Climate Modeling (Meteo 523)

Click here to regularly check for important announcements of seminars, papers and symposia. FYI, noone ever advised me of anything of general interest to other class members, so that I could include it here!

Time to beat those GCM analyses into shape. Please have things in an ordered form (minimum: ordered lists of figures with proper captions and the figures themselves) by tomorrow, with final consultation on Thursday and full written summaries to be handed in by 5pm on Friday, May 2.

Go to the description of Parameterization Project 2.

Go to the Project 3 description.

Go to the AMIP Project 4 discussion for this class. REVISED

Go to course reference list.

Discussion topics and dates are listed here.

Go to course highlights.

Purpose of the Class

The aim of this class is to familiarize students with the background needed to understand the strengths and limitations of climate models. Background on typical treatments of the numerics is given - and further explored in project form; a typical structure of climate models is presented; and some of the major validation issues are addressed.

Active and interactive learning is strongly encouraged. Thus, the following project topics provide the basis for much of the material to be covered here:

(i) Brief review of the physical components of the climate system
(ii) Representation of atmospheric dynamics using spectral techniques
(iii) Parameterization of subgrid-scale processes
(iv) Intercomparison of major climate indicators from the AMIP datasets

Class Projects

(REVISED: 19 March 1997)

The first project is due in the second week of class.

It will consist of a 20 minute conference-style presentation. A one page outline of your presentation should be handed in at that class. (Completed)

The second project is due on February 28, 1997.

A 45 minute presentation and a research proposal. Presentations will be given in the week leading up to Spring Break. (Completed)

The third project has been put on hold for now. It had been due on March 28, 1997.

Numerical modeling and technical report writing.

The fourth and final project is due at the end of semester (i.e. May 2, 1997).

A multi-authored journal article. Discussion sessions will form an enhanced part of the evaluation here.

Project One: The Climate System (Completed)

This project consists of a 20 minute conference-style presentation addressing the major components of the climate system. You may choose to do a general overview or elect to be more superficial about most aspects and focus predominantly on one component.

Your audience is a group of non-science professionals in management roles. These are people to whom knowledge of the climate provides useful background in their daily decision making. Such folks might be building engineers, town planners, power and water management, county officers,...

Project Two: Climate Model Parameterization Proposal (Completed)

2.1 Goals of this Work

Familiarization with assumptions, components and formulation of physical parameterizations in GCMs is the goal of this project. Students will nominate a particular physical process whose parameterizations they will study. Students then adopt one (or possibly more) parameterization of this type, becoming familiar with the inherent assumptions of the parameterization and relating these to the expression of this process in the atmosphere. These links are drawn in consideration of both the atmospheric processes and constraints that must be met in expressing these numerically. Students will perform in the role of scientific investigators, identifying weaknesses in the systems currently available and proposing a course of investigation that would lead to an improved parameterization. Ideally, the proposed improvements would work within the confines of current or near future computational capabilities.Creative investigation and improvements to the parameterization chosen are a necessary component for successful completion of this project. Do not allow your relative newness to the field to limit your imaginations!

Click here for some inspiration for Project 2!

2.2 Parameterizations Chosen

Revised, Tuesday 18 February:

(1) Sea ice Ben Bray
(2) Albedo effects and moisture fluxes associated with vegetation Brian Cosgrove
(3) Cloud-radiation interactions Jan Dutton
(4) Oceanic heat transport Chris Poulsen

Presentations successfully completed on Tuesday 4th and Thursday 6th of March 1997.

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Project Three: A Global, Spectral, Shallow Water Equations Model - Postponed: MOVE directly to project 4 and discussion for now!

NCAR's Climate and Global Dynamics Group developed this model as a research and teaching tool. You will use this model to familiarize yourselves with the structure of a spectral model. Further, you will design and carry out some numerical experiments of your own to investigate the response of the global circulations to your chosen forcing condition.

Information on the model can be found here.

Information on the test cases used to asses the model performance can be found here.

Please use this information to download your own copy of the model. NOTE I have the datafiles for the NetCDF subdirectory - they are not on the NCAR Web site.

Indicative equivalent resolutions for various GCM truncations are here.

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Project Four: AMIP Model Climate Intercomparison

4.1 Background to the AMIP Program

The Atmospheric Model Intercomparison Project (AMIP) has been designed to validate the current generation of climate models. It is ``an international effort to determine the systmatic climate errors of atmospheric models under realistic conditions'' (Gates, BAMS 1992). Over 30 modeling centers are participating in AMIP.

