The
Third MOPEX Workshop in Sapporo, Japan, July 7-9, 2003 (HW08
PARAMETER ESTIMATION TECHNIQUES - IUGG 2003)
This
was the third Workshop held as part of the World Climate Research
Global Energy and Water Cycle Experiment (GEWEX) Model Parameter
Estimation Experiment MOPEX) to enable the wider scientific community
to address the issue of hydrological model parameter estimation.
Over three days 28 presentations were made to this Workshop supported
by some six posters. Presentations were under the following sub-themes
of (i) Development and application of model calibration techniques,
(ii) Review of model parameter estimation experiment workshop results,
(iii) Parameter estimation and model diagnostic techniques, (iv)
Uncertainties in modelling and information in data and (v) MOPEX's
contribution to PUB and MOPEX future plan and direction. In addition
to the discussion of each presentation a discussion period was held
at the end of each sub-theme to draw out the key issues. The Workshop
received strong support with at times over 100 participants to hear
the invited speakers and good discussion of the issues. Considerable
interest was shown in publishing a special issue of a Journal on
Model Parameter Estimation and an accompanying IAHS Red Book.
The
final discussion session concerned future activities and support
of PUB. It was agreed that a MOPEX-4 Workshop would be held in late
2004, accepting the offer of Cemagref located outside Paris. Data
from more basins (100) from different climatic areas would be provided
with a subset of these involving soft data for a detailed examination
of its use. It was agreed that the Sapporo Workshop did not allow
sufficient time to pursue the discussions in depth and that this
would be a key feature of this Workshop. To partition the discussion
to make it more structured PUB could be considered as the rational
for MOPEX. Starting with Information (Soft/Medium/Hard Data) feeding
by various methods into the Models (how should we build models,
etc?), we need Theory/Empiricism and Philosophy to achieve this
and can then consider Applications. From this we have four primary
activities. The issues are: (i) How do we bring the information
to bear on the models (identification, parameter estimation, data
assimilation, evaluation is part of a whole host of issues)?; (ii)
What are the right models? (Are they doing the right job for us?);
(iii) Generalisation (the application of models to PUB, etc.) and
(iv) Assessment of the methods, models and applications. To try
and understand the results obtained it is planned to use of Diagnostic
Methods akin to the approaches used by the atmospheric and climate
modelling community.
The
MOPEX-5 Workshop is proposed for the VIIth IAHS Scientific Assembly
to be held at Foz de Igassu, Brazil in mid 2005. This Workshop will
present the results and findings of MOPEX-4 and will involve new,
innovative analyses of the science questions and the application
of a priori parameter estimation to a common set of basins over
a wide range of different climatic regimes. The Workshop will also
include additional contributions on a priori parameter estimation
techniques applied to large-scale basin applications and specific
regional/country applications where both model developers (modellers)
and users (water managers) are involved. Based on these experiences,
the discussions will be focused and structured to provide guidance
to PUB and MOPEX on a refined set of science issues and provide
a way forward to addressing and resolving these.
John Schaake, Yun Duan, Alan Hall
Summary
Discussion
Basic
Structure of MOPEX
John
Schaake
Based
on the MOPEX-2 Workshop and the discussion over the last three days
the suggested MOPEX science areas should be: (i) Indentification
tools, (ii) Models, (iii) Generalisation (of models?), (iv) Evaluation
strategy and (v) Diagnostic methods.
(Refer to John's PP presentation if more needed here.)
Hoshin Gupta
It
was difficult to pursue the discussions in depth as we pick up on
something which connects to something which connects to something
else and by the time we are ready to go a little bit deeper it is
the end of the discussion period. How can we partition the discussion
to make it more structured. We can start with PUB as rational for
MOPEX. In the middle we have Models - what are the right kind of
models, how should we build models, etc. Below this we have Theory/Empiricism
and Philosophy and Applications. Feeding into the Models by various
methods is Information (Soft/Medium/Hard Data). From this we have
four primary activities. The issues are: (i) How do we bring the
information to bear on the models (let's not call it identification,
parameter estimation, data assimilation, evaluation is part of a
whole host of issues)?; (ii) What are the right models? (Are they
doing the right job for us?); (iii) Generalisation (the application
of models to PUB, etc.) and (iv) Assessment of the methods, models
and application. These four topic areas could form the basis for
deeper discussion at future workshops.
