Announcement of Requirements and Registration for a Prize Competition Titled: Sub-Seasonal Climate Forecast Rodeo, 92848-92851 [2016-30593]
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92848
Federal Register / Vol. 81, No. 244 / Tuesday, December 20, 2016 / Notices
Force Base Middlesex County, in the
State of Massachusetts, and was
accepted September 29, 2016. We will
place a copy of the plat we described in
the open files. It will be available to the
public as a matter of information.
If BLM receives a protest against this
survey, as shown on the plat, prior to
the date of the official filing, we will
stay the filing pending our
consideration of the protest. We will not
officially file the plat until the day after
we have accepted or dismissed all
protests and they have become final,
including decisions on appeals.
Dominica VanKoten,
Chief Cadastral Surveyor.
Pursuant
to the Wilderness Act of 1964, and in
accordance with NPS Management
Policies (2006), Section 6.2.1, the NPS
intends to assess all lands within the
authorized boundaries of Big South Fork
National River and Recreation Area and
Obed Wild & Scenic River for
wilderness eligibility. A determination
of eligibility and subsequent future
actions will be announced in the
Federal Register upon completion of the
assessment.
SUPPLEMENTARY INFORMATION:
Dated: December 7, 2016.
Barclay C. Trimble,
Deputy Regional Director, Southeast Region.
[FR Doc. 2016–30635 Filed 12–19–16; 8:45 am]
BILLING CODE 4312–52–P
[FR Doc. 2016–30583 Filed 12–19–16; 8:45 am]
BILLING CODE P
DEPARTMENT OF THE INTERIOR
DEPARTMENT OF INTERIOR
Bureau of Reclamation
National Park Service
[PPSESEROC3, PPMPSAS1Y.YP0000; NPS–
SERO–BISO–021991]
Assessment of Eligible and Ineligible
Lands for Consideration as Wilderness
Areas: Big South Fork National River
and Recreation Area and Obed Wild
and Scenic River
National Park Service, Interior.
Notice of Intent.
AGENCY:
ACTION:
The National Park Service
(NPS) intends to assess lands within the
authorized boundaries of Big South Fork
National River and Recreation Area and
Obed Wild and Scenic River for
wilderness eligibility.
DATES: It is anticipated that the
assessments for both parks will be
completed by October 1, 2017.
ADDRESSES: Interested individuals,
organizations, and agencies are
encouraged to provide written
comments or suggestions to assist the
NPS in determining the scope of issues
related to the eligibility of land
considered as wilderness at Big South
Fork National River Recreational Area
and Obed Wild and Scenic River.
Written comments may be sent to:
Superintendent, 4564 Leatherwood
Road, Oneida, Tennessee 37841.
FOR FURTHER INFORMATION CONTACT:
Suggestions, comments, and requests for
further information should be directed
to Big South Fork National River and
Recreation Area Superintendent Niki
Stephanie Nicholas, by phone at 423–
569–9778, via email at BISO_
Superintendent@nps.gov, or by mail at
Big South Fork National River and
Recreation Area, 4564 Leatherwood
Road, Oneida, Tennessee 37841.
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SUMMARY:
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Announcement of Requirements and
Registration for a Prize Competition
Titled: Sub-Seasonal Climate Forecast
Rodeo
Bureau of Reclamation,
Interior.
ACTION: Notice.
AGENCY:
The Bureau of Reclamation is
announcing the following prize
competition, Sub-Seasonal Climate
Forecast Rodeo. This Challenge seeks to
improve on existing sub-seasonal
forecasts and asks Solvers (i.e.,
competitors in the Challenge) to develop
systems that perform demonstratively
better than existing baseline forecasts
for temperature and precipitation over a
15–42-day time frame. Solvers will have
approximately 3 months to develop
their system, at which point they are
asked to provide forecasts every 2 weeks
over a 13-month period, with the first
month being a ‘‘pre-season’’ to become
familiar with the submission and
evaluation processes.
