and the Northwestern United States Measured During INTEX-B

Sources and Atmospheric Processing of Fine Particles from Asia and the Northwestern United States Measured During INTEX-B Sources and Atmospheric Processing of Fine Particles from Asia and the Northwestern United States Measured During INTEX-B Peltier, R., Hecobian, A., Weber, R. 1 Stohl, A 2 Atlas, E., Riemer, D. 3 Blake,

More information

Tanzania. General Climate. UNDP Climate Change Country Profiles. C. McSweeney 1, M. New 1,2 and G. Lizcano 1

Tanzania. General Climate. UNDP Climate Change Country Profiles. C. McSweeney 1, M. New 1,2 and G. Lizcano 1 UNDPClimateChangeCountryProfiles Tanzania C.McSweeney 1,M.New 1,2 andg.lizcano 1 1.SchoolofGeographyandEnvironment,UniversityofOxford. 2.TyndallCentreforClimateChangeResearch http://country-profiles.geog.ox.ac.uk

More information

Supplement of On the clustering of winter storm loss events over Germany

Supplement of On the clustering of winter storm loss events over Germany Supplement of Nat. Hazards Earth Syst. Sci., 14, 2041 2052, 2014 http://www.nat-hazards-earth-syst-sci.net/14/2041/2014/ doi:10.5194/nhess-14-2041-2014-supplement Author(s) 2014. CC Attribution 3.0 License.

More information

Supporting Information

Supporting Information Supporting Information van der Werf et al. 10.1073/pnas.0803375105 Fig. S1. Fire locations (number of detected fires during 2000 ) superimposed on a drainage map (blue). Note how most fires occur along

More information

Chapter 7: Thermal Study of Transmission Gearbox

Chapter 7: Thermal Study of Transmission Gearbox Chapter 7: Thermal Study of Transmission Gearbox 7.1 Introduction The main objective of this chapter is to investigate the performance of automobile transmission gearbox under the influence of load, rotational

More information

Accelerating the Development of Expandable Liner Hanger Systems using Abaqus

Accelerating the Development of Expandable Liner Hanger Systems using Abaqus Accelerating the Development of Expandable Liner Hanger Systems using Abaqus Ganesh Nanaware, Tony Foster, Leo Gomez Baker Hughes Agenda Introduction Liner Hanger System FEA objectives and FE Analysis

More information

Tracking pollution in the Arctic atmosphere

Tracking pollution in the Arctic atmosphere Tracking pollution in the Arctic atmosphere Jenny A. Fisher Earth & Planetary Sciences Day April 25, 2009 Word of the Day: Sources Image Courtesy Cam McNaughton Arctic Facts Remote Cold & Icy Clean Home

More information

Solargis Report. Solar Resource Overview. Plataforma Solar de Almeria, Spain. 03 August Solargis s.r.o.

Solargis Report. Solar Resource Overview. Plataforma Solar de Almeria, Spain. 03 August Solargis s.r.o. Solargis Report Solar Resource Overview Site name: Plataforma Solar de Almeria, Spain Date of Issue: 03 August 2017 Type of Data: Hourly time series (01/01/1994-31/12/2016) TMY P50 (01/01/1994-31/12/2016)

More information

Black carbon: Emission sources & prioritization

Black carbon: Emission sources & prioritization Black carbon: Emission sources & prioritization Tami C. Bond University of Illinois at Urbana-Champaign 5 January 29 ICCT Black Carbon Workshop, London, UK This trip by Carbonfund.org Outline 1. Present-day

More information

Off-grid Power for Wireless Networks. Training materials for wireless trainers

Off-grid Power for Wireless Networks. Training materials for wireless trainers Off-grid Power for Wireless Networks Training materials for wireless trainers Goals Provide a general view of the parts that comprise a solar photovoltaic system for telecommunication Understand the variables