All of the modeling groups participating in AMIP report their model configurations and agree to run their atmospheric GCMs for a decade long simulation, using a common SST (sea surface temperature) and sea ice dataset as the surface forcing. Standard model outputs are stored and collected in a central data bank at the Lawrence Livermore National Labs in California. Data available are given here. More information on the AMIP project and climate analyses being done or proposed can be found at:
http://www-pcmdi.llnl.gov/amiphome.html

4.2 Specifics of the Class Project

As the build-up to this project, you will have investigated the different ways in which physical processes are parameterized in these models and the schemes used to project forward in time. It is time now to apply this knowledge to the diagnosis of results from actual climate model simulations run under control conditions (the AMIP group of simulations).

4.2.1 GCMs Selected for our Study

REVISED

This GCMs selected for this study are:

(1) ECMWF ECMWF Cy36 Europe, T42
(2) ESSC (PSU) Genesis 2.0A USA, T31
(3) GFDL DERF (1993 version) USA, T42
(4) NCAR CCM2 USA, T42
(5) NRL NOGAPS3.2 USA,T47
I did not request the following model from our original list:
(6) RDN WWP-D46P29 Canada, T63
Respond quickly if you would like the Canadian model as well.
You will be expected to use all or most of these models in your studies.

4.2.2 Analyses and Responsibilities

REVISED

The strawman of AMIP model analyses to be performed is as follows:

(1) Seasonal Genesis Parameter (SGP) Jan and Chris
(2) New Seasonal Genesis Parameter (NSGP) Jan and Chris
(3) Monsoons (not Indian) Brian Cosgrove
(4) Fluxes at the ocean/atmosphere interface Ben Bray
(*) Surface pressure cross-correlations (ENSO) Ben Cash
* Does anyone want to pick up the pressure cross-correlations (relating to ENSO structure)?

4.2.3 Data Fields Requested

Inspection of the analysis goals leads me to request these data (all global fields) for each GCM listed above:

(1) Surface pressure
(2) 850hPa and 200hPa vector winds
(3) 850hPa and 200hPa temperatures
(4) 850hPa and 200hPa specific humidity
(5) 500hPa geopotential height
(6) Eastward and northward wind stress components
(7) Precipitation
(8) Evaporation
(9) Surface sensible heat flux
(10) Net surface shortwave flux
(11) Net surface longwave flux

I had expected you all to come with your version of this list prepared. Failing that, I have put this one together. Please inspect it carefully and inform me immediately if there are any redundant or missing datasets here. I will sen the request for this data on 21 Febraury, 1997 - this Friday.

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Reference List

Core reference list for this class.

There may be some overlap between the following lists. They are suggestions for starting points in your reading.
Feel free to explore much further than these lists.

References describing the various GCMs can be found here.

Discussions of measures for model resolutions are here.

Some papers describing the various GCM model sensitivities can be found here.

Early transient GCM descriptions are listed here.

Papers to use as fodder to spawn ideas for the AMIP analyses are listed here.

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Discussion Topics

Tuesday, March 18 Abrupt changes in ocean circulation. This topic is motivated by the visit of Dr Manabe earlier and by the impending visit of Dr Robbie Toggweiler on Thursday, March 20. Dr Ray Najjar will join us for this discussion. Papers to be read in advance of this class are:

(i) Broecker, W. S., D. M. Peteet and D. Rind, 1985: "Does the ocean-atmosphere system have more than one stable mode of operation?" Nature, 315, 21-26.

(ii) Manabe, S., and R. J. Stouffer, 1988: "Two stable equilibria of a coupled ocean-atmosphere model". J. Climate, 1, 841-866.

(iii) Toggweiler, R., and B. Samuels, 1997: "On the relative roles of wind forces and buoyancy forces." J. Phys. Oceanogr., (submitted). This paper is available for copying in the front office of Meteorology (503 Walker).

A classic paper on this work (you may also want to reference) is that of Stommel:

Stommel, H., 1961: "Thermohaline convection with two stable regimes of flow". Tellus, 13, 224-230.

Thursday, March 20 Dr Robbie Toggweiler (GFDL Princeton) met with the class. The broad discussion centred on ocean modeling.

FYI, more references to Dr Toggweiler's work can be found here..

Tuesday, March 25 Optimal Choice of Climate Models. In this meeting we will explore some of the ideas raised by Dr Manabe, the Intergovernmental Panel on Climate Change (IPCC) and various comentators. Hence, we will begin the discussion by examining three broad perspectives
use of elegant, global models in which complexity is kept to a minimum
even simpler (1D) models able to explore an essentially unlimited supply of scenarios
highly complex, but more realistic, models
You are expected to have read and thought about the following document, as well as the comments by both Drs Manabe and Toggweiler on their philosophy of complex system modeling. The manuscript to be read is available in the Department of Meteorology front office (Room 503 Walker).
Harvey, L. D. D., and co-authors, 1996: "An introduction to simple climate models used in the IPCC second assessment report".IPCC Technical Paper, Draft, 4 December 1996.