DATES: Listed below are the specific
dates pertaining to this prize
competition. Please note that times in
meteorology are based upon a worldwide 24-hour clock called Zulu time (Z).
Additional detail on Zulu time is
available in the SUPPLEMENTARY
INFORMATION section of this notice.
1. First forecast due on or before 0Z
(Zulu) March 21, 2017 (pre-season), and
0Z April 18, 2017 (actual competition).
2. Final forecast and hind-cast due on
or before 0Z April 3, 2018.
3. Final submission due on or before
11:59 p.m. (U.S. Eastern Time) May 3,
2018.
SUMMARY:
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4. Judging period ends on August 3,
2018.
5. Winners announced on or before
September 5, 2018.
ADDRESSES: The Sub-Seasonal Climate
Forecast Rodeo Prize Competition will
be posted on the following crowdsourcing platforms where Solvers can
register for this prize competition:
1. The Water Pavilion located at the
InnoCentive Challenge Center:
www.innocentive.com/water-pavilion/.
2. U.S. Federal Government Challenge
Platform: www.Challenge.gov.
InnoCentive, Inc. is administering this
challenge under a challenge support
services contract with the Bureau of
Reclamation. Challenge.gov will redirect the Solver community to the
InnoCentive Challenge Center as the
administrator for this prize competition.
Additional details for this prize
competition, including background
information, templates, and the
Challenge Agreement specific for this
prize competition, can be accessed
through either of these prize
competition web addresses. The
Challenge Agreement contains more
details of the prize competition rules
and terms that Solvers must agree with
to be eligible to compete.
Information pertaining to this
competition will be posted to the
Bureau of Reclamation’s current prize
competitions Web page at
www.usbr.gov/research/challenges/
current/.
FOR FURTHER INFORMATION CONTACT:
Challenge Manager: Dr. David Raff,
Science Advisor, Bureau of
Reclamation, (202) 440–1284, draff@
usbr.gov; Ken Nowak (303) 445–2197,
knowak@usbr.gov.
SUPPLEMENTARY INFORMATION: The
Bureau of Reclamation (Reclamation) is
announcing the following prize
competition in compliance with 15
U.S.C. 3719, Prize Competitions. The
intent is to spur innovation toward
improved forecasts of temperature and
precipitation using a real-time
competition and cash prizes as
incentives.
Prize Competition Summary:
Improved sub-seasonal forecasts for
weather and climate conditions (leadtimes ranging from 15 to 45 days and
beyond) would allow water managers to
better prepare for shifts in hydrologic
regimes such as the onset of drought or
occurrence of wet weather extremes.
The challenge with sub-seasonal
weather and climate forecasting is that
it encompasses the time frame where
initial state or condition information,
such as coupled land-atmosphere
processes becomes less important, and
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slowly varying long term states, such as
sea surface temperature, soil moisture,
and snowpack, become more important
to predictions. In addition, the relative
importance of the initial state or
condition, versus the longer term state,
depends on the lead time, region of
interest, and time of year.
Accurate sub-seasonal weather
forecasting has proven to be particularly
difficult to accomplish but is of great
interest to water managers tasked with
predicting sub-seasonal streamflow and
water supply. Sub-seasonal forecasting,
which spans approximately 15 to 45
days in the future, is difficult because it
bridges short-term forecasting, where
initial conditions primarily determine
upcoming weather, and long-term
forecasting in which slowly varying
factors become more important.
This Challenge is asking Solvers to
develop systems that improve upon
existing sub-seasonal temperature and
precipitation forecasts. Solvers are not
required to develop entire systems from
scratch. Methods could include, but are
not limited to, approaches for improving
the accuracy of existing sub-seasonal
forecasts, techniques that leverage
climate teleconnections, or statistical
models. This Challenge will be active
for approximately 17 months, starting
with a 3-month development period
followed by a 1-month ‘‘pre-season’’,
and a 12-month competition period.