More information

Automatic CFD optimisation of biomass combustion plants. Ali Shiehnejadhesar

Automatic CFD optimisation of biomass combustion plants. Ali Shiehnejadhesar Automatic CFD optimisation of biomass combustion plants Ali Shiehnejadhesar IEA Bioenergy Task 32 workshop Thursday 6 th June 2013 Contents Scope of work Methodology CFD model for biomass grate furnaces

More information

TOPEX/Poseidon Sea Level Height Anomaly

TOPEX/Poseidon Sea Level Height Anomaly Chapter 6 TOPEX/Poseidon Sea Level Height Anomaly Besides the Complex EOF analysis in time domain [Horel, 1984] of the synthetic data discussed in Chapter 3. and in Chapter, we have successfully performed

More information

Tabuchi Electric Inverter Quality & Reliability Overview February 2017

Tabuchi Electric Inverter Quality & Reliability Overview February 2017 Tabuchi Electric Inverter Quality & Reliability Overview February 2017 Copyright 2017 Tabuchi Electric Company of America Limited. 1 Tabuchi Corporate History & Philosophy Established in 1925, Tabuchi

More information

Accelerating the Development of Expandable Liner Hanger Systems using Abaqus

Accelerating the Development of Expandable Liner Hanger Systems using Abaqus Accelerating the Development of Expandable Liner Hanger Systems using Abaqus Ganesh Nanaware, Tony Foster, Leo Gomez Baker Hughes Incorporated Abstract: Developing an expandable liner hanger system for

More information

Introduction to solar PV energy

Introduction to solar PV energy Unidad 15 Introduction to solar PV energy - Dimensioning - Alberto Escudero-Pascual, IT+46 (cc) Creative Commons Share-Alike Non Commercial Attribution 2.5 Sweden The power of the sun - G Global Irradiation

More information

Design Criteria Data

Design Criteria Data BIRMINGHAM AL Latitude = 33.57 N WMO No. 72228 Longitude = 86.75 W Elevation = 63 feet Period of Record = 1973 to 1996 Average Pressure = 29.36 inches Hg Design Criteria Data Mean Coincident (Average)

More information

CYLINDER HEAD FEM ANALYSIS AND ITS IMPROVEMENT

CYLINDER HEAD FEM ANALYSIS AND ITS IMPROVEMENT CYLINDER HEAD FEM ANALYSIS AND ITS IMPROVEMENT Shixiong Li 1,*, Jinlong Mao 1, Shumao Wang 1 1 College of Engineering, China Agricultural University, Beijing, China, 100083; * Corresponding author, Address:

More information

EVALUATION OF NITROGEN PRODUCTS APPLIED ON PERENNIAL RYEGRASS DURING THE SPRING SEASON IN RIVERSIDE, CA SUBMITTED BY: SPONSORED BY: AND

EVALUATION OF NITROGEN PRODUCTS APPLIED ON PERENNIAL RYEGRASS DURING THE SPRING SEASON IN RIVERSIDE, CA SUBMITTED BY: SPONSORED BY: AND EVALUATION OF NITROGEN PRODUCTS APPLIED ON PERENNIAL RYEGRASS DURING THE SPRING SEASON IN RIVERSIDE, CA SUBMITTED BY: Robert Green Richard Autio Grant Klein Francisco Merino SPONSORED BY: CEDAR CHEMICAL

More information

What drives the Biological productivity of the Bay of Bengal and Arabian Sea?

What drives the Biological productivity of the Bay of Bengal and Arabian Sea? 4 October 26 SIBER Workshop What drives the Biological productivity of the Bay of Bengal and Arabian Sea? S. Prasanna Kumar National Institute of Oceanography Dona Paula, Goa-43 4, India Summer (July-August

More information

Dynamics & Coupling 2006 fulfilment and plan for 2007

Dynamics & Coupling 2006 fulfilment and plan for 2007 Dynamics & Coupling 2006 fulfilment and plan for 2007 Filip Váňa filip.vana@chmi.cz CHMI 8 th LSC meeting, Ljubljana p. 1 Plan for 2006 Project Topic Planned/Fulfilled effort LACE support I. Iterative