John
Schaake
I totally
agree with this but I have a fifth topic called Diagnostic Methods.
If you look at the way modelling is conducted in the atmospheric
and climate community they spend a lot of time talking about diagnostics.
In hydrology it has not even been our tradition to even think that
way. This is an important area and I would like to see we can learn
from that and include some other perspectives and concepts that
integrate all the way through this.
Siva
Sivapalan
The
picture put up there of information feeding into models , improving
that process, models being generalised, so that they can be used
for prediction in ungauged basins. This still relates to Target
1 in PUB - using the current models and seeing how we improve them
for prediction in ungauged basins. The whole process of model development
is not included in this process as shown. Aside from MOPEX, PUB
needs to give emphasis to changing the paradigms and a new paradigm
may not work using this framework as presented. A totally different
approach may be needed. There are new ways of constructing models,
new space-time characterisations of processes.
Hoshin
Gupta
Within
this framework the methods of assimilating information is not restricted
to current methods.. You can come up with new and radically different
ways of how you view information and models.
John Schaake
Can
we agree on this approach of these four topics with diagnostic methods
added?
VJ
Gupta.
Picking
up on diagnostic methods, this is a fundamental issue in hydrology.
Whatever framework you have there should be a framework to falsify
your model. This is what diagnostics means. If there is no falsification
then we have not learnt anything, then we have predetermined what
we have construed and we reproduce that. There is no learning process.
In this sense hydrology differs from some of the other sciences.
By falsification we learn what we did not have in our original framework
and original assumptions. Diagnostics can be a basis to separate
the new from the old without getting into the semantics and all
this.
Denis
Hughes
Can
I comment on the diagnostic methods. I have listened to a lot of
papers over the last three days and in some of those papers I seen
a lot of numbers and have never seen a hydrograph being shown. You
need mathematical methods to do diagnostics, but these are not actually
lines on a piece of graph paper or a computer screen. They are actually
a hydrological response and while we are developing diagnostic methods
please not forget that we are actually hydrologists and not mathematicians.
John
Schaake
We
now appear to have agreement on this broad strategic approach of
five topics. In our publications we can have some of these views
included and how this fits together.
Things
to do within MOPEX:
"
Include the MOPEX-2 Tucson Workshop results (data, model output,
statistics, etc) on the MOPEX Website
" We need more models to participate in the science questions
" Upgrade the data access
" Data sets - Things we could do to help the ftp site
- National Weather Service site is being upgraded???
- Have the 438? basins in the US
.
(Note
these were listed from John's presentation and as the mike was not
used all the time and can't confirm. John to check his computer
presentation.)
Siva
Sivapalan
We
have quite a lot of clean data sets in Western Australia which could
be provided.
John
Schaake
"
GEWEX data sets -
There
are a lot of data global sets produced by GEWEX which we could use
in our work. We could help you to understand what is there and provide
access to some subset of these. For example, radiation, global reanalysis
, a lot of the things that it takes to estimate evapotranspiration
such as temperature. There are some data sets which we could make
available. These would also be helpful to PUB. These could be made
available through MOPEX for now and as PUB develops it could also
provide assess. We need to list what is available.
Siva
Sivapalan
One
of the things we are asking the PUB working groups is if it is possible
to make their data available widely so we can create a huge repository
of MOPEX, PUB, FRIEND, HELP, basins, etc
George
Leavesley
This
does not have to be in one central repository. As long as we can
get links to a variety of sites on the MOPEX page we can have hot
links to wherever the data resides. So we can probably facilitate
not having to buy big chunks of central storage in one place if
everyone can support that.
We
need to make it easier for other groups to contribute.
John
Schaake
In
summary we need lots of data sets to make this work. So getting
this together and trying to get the information from various places
in the world is the first step and then we need to determine how
we are going to use it. We have some things in the mill with contributions
from Germany and Austria.
Publications:
as per John's/Yuan's presentation re timing, etc
It
was agreed that two avenues of publication would be sought, the
Journal of Hydrology for a possible special issue if sufficient
papers, or the Hydrological Sciences Journal and an IAHS Red Book
which would contain summary articles covering any Journal papers
together with those of a less theoretical bent and covering techniques
and model application. 250 word abstracts will be requested by email
from the Workshop participants and some additional potential authors
with submissions by the end of August???. Papers will be requested
by the beginning of 2004 followed by three months for the first
review. With another two months for revision and final review would
allow publication by the end of next year.