This discussion was sparked (in my mind) by the comments that Suki Manabe made when he was here. You will note that the document you are to read forms the basis of a document to be given to policymakers and government officials. The framework of our class discussion will begin from exploring the two questions of (1) climate model accuracy in a scientific context and (2) translation of climate model results for decisionmakers. The question of whether scientists should be the ones in the front lines here is to be the topic of another discussion, so try to leave it out of this one.

Thursday, March 27 The "anomalous absorption problem" for SW radiation in clouds. Dr Tom Ackerman and other interested folks will participate in this discussion. Recommended readings are:

(i) Stephens, G. L., and S.-C. Tsay, 1990: "On the cloud absorption anomaly. Quart. J. Roy. Meteor. Soc., 116, 671-704.

(ii) Cess, R. D., et al., 1989: "Interpretation of cloud-climate feedback as produced by 14 atmospheric general circulation models". Science, 245, 513-516.

(iii) Kiehl, J. T., J. J. Hack, M. H. Zhang and R. D. Cess, 1995: "Sensitivity of a GCM climate to enhanced shortwave cloud absorption". J. Climate, 8, 2200-2212.

Dr Ackerman brings new thoughts from the observational perspective, which he will share with us at the start of class, but I expect you to be familiar with the work in at least these 3 papers.

Tuesday, April 1 Validating Climate Models. Papers you have chosen to read for this class are:

(i) Hume, B., 1991: "An Intercomparison of model and observed global precipitation climatologies".Geophys. Res. Letters, 18, 1715-1718

(ii) Kaurola, J., 1997: "Some diagnostics of the Northern wintertime climate simulated by the ECHAM3 model ".J. Climate, 10, 201-222.

(iii) Robock, A., et al., 1997:"Soil moisture parameterization in GCMs and evaluation of AMIP simulations". Earth Interactions, (Submitted).

(iv) Wang, W.-C., et al., 1995: "Atmospheric ozone as a climate gas". Atmos. Res., 37, 247-256.

Copies of all but the GRL paper are available with Dana in Room 503 Walker.

Thursday, April 3 Detection and modeling of tropical cyclones in climate models. Surprizingly for such a narrowly defined topic, quite a bit has been done. The IPCC is about to come out with an updated statement on the issue of the expected tropical cyclone climatology in a warmer climate, so it is still a hot topic! Reading for this session comes from:

(i) Bengtsson, L., H. Bottger and M. Kanamitsu, 1982: "Simulation of hurricane-type vortices in a general circulation model". Tellus, 34, 440-457.

(ii) McBride, J. L., 1984: "Comments on Simulation of hurricane-type vortices in a general circulation model. Tellus, 36A, 92-93.

(iii) Bengtsson, L., H. Bottger and M. Kanamitsu, 1984: "Reply to a comment by J. L. McBride". Tellus, 36A, 94-96.

(iv) Broccoli, A. J., and S. Manabe, 1990: "Can existing climate models be used to study anthropogenic changes in tropical cyclone climate?" Geophys. Res. Letters, 17, 1917-1920.

(v) Evans, J. L., 1992: "Comment on Can existing climate models be used to study anthropogenic changes in tropical cyclone climate?". Geophys. Res. Letters, 19, 1523-1524.

(vi) Broccoli, A. J., and S. Manabe, 1992: "Reply to Evans". Geophys. Res. Letters, 19, 1525-1526.

(vii) Bengtsson, L., M. Botzet and M. Esch, 1994: "Will greenhouse gas-induced warming over the next 50 years lead to a higher frequency and greater intensity of tropical cyclones?". Max-Planck-Institut fur Meteorologie Report No. 139, Hamburg, August 1994.

(viii) Ryan, B. F., I. G. Watterson and J. L. Evans, 1992: "Tropical cyclone frequencies inferred from Grays yearly genesis parameter: Validation of GCM tropical climates". Geophys. Res. Letters, 19, 1831-1834.

Project 4 meeting dates are scheduled below. If the results are there to discuss and process - and draft - I am willing to begin work on them next Tuesday. See the revisions for the remainder of the semester. You should all be nearing some results by now.

Tuesday, April 8 Project 4, meeting 1: First review of your Project 4 analysis results. Please see me if you will not have any results to present.