More information

Design Criteria Data

Design Criteria Data OKLAHOMA CITY OK Latitude = 35.4 N WMO No. 72353 Longitude = 97.6 W Elevation = 133 feet Period of Record = 1973 to 1996 Average Pressure = 28.62 inches Hg Design Criteria Data Mean Coincident (Average)

More information

CFD ANALYSIS ON LOUVERED FIN

CFD ANALYSIS ON LOUVERED FIN CFD ANALYSIS ON LOUVERED FIN P.Prasad 1, L.S.V Prasad 2 1Student, M. Tech Thermal Engineering, Andhra University, Visakhapatnam, India 2Professor, Dept. of Mechanical Engineering, Andhra University, Visakhapatnam,

More information

Solar/Wind Hybrid Renewable Power Generator for Powering Rural Dynamic Message Sign

Solar/Wind Hybrid Renewable Power Generator for Powering Rural Dynamic Message Sign Solar/Wind Hybrid Renewable Power Generator for Powering Rural Dynamic Message Sign Taek Kwon (Prof.) and Ryan Weidemann (GRA) University of Minnesota-Duluth Ray Starr, Kevin Schmidt and Roger Sowder Minnesota

More information

Design Criteria Data

Design Criteria Data ALBUQUERQUE NM Latitude = 35.5 N WMO No. 72365 Longitude =16.6 W Elevation = 5315 feet Period of Record = 1967 to 1996 Average Pressure = 24.72 inches Hg Design Criteria Data Mean Coincident (Average)

More information

Design Criteria Data

Design Criteria Data MEDFORD/JACKSON CO. OR Latitude = 42.37 N WMO No. 72597 Longitude =122.8 W Elevation = 1329 feet Period of Record = 1973 to 1996 Average Pressure = 28.61 inches Hg Design Criteria Data Mean Coincident

More information

A First Principles-based Li-Ion Battery Performance and Life Prediction Model Based on Single Particle Model Equations

A First Principles-based Li-Ion Battery Performance and Life Prediction Model Based on Single Particle Model Equations A First Principles-based Li-Ion Battery Performance and Life Prediction Model Based on Single Particle Model Equations NASA Battery Workshop Huntsville, Alabama November 17-19, 19, 2009 by Gerald Halpert

More information

Regularized Linear Models in Stacked Generalization

Regularized Linear Models in Stacked Generalization Regularized Linear Models in Stacked Generalization Sam Reid and Greg Grudic Department of Computer Science University of Colorado at Boulder USA June 11, 2009 Reid & Grudic (Univ. of Colo. at Boulder)

More information

Package Thermal Characterization

Package Thermal Characterization Introduction Effective heat removal from the IC chip, through the package, to the adjacent environment is crucial to maintain an allowable device junction temperature. The latter directly affects the electrical

More information

I. Tire Heat Generation and Transfer:

I. Tire Heat Generation and Transfer: Caleb Holloway - Owner calebh@izzeracing.com +1 (443) 765 7685 I. Tire Heat Generation and Transfer: It is important to first understand how heat is generated within a tire and how that heat is transferred

More information

Economic Impacts of THC and WAIS Collapse. Richard S.J. Tol Hamburg, Vrije & Carnegie Mellon Universities

Economic Impacts of THC and WAIS Collapse. Richard S.J. Tol Hamburg, Vrije & Carnegie Mellon Universities Economic Impacts of THC and WAIS Collapse Richard S.J. Tol Hamburg, Vrije & Carnegie Mellon Universities The Economics of Collapse Error types The thermohaline circulation Impact models and extreme scenarios

More information

Temperature Field in Torque Converter Clutch

Temperature Field in Torque Converter Clutch 3rd International Conference on Mechanical Engineering and Intelligent Systems (ICMEIS 2015) Temperature Field in Torque Converter Clutch Zhenjie Liu 1, a, Chao Yi 1,b and Ye Wang 1,c 1 The State Key Laboratory