Following the competition period,
Solvers will have 1 month to prepare
final submissions. During the
competition period, Solvers will be
required to upload sub-seasonal
forecasts every 2 weeks. An online
leaderboard hosted by the National
Integrated Drought Information System
at drought.gov will track and display
Solvers’ performance for the duration of
the competition period. Please note that
InnoCentive usernames will be shared
with the National Oceanic and
Atmospheric Administration (NOAA) as
part of the forecast evaluation process
and leaderboard tracking. At the
conclusion of the competition period, a
final submission is required.
Prizes total $800,000. Four categories
are defined by two forecast outlook
periods and two forecast variables
(temperature and precipitation). In each
category, prizes for eligible solvers are
as follows:
1st place—$100,000
2nd place—$50,000
3rd place—$25,000
In addition, one $25,000 prize per
category may be awarded to an eligible
solver based solely on hind-cast
performance, submission of which is a
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requirement to be eligible for the above
listed prizes.
Final submissions to the Challenge
should include the following:
1. The detailed description of the
proposed Solution addressing the
specific Technical Requirements that
are presented in the Detailed
Description of the Challenge. This
description should be accompanied by a
well-articulated rationale for the
proposed Solution.
2. Locally executable application and
corresponding source code to
implement the proposed Solution that
are documented.
3. Proof-of-concept data obtained as
outlined in the Detailed Description of
the Challenge.
The Challenge award is contingent
upon theoretical evaluation and
operational validation of the submitted
Solutions by the Seeker (Reclamation).
To receive an award, the Solvers will
grant to the Seeker a non-exclusive
license to practice their solutions and
make the solution available as open
source software licensable under either
Berkeley Software Distribution or
General Public License Open Source
license.
Technical Requirements. Water
managers and other users have
indicated that they want the existing
forecasts to be better rather than
wanting the development of new
forecast systems. Therefore, this
competition seeks new and novel
forecast method(s) to improve the
forecasting of precipitation and
temperature that can be incorporated
into existing frameworks relied upon for
water management. Solvers may
leverage existing forecasts or ensembles
in their solution, but must be able to
demonstrate appreciable value added by
the solution relative to any input or
foundational framework. Specifically,
the competition desires solutions that
can outperform current operational
forecasts (including forecasts from
operational centers outside the U.S.)
and a damped persistence forecast at a
1x1 degree gridded resolution for the
western United States at two forecast
outlooks: 15–28 days (weeks 3–4) and
29–42 days (weeks 5–6) for temperature
and precipitation. Overall skillspatially and across a range of weather/
climate conditions- is most important.
The ability to skillfully forecast extreme
conditions is also very desirable. Any
system that meets these criteria is
sought.
Evaluation criteria. Forecast skill will
be evaluated for temperature and
precipitation separately since the
drivers responsible for prediction of
these variables are different and the
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subsequent skill level is also expected to
be different. Moreover, the 15–28-day
and 29–42-day periods will be evaluated
individually for similar reasons.
Winning forecasts must outperform
NOAA’s sub-seasonal modeling system,
the Climate Forecast System Version 2
(CFSv2) and damped persistence
forecasts (see definitions below).
Specifically, skill will be evaluated
individually for temperature and
precipitation for weeks 3–4 and weeks
5–6 as the highest skill over the
competition’s identified geographic
area, averaged over the entire
competition time period. To be prize
eligible, Solvers must also demonstrate
historical skill of statistical significance
that is equal to or greater than that of the
CFSv2 through submission of a hindcast analysis described below.
Definitions.
• Anomaly is defined as the
difference between a given value and
climatology for a specific location (grid
cell by grid cell) and time.