John
Schaake
We
can say a lot in this Red Book about the science questions and what
we are trying to do that might not go so well in the Journal of
Hydrology. There are some specific results which we could show in
a publication that is not limited on the graphs. We can control
this so that some of the reports on what we have done could complement
what is in the Journal. By publishing a Red Book we can help ourselves
to cover the topic well and IAHS. We will give you permission for
more than one paper.
Yun
Duan
The
Journal of Hydrology has a strict page limit of 15 pages. A Red
Book would give us more flexibility.
Alan
Hall
Cate
Gardner has complained that some of the Red Books are just a collection
of papers without an introduction or overview of the subject. Hence
we should take out some of the material in the Journal and make
it a self-contained and valuable publication.
Siva
Sivapalan
I did
not attend all the talks, but my understanding of the process that
MOPEX is going through in terms of understanding how models operate,
the diagnostics and the intercomparisons and so on. I missed any
talks which showed that that kind of process has let to improvements
in model structure. I would like to see, especially in the Journal
articles you are have that the authors can be challenged to bring
out some positive messages that this process ahs led to improvements
or cross-fertilisation of ideas or concepts of one models versus
another. That would be a very positive statement to make, not just
to present the diagnostic results but using that to make an improvement.
John
Schaake
That
sounds great. I'll offer Yun's services as a guest editor and if
anyone else would like to compete for that position we would certainly
welcome your input on it. We'll get it done and if you do not respond
we will come after you and you will get an email.
Future
Workshops
George
Leavesley
We
have two Workshops to think about. One is in two years time in Brazil
and we have little time to think about how to structure that. The
idea of a Workshop 12 months from now to really explore some of
the things just talked about. We have had a lot of interesting presentations
over the last few days but we have really not had the opportunity
time to get into the details, to look at how different people conceptualise
different processes and then what methods do the use to make these
a priori estimates. We need the time to sit down together and explore
those issues. We would do that next year and the group at Cemegraf
has been kind enough to offer their facilities as an option of holding
a meeting there in France. The idea being that we would select perhaps
half a dozen basins in different climatic and physiographic regions
with a range of hard to soft data so that we could explore:
" how we make these a priori estimations,
" how do we integrate the soft and medium data sources,
" what are the best approaches on that and to be able to explore
those issues, and
To
this we need to have a variety of analytical tools, the tools that
tease out some of the information on these parameters and the information
that exists using measurable basin or climatic characteristics.
We are not just thinking of only basin characteristics, we also
need to look at the driving variables of these models as well and
how to best estimate the distributions of precipitation, temperature,
radiation and whatever we might be using in these various models.
We offer this as a proposal and we would like to have some feedback
on that.
Yun
Duan
Last
time we had the Tucson Workshop and we decided to have 12 basins.
The way we did it may not be the only way and we welcome suggestions
in how we do it. George has made an excellent start and we welcome
further input from the audience.
Vazken
Andreassian, Cemagref
My
suggestion is to take more than a dozen basins. We got a lot of
information from the Tucson 12 basins but now we need to shift to
another scale. We should try to do something on 100 or 200 basins.
Yun
Duan
We
chose 12 basins from a practical point of view, taking into account
the time available for people to analyse and give us the results.
Vazken
Andreassian
From
my point of view, getting the first basin set up with the reading
routines, the data formats, etc takes the time. Once this is done
12 or 200 basins is the same. Maybe more complicated models or if
you need manual calibration of course it is not to be done. For
models which need only automatic calibration one model or 200 models
take roughly the same time.
George
Leavesley
We
are also thinking of having the opportunity of exploring some of
these models in real time on site so we would be definitely looking
at a subset of that 100 to be able to address those issues, particularly
soft data we might want to focus on a subset.
John
Schaake .
We
probably can't resolve this now. Maybe we can do all of this, in
other words a few people might look at all of the basins and have
some focus for what that might be. George has some great ideas on
how think more cleverly about the relationship of what is going
in the models and what is happening physically. We need to combine
the top down and bottom up ideas in this. So having a focus on a
few basins is necessary. We need more than one or two before we
can conclude anything. Also we are not done with the first 12, we
need some more models on these and it might be we use some of them
as well. But the emphasis as we are thinking now will be to use
some new ideas having to do with the soft data or the processes.