More information

Design Criteria Data

Design Criteria Data DES MOINES IA Latitude = 41.53 N WMO No. 72546 Longitude = 93.65 W Elevation = 965 feet Period of Record = 1973 to 1996 Average Pressure = 28.96 inches Hg Design Criteria Data Mean Coincident (Average)

More information

Efficiency Improvement in Shell and Tube Heat Exchanger Using CFD Tool

Efficiency Improvement in Shell and Tube Heat Exchanger Using CFD Tool Efficiency Improvement in Shell and Tube Heat Exchanger Using CFD Tool Mohan.K [1], Prakash.K [2], Sathya Samy.C [3] P.G Scholar, SNS College of Technology, Coimbatore, India [1][3] Assistant Professor,

More information

Design Criteria Data

Design Criteria Data LAS VEGAS/MCCARRAN NV Latitude = 36.8 N WMO No. 72386 Longitude =115.1 W Elevation = 2179 feet Period of Record = 1973 to 1996 Average Pressure = 27.67 inches Hg Design Criteria Data Mean Coincident (Average)

More information

Design Advisor. Estimating Secondary Mass Changes in Vehicle Design with Application to the. Donald E. Malen University of Michigan

Design Advisor. Estimating Secondary Mass Changes in Vehicle Design with Application to the. Donald E. Malen University of Michigan Estimating Secondary Mass Changes in Vehicle Design with Application to the Design Advisor Donald E. Malen University of Michigan Design Advisor Design Advisor- Excel Workbook to support material selection

More information

Solar/Wind Hybrid Renewable Power Generators for Minnesota Rural Transportation Applications

Solar/Wind Hybrid Renewable Power Generators for Minnesota Rural Transportation Applications Solar/Wind Hybrid Renewable Power Generators for Minnesota Rural Transportation Applications Taek Kwon and Ryan Weidemann University of Minnesota-Duluth Ray Starr, Kevin Schmidt and Roger Sowder Minnesota

More information

Design Criteria Data

Design Criteria Data PHOENIX/SKY HARBOR AZ Latitude = 33.43 N WMO No. 72278 Longitude =112. W Elevation = 116 feet Period of Record = 1973 to 1996 Average Pressure = 28.72 inches Hg Design Criteria Data Mean Coincident (Average)

More information

Modeling and Comparison of Dynamics of AC and DC Coupled Remote Hybrid Power Systems

Modeling and Comparison of Dynamics of AC and DC Coupled Remote Hybrid Power Systems Modeling and Comparison of Dynamics of AC and DC Coupled Remote Hybrid Power Systems Presenter: Tanjila Haque Supervisor : Dr. Tariq Iqbal Faculty of Engineering and Applied Science Memorial University

More information

PRODUCT LISTING. Water Media

PRODUCT LISTING. Water Media Mi-Glow Fluorescent Material Wet Method Water Media MI-GLOW 834 - Mi-Glow 800 fluorescent yellow-green particles premixed with powdered Wetting Agent 34 for use in water media. It is designed to be used

More information

Local Climatological (Data Summary Molim, Illinois

Local Climatological (Data Summary Molim, Illinois SWS Miscellaneous Publication 98-13 STATE OF ILLINOIS DEPARTMENT OF ENERGY AND NATURAL RESOURCES Local Climatological (Data Summary Molim, Illinois 1872-1992 by Audrey A. Bryan and Wayne Wendland Climatological

More information

Sam Asci (Council Staff)

Sam Asci (Council Staff) Doc.6 Sam Asci (Council Staff) August 28 th, 2018 Scallop PDT Overview FY2018 VMS hours fished for LA and LAGC IFQ components, April through July 2018, by region and SAMS area. VMS effort outside of SAMS

More information

Local Climatic Effects of Coal Fires:

Local Climatic Effects of Coal Fires: Local Climatic Effects of Coal Fires: Modeling the Impacts of Subsurface Heating on Temperature and Precipitation Collapsing coal seam in NW China Anumpa Prakash- www.ehpnet1.niehs.nih.gov Global Climate