• Climatology is defined as average
temperature and precipitation for a
specific 2-week period as computed
from the Climate Prediction Center’s
daily unified gauge data set for
precipitation at ftp://
ftp.cpc.ncep.noaa.gov/precip/CPC_UNI_
PRCP/GAUGE_GLB/, and the Climate
Prediction Center’s global gridded
temperature data set over the 30 year
period of 1981–2010 at ftp://
ftp.cpc.ncep.noaa.gov/precip/wd52ws/
global_temp/.
• A damped persistence forecast will
be represented using seasonally
developed regression coefficients based
on the historical climatology period of
1981–2010 that relate observations of
the past 2 weeks to the forecast outlook
periods on a grid cell by grid cell basis.
• Skill is defined as spatial anomaly
correlation, averaged over time. Final
competition standings will be the
average spatial anomaly correlation of
all 26 forecasts issued for the western
U.S. geographic area, as defined by the
forecast submission template.
The CFSv2 forecasts at https://
www.ncdc.noaa.gov/data-access/modeldata/model-datasets/climate-forecastsystem-version2-cfsv2 will be combined
into a forecast baseline over the same
time period as Solver submissions using
an ensemble mean of the 32 ensemblemember forecasts leading up to each
competition submission. The CFSv2 is
run out to 45 days, 4 times daily, with
four initial conditions per run for a total
of 16 forecasts per day. For example, for
a forecast due March 1st, the 16 CFSv2
ensemble-member forecasts issued on
February 27 and the 16 CFSv2
ensemble-member forecasts issued on
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February 28 will be averaged together
for each grid and over the two forecastperiods to become the forecast baseline
for the March 1st due date. Further, the
ensemble mean will be bias corrected
using the method employed by NOAA’s
Climate Prediction Center in developing
their operational forecasts. Specifically,
this process involves comparing the
CFSv2 reforecasts for the period of
1999–2010 with observed data to
establish and correct daily bias on a grid
cell by grid cell basis. This is done for
temperature and precipitation at both
forecast outlook periods.
Forecast submission requirements
and instructions. Over the course of this
Challenge, Solvers will be required to
submit 2 pre-season forecasts and 26
forecasts during the year-long
competition, for each of the four
categories detailed above and must meet
the following requirements:
1. Beginning at the start of the
competition period and every 2 weeks
thereafter (see below for required
submission deadlines) for the duration
of the competition, Solvers will submit
1x1 degree gridded forecasts
corresponding to western U.S.
competition geographic area as defined
by the forecast template available on
Reclamation’s current competitions Web
page listed in the ADDRESSES section of
this notice for:
a. Average temperature (degrees C) for
days 15–28.
b. Cumulative precipitation
(millimeters) for days 15–28.
c. Average temperature (degrees C) for
days 29–42.
d. Cumulative precipitation
(millimeters) for days 29–42.
2. To be eligible for an award, Solvers
must submit all 26 forecasts on time. A
grace of two missed forecast per
category will be allowed. For the
purpose of computing skill, climatology
will be substituted for a missed forecast.
More than two missed forecast in any
category will result in disqualification.
3. Forecast submissions will be made
through a portal hosted by NOAA and
must utilize the supplied template,
available on Reclamation’s current prize
competitions Web page.
4. The first month of the 13-month
competition period (i.e. the first two
forecasts) will be considered a ‘preseason’ for Solvers to become familiar
with the submission process and will
not count toward their standing in the
competition or against the two missed
forecast grace described above.
Forecast submission deadlines. The
forecast competition will run for 1 year
following the ‘pre-season’ with new
forecast submissions required every 2
weeks. All forecasts need to be received
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by 0Z on the day of the required forecast
submission. All aspects of meteorology
are based upon a world-wide 24-hour
clock called Zulu time (Z), more
commonly called Coordinated Universal
Time (UTC). More information on this
topic is available on the National
Weather Service Web site at https://
www.srh.noaa.gov/jetstream/synoptic/
time.html, including conversion to
common U.S. time zones. Specific
forecast submission deadlines,
including dates and times, will be
available on Reclamation’s current prize
competitions Web page listed in the
ADDRESSES section of this notice, the
first of which is due approximately 3
months following the announcement of
this challenge.