What do we think we do with them are they doing what we think and
some other things like that on a few basins and maybe with some
additional data that we could use. Then if we could develop your
idea Vazken, lets look at a lot of basins and a few of us might
do that with some of the models. In fact if you could give us your
model in the right form we could actually run some of that for you.
We have some automatic things that could do something at some level
and then we could look at what happened.
George
Leavesley
With
that and some sort of a ad hoc working group of myself, Hoshin Gupta,
Thorsten Wagener, and
John
Schaake
It's
the same Mafia that worked on this one with some extra help and
since we are going to be at Cemagref, we'll add Vasken. It's an
open group and anyone else that would like to join us would be most
welcome.
George
Leavesley
We
will try and put a strawman together and circulate it for comment.
John
Schaake
George
has agreed to lead this one and Alan the Workshop in Brazil in two
years so we might want to think about that one as well. We have
a lot of issues there to think through so we are going to have to
come back to for advice on it.
Alan
Hall
On
the first Workshop in Europe we want to cover other climate areas
and other places and go much wider than just the US in terms of
the basins. As for the Brazil Workshop we want to run this in conjunction
with PUB and some of the other Commissions. But the idea there is
to perhaps spend half a day to bring to the participants in Brazil
the results of our Workshop at Cemagref. To some extent we have
done that in the last three days. Within the programme in Brazil
we cannot afford to spend three days. We would have half a day on
key issue papers which would be open and invited. I am trying to
convince the Programme Committee to have one half day of the five
days set aside for posters. We can welcome a whole stream of posters
and often a poster is the best way to present information on some
of these topics. So we are looking at a Workshop which would run
over 1 1/2 to 2 days.
John
Schaake
I think
we have to value posters as part of our process. If we are going
to cut the time of our meetings down to one week instead of as it
was two, we are going to have to use posters, or else we are going
to lose contact, or else focus in very few topics, that's all.
Alan
Hall
Part
of this first Workshop is to get some good material , good ideas
and information that we can feed back to the participants in Brazil.
John
Schaake
The
next topic I had was the community access, which was really the
question of getting access to the models through the networks and
so forth. We don't want to talk about it anymore, it's an idea we
are pursuing. We have some suggestions as to how we can go about
it and we would welcome your advice and participation. If you want
to help us in some way please let Hoshin know if you have some ideas
on how to do this and he will take the lead on this with us.
Hoshin
Gupta
I'll
make the facility available. I do not want to do it myself.
John
Schaake
Let
me or Yun know and we will find a way to get it done. I am no longer
a Government employee, I am a contractor. Just give me the money
and I willset the site up and run it.
Hoshin
Gupta
My
understanding of what we actually have in Tucson you do not need
anything new. As part of SAHRA we developed a web access to a workgroup
facility which allows a person to go in and submit files and download
files, make comments on things, share presentations, all kinds of
stuff. What you need is somebody to manage it, I think that would
be you guys. The software is already there we just have to make
people aware of how to get to it and we could put a link to it on
the MOPEX site.
John
Schaake
The
final topic we had on our list was for us to reflect the way we
are overseeing the MOPEX activities and to get any thoughts you
have. This is not a top down bureaucratic operation so we have a
real soft, loose oversight. Basically in my mind what it boild down
to is that a few of us pay attention on a more routine basis and
then these convenor groups that make these Workshops come together
become an effective leadership group for the project. We don't want
it to be closed. It is open, we once had a Steering Group but all
we had was a list of people and we did not do anything. We now have
a group of people who are doing something, let's call them oversight
or management group.
Alan
Hall
The
way I see the way we have run it so far it is that each time we
have a Workshop and get together at an IAHS Assembly we have a discussion
on what are we going to do in the next couple of years. This seems
to be reasonably effective planning ahead on a two year basis. It
is an open process, we very much welcome input during that time
and this is happening.
John
Schaake
I would
also encourage any of you folks that want to talk about your perspective
on what MOPEX is all about and what MOPEX means to you to have a
MOPEX presentation. It's ours, it's all ours. It is not mine or
anyones. So if you want to use that I would like you to go speak
about this go do it.
Hoshin
Gupta
If
you need more motivation, particularly to get more young people
involved, it looks good on your resume.
John
Schaake
Don't
forget the five science questions we asked you to submit and the
statements on MOPEX and the publications. I do thank you. I thank
everyone who came, everyone who put there presentations together.
This has been a fantastic meting, truly a nice meeting and I thank
you for making it be that.
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