Thursday, April 10 Visit by Dr Soorooshian (U. Arizona).

Tuesday, April 15 Visit by Dr Jenkins (PSU). Papers Dr Jenkins asked that you read in preparation are:

(i) Giorgi, F., 1990: "Simulation of regional climate using a limited area model nested in a general circulation model". J. Climate, 3, 941-963.

(ii) Risbey, J. S., and P. H. Stone, 1996: "A case sudy of the adequacy of GCM simulations for input to regional climate change assessments". J. Climate, 9, 1441-1467.

(iii) Giorgi, F., and L. Mearns, 1991: "Approaches to the simulation of regional climate change: a review". Rev. Geophysics, 29, 191-216.

Thursday, April 17 Jan Dutton and Ben Bray will lead a discussion on ``The effects of the rise of the Himalayas on climate''. I have copies of both papers in my office.

(i) Kutzback, J. E., P. J. Guetter, W. F. Ruddiman and W. L. Prell, 1989: ``Sensitivity of climate to Late Cenozoic uplift in south Asia and the American west: Numerical experiments''. J. Geophys. Res., 94 (D15), 18393-18407.

(ii) Kutzback, J. E., W. L. Prell and W. F. Ruddiman, 1993: ``Sensitivity of Eurasian climate to surface uplift of the Tibetan Plateau''. J. Geology, 101, 177-190.

Wednesday, April 23 3:30-4:45 Note change of day and time. Project 4 meeting 2: Second review of your Project 4 analysis results. You should be writing up your findings and sharing them with others at this stage. We will also follow up on the nested modeling discussion begun (at this time) a week earlier. Please do not forget your ideas/thoughts/questions on this!. A primer of questions to think about is attached.

Thursday, April 24 Brian Cosgrove and Chris Poulsen will lead a discussion on ``Utility of simple 1D and/or 2D climate models''. Papers to read are:

(i) Thompson, S., and S. Schneider, 1979: ``A seasonal zonal energy balance climate model with an interactive lower layer''. J. Geophys. Res., 84 (C5), 2401-2414.

(ii) Stocker, T. F., D. G. Wright and L. A. Mysak, 1992: ``A zonally averaged, coupled ocean-atmosphere model for paleoclimate studies''. J. Climate, 5, 773-797.

Tuesday, April 29 Project 4, meeting 3: Third review of your Project 4 analysis results. You should have a journal manuscript in draft form by today (able to be completed by Thursday).

Thursday, May 1 Project 4, Final meeting: Final review of your Project 4 analysis results. You should have a journal manuscript (including figures) ready for submission.

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Highlights

Thursday 27 February 1997: Professor Suki Manabe (GFDL) visited the College. A lunchtime presentation and departmental seminar entitled ``Study of abrupt climate change by a coupled ocean-atmosphere model'' provided much food for thought.
Thursday 20 March 1997: Dr Robbie Toggweiler (GFDL) visited the class, leading a discussion on the real problems and solutions encountered as a working ocean modeler. Robbie's ESSC-sponsored departmental seminar was entitled ``The Antarctic Circumpolar Current and Palaeoclimate''. ESSC.
Thursday 27 March 1997: Professor Tom Ackerman (PSU!) shared his knowledge on the SW absorption problem. Both field program and modeling approaches were covered.
Thursday 10 April 1997: Professor Soroosh Sorooshian (U. Arizona) visited the class and ESSC. Soroosh discussed the differing aims of ``traditional'' hydrologists versus those pertaining to climate change water resource issues.
Tuesday 15 April 1997: Dr Greg Jenkins led a discussion on aspects of regionally nested climate modeling, including much recent research relating to the nesting of a version of MM4 (RegCCM) in the GENESIS version of the NCAR GCM.

Current Announcements

Seminar entitled ``Millenial-scale climate variability during the Holocene, last glaciation and last interglacial in the subpolar North Atlantic - Ice sheet versus ocean-atmosphere forcing'' will be given by Gerard Bond (Lamont-Dougherty) in Room 112 Walker on Tuesday, 29 April at 4pm.

Those of you interested in ocean-atmosphere interactions on shorter climate timescales should consider applying for the NCAR Summer Colloquium from 20 July to 1 August 1997. The topic is ``A systems approach to El Nino/Southern Oscillation (ENSO): Oceanic, atmospheric, societal, environmental and policy perspectives''.

Classes are now held at 1:15-2:00pm Tuesday and Thursday in the Weather Station Classroom, 6th floor Walker Building.

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Last Updated: April 23, 1997