More information

Application and Prospect of Smart Grid in China

Application and Prospect of Smart Grid in China Application and Prospect of Smart Grid in China Wang yimin State Grid Corporation of China Washington DC May 31, 2013 1 1.Roadmap 2015-2020 2009-2010 Planning and Pilot 2011-2015 Roll-out Construction

More information

Rotorcraft Gearbox Foundation Design by a Network of Optimizations

Rotorcraft Gearbox Foundation Design by a Network of Optimizations 13th AIAA/ISSMO Multidisciplinary Analysis Optimization Conference 13-15 September 2010, Fort Worth, Texas AIAA 2010-9310 Rotorcraft Gearbox Foundation Design by a Network of Optimizations Geng Zhang 1

More information

Jason Sippel & EMC HWRF team with contributions from others

Jason Sippel & EMC HWRF team with contributions from others Jason Sippel & EMC HWRF team with contributions from others Outline Background & system upgrades New data Planned testing Long-term route Background: Blending Spindown can occur with GSI increments in

More information

Developing a Fuel-Based Inventory of Oil and Gas Emissions

Developing a Fuel-Based Inventory of Oil and Gas Emissions Developing a Fuel-Based Inventory of Oil and Gas Emissions Brian C. McDonald, Ph.D. Brown University: Alan Gorchov Negron (lead author), Meredith Hastings CU/NOAA: Stuart McKeen, Jeff Peischl, Jessica

More information

Particle size and distribution of oil mist from cooking equipments in electrical commercial kitchens

Particle size and distribution of oil mist from cooking equipments in electrical commercial kitchens Indoor Air 8, 7- August 8, Copenhagen, Denmark - Paper ID: 4 Particle size and distribution of oil mist from cooking equipments in electrical commercial kitchens Ryohei oshida, asushi Kondo, Hajime oshino,,

More information

Model Comparison with Experiments. 341 N. Science Park Road State College, PA U.S.A.

Model Comparison with Experiments. 341 N. Science Park Road State College, PA U.S.A. Model Comparison with Experiments 41 N. Science Park Road State College, PA 168 U.S.A. www.ecpowergroup.com AutoLion TM : Unprecedented Accuracy in Capturing Liion Battery Performance Voltage (V) Temperature

More information

Title Goes Here and Can Run Solar Photovoltaic up to 3 lines as shown here Systems as you see

Title Goes Here and Can Run Solar Photovoltaic up to 3 lines as shown here Systems as you see Title Goes Here and Can Run Solar Photovoltaic up to 3 lines as shown here Systems as you see CHAPTER 2 Outline the components of a solar photovoltaic system Describe the operation of a solar photovoltaic

More information

PIPINGSOLUTIONS, INC.

PIPINGSOLUTIONS, INC. Piping Stress Analysis Where do I start? The following information will take you step-by-step through the logic of the data collection effort that should occur prior to beginning to model a piping system

More information

First validation of ML2PP V7 full mission : Temperature and altitude data

First validation of ML2PP V7 full mission : Temperature and altitude data MIPAS QWG #40, IFAC, Firenze, 2-4 Nov 2015 First validation of ML2PP V7 full mission : Temperature and altitude data D. Hubert, J. Granville and J.-C. Lambert Belgian Institute for Space Aeronomy (BIRA-IASB)

More information

TRB Workshop Implementation of the 2002 Mechanistic Pavement Design Guide in Arizona

TRB Workshop Implementation of the 2002 Mechanistic Pavement Design Guide in Arizona TRB Workshop Implementation of the 2002 Mechanistic Pavement Design Guide in Arizona Matt Witczak, ASU Development of Performance Related Specifications for Asphalt Pavements in the State of Arizona 11

More information

Discovery of Design Methodologies. Integration. Multi-disciplinary Design Problems

Discovery of Design Methodologies. Integration. Multi-disciplinary Design Problems Discovery of Design Methodologies for the Integration of Multi-disciplinary Design Problems Cirrus Shakeri Worcester Polytechnic Institute November 4, 1998 Worcester Polytechnic Institute Contents The

More information