In addition to requirements listed
above for the forecast submissions,
proposed solutions must meet the
following Technical Requirements:
1. For first, second or third place,
systems must outperform, based on the
formula described above, cumulatively
over the competition time period, the
CFSv2 baseline and damped persistence
forecasts for at least one category: Week
3–4 temperature, week 5–6 temperature,
week 3–4 precipitation, or week 5–6
precipitation.
2. Must demonstrate historical skill of
statistical significance that is equal to or
greater than that of the CFSv2 through
submission of a hind-cast analysis. The
CFSv2 reforecasts at https://
nomads.ncdc.noaa.gov/thredds/catalog/
cfsr-hpr-ts45/catalog.html will provide
the baseline for the hind-cast, in the
same way that the CFSv2 forecasts
provide a baseline for the real-time
competition. Two notable distinctions
between the CFSv2 forecasts and
reforecasts are (1) the reforecast baseline
will be based on a mean of 8 ensemble
members (only one set of initial
conditions were used, thereby
producing 4 reforecasts per day) and (2)
bias correction to the reforecast will be
developed and applied for each
reforecast year independently, so as to
not leverage knowledge of that year’s
reforecast performance toward bias
correcting itself. Note that skill and
prize eligibility will be evaluated for
each category individually—i.e. to be
prize eligible in a particular category,
Solvers need only outperform the CFSv2
in that category. To do this, Solvers will
submit, hind-casts for the four
categories, issued every 2 weeks, for the
period of 1999–2010, no later than the
Challenge final forecast due date. The
hind-cast should be performed as a
‘‘leave one out cross validation.’’ This is
accomplished by removing one year of
observed historical data from the period
of 1999–2010, calibrating the model
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based on the remaining years of data,
and forecasting that year. Hind-casts are
to be issued at the month/day
combinations specified in the forecast
submission deadlines referenced above.
Given the dates of the competition, each
hind-cast will span 2 calendar years,
thereby resulting in 11 1-year hind-cast
periods for the ‘‘leave one out cross
validation.’’ This process should be
repeated until forecasts have been
issued for all 11 years. Solvers will
submit one historical hind-cast per
category for the 11 years. For more
information on this technique, see the
discussion on cross-validation by Clarke
et al. in Principles and Theory for Data
Mining and Machine Learning (2009).
3. Solvers may utilize any available
sub-seasonal forecast as the starting
point for their system, but must
demonstratively improve upon that
forecast.
4. Must be written in C++, R, python,
Fortran, or other widely recognized
programming languages and be
licensable under either Berkeley
Software Distribution or General Public
License Open Source license.
5. Solvers with winning solutions are
required to provide all code, data, and
other components of their forecast
system necessary to run the system and
reproduce the forecasts issued in the
competition. Failure of code to
reproduce performance during the
competition or for the hind-cast may
result in disqualification. Furthermore,
the Solvers may be required to iterate
with competition judges to ensure
documentation is sufficient.
Project Deliverables: In addition to the
hind-casts, 2 pre-season forecast
submissions, and 26 forecast
submissions during the year-long
competition, Solvers must submit a final
proposed Solution by the Challenge
deadline. The submitted proposal
should include the following:
1. Detailed description of a subseasonal forecasting system that meets
the Technical Requirements listed in the
Detailed Description and Requirements
section of the Challenge.
2. A well-reasoned rationale
supporting the methodology of the
proposed system and addressing each of
the Technical Requirements described
in the Detailed Description.
3. Locally executable application and
corresponding documented source code
implementing the proposed Solution.
The Seeker may wish to partner with
the Solver at the conclusion of the
Challenge. Solver should describe their
expertise and include a statement
indicating their interest in this
opportunity.
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The proposal should not include any
personal identifying information (name,
username, company, address, phone,
email, personal Web