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Evaluating a new low-cost radiosonde system
for use in adaptive sounding networks(and its implications)
Michael Douglas, National Severe Storms Laboratory
Norman, OK
John Mejia, Desert Research Institute, Reno, Nevada
(formerly at OU)
Original Motivation
Much of my research has involved work with developing
countries. These Weather Services usually cannot
support dense radiosonde networks...
How can these countries/regions carry out effective
Numerical Weather Prediction activities?
NSSL Director’s Discretionary Funds allowed for the
purchase of a new, low-cost (~$12K) radiosonde system
this past year, along with some testing costs.
Tests have been carried out in Albuquerque and Norman.
Very Recent History
iMet-1 radiosonde…
(info from Company brochure - claims to be “verified”)
Radiosondes ~ $175-$200 each in low quantity
4 “AA” batteriesOn-off-frequencySwitch
Initial results from Sippican-
IMET comparisons at
Albuquerque
example of a dual sounding
on same balloon
QuickTime™ and a decompressor
are needed to see this picture.
Average of 7 soundings - Sippican RH is ~10% less; T difference less than .1˚C. Winds (GPS) identical.
Get pdf of preliminary report from PACS-SONET web site (Google “PACS SONET”)
R.H. differenceT difference
Wind agreement ... perfect...sort of...
1-sec positions
U-component
Note: too little attention to wind details...
Can we design a cost-effective adaptive sounding network?
“Cost effective” implies benefits exceed costs! (Wx Forecasting is fundamentally an economic activity)
What are some implications of low-cost radiosonde systems?
Routine (permanent) sounding site costs historically have been high...
• Ground station (~$100K)
• Inflation shelter for 300-600 gm balloons (~$100K+)
• Hydrogen generator (mostly foreign sites) ~$80K
• Staffing for 2x daily soundings, high reliability, 7 days/week, 365
days/year (~$50K/year??)
Thus, at least $300K to get started, then significant staff effort to keep
running.
Initial start-up costs limit experimenting with
“sounding network design”
Requirements for inexpensive adaptive sounding network
• Ground stations must be inexpensive ($10K vrs $100K)
• Network must be adaptive (say ~120 obs’s/year instead of 730 obs’s/yr)
• Labor must be local, part-time (pay-by-observation), even at $100 per ob’ this is only ~$15K/year.
There is an upper limit to useful density of radiosonde observations...
Balloon ascent rate (~5 m/s) requires ~30-60 minutes to profile troposphere - inadequate for storm-scale forecasting.
Time changes and practical limits of synchronizing launches may limit spatial density, perhaps 100 km spatial separation is a practical lower limit.
Point of diminishing return rapidly approaches as network density increases - depends on incremental benefits of add’l fcst skill (rarely quantified).
Frequency of adaptive observations
• This is motivated by perceived cost-benefit of additional forecast skill... How many days justify additional radiosonde obs’s?
– Must quantify ($$$) impact of incremental forecast skill... (meteorology is a science, wx forecasting is an economic activity!)
– Must be a fraction of current 2-daily observations to justify “adaptiveness” - like 25% or less of “full time obs’s”
Cost per observation
Radiosonde cost (function of quantity purchased) ~ $150 - $200 in low quantities depending on vendor
Balloons (size dependent ~$25)
Inflation gas (Helium is 3 times H2 cost but safer...) ~ $10 - $30 per balloon
Labor cost is controllable...to a point. Pay by observation is most economical. Lets assume $100 per observation for argument.
Can use ~$300 per observation as plausible (USA) cost...
Perhaps most obvious example of an adaptive sounding network: for improving hurricane track forecasting
Red= routine obs’s, black = adaptive
Cost of this “small” adaptive network…
23 sites across Caribbean Sea region for hurricane track/intensity forecasting
Set-up cost ~$500K
Annual operation for 60 obs’s/year per site @$300/ob ~ $500K
How does this compare with other possible hurricane monitoring and forecast activities? (HRD in 2008 used ~1200 dropsondes and 39 research/operational P-3 flights; these total ~ $2M+)
Possible to “easily” reconfigure network for regional focus or evaluation of adaptive strategies (research potential)
Scaling things up a bit: Imagine adaptive network consisting of
100 additional sites across western North America (~4x current density)
(~60 sites shown)
Set-up cost ~ $2 M, annual cost for 120 obs’s/year
per site @ $30K/site: $3 M How does this cost
compare with other efforts to improve 12-72 hr fcsts
over the central and eastern US?
Problems with adaptive approach
• Deciding when to make observations
• Maintaining observer proficiency with infrequent obs’s
• Reliable 2-way communications is required
• Initial purchase of more equipment
• Additional gas logistics issues with more sites
• Determining whether extra observations have impact
on objective and subjective forecasts and the value
($$$) of these impacts...
Pluses of adaptive sounding network…
• Focus on critical weather forecasts downstream
• Flexibility in deciding which stations operate on a daily basis
• Should be great motivator for NWS forecasters - control over special sounding network (“Democratic” decision-making for go-days?)
• Technology straightforward, little R&D required
• Could be implemented quickly…
• Must decide on what stations “to activate”. Decision based on:
– objective guidance ~ where add’l data will have greatest positive impact on downstream forecast skill... (must identify “priority regions”)
– Subjective input - which sectors of economy likely to benefit most from a better forecast...
• Blend of objective and subjective tools likely required for go/no-go decisions. Perhaps a blend of SOO input and objective guidance? This area needs work...
When to make observations?
OSSE’s do cost $$$ (computer and research time) and are model and procedure dependent.
OSSE’s cannot evaluate any subjective use of additional soundings and improved analyses at the WFO’s.
Why has the current NWS raob network had the same density for the past ~ 50 years? Has it been OSSE-optimized? That is, is the current radiosonde network adjusted to just reach the point of diminishing returns? Not likely...
It may actually be less expensive, more convincing, and take considerably less time to to carry out operational trials than to carry out an OSSE.
Why not just carry out OSSE’s?
We are not saying...
... That the current radiosonde network should be replaced by an adaptive network... Daily obs’s are needed for many purposes...
Rather,
Any adaptive sounding network should complement the current network and be focused on high impact weather events (however those are defined!)
This makes it much easier to justify the operational costs
Who should sponsor/organize such an effort?
Ought to be NWS...but.... could easily take a decade to program funds...
Universities could do it...but which ones...and why should they?
Many economic sectors might benefit and could easily fund it... but... why should they if someone else will?
NSF-type basic research activity lacks operational component to engage NWS...
Summary: this kind of sounding network is made feasible by introduction of low-cost radiosonde ground stations…
AMDAR-domain?
UAV-domain?
Adaptive soundingdomain?
SUMMARY OF MAIN POINTS
Low initial cost is key to everything!
– With small initial investment there is less pressure to make routine, unsustainable, radiosonde observations
– little reluctance to establish more stations, since no cost penalty
– Pay-by-observation means low annual labor costs
– Logistics are relatively economical (fewer gas transport issues)
– Wx prediction focus - smaller balloons - troposphere primarily
– But need to quantify the value ($$$) of incremental forecast skill improvement...
This may be most cost-effective means to increase short range forecast skill (to 72 hr or thereabouts) in many parts of world - including the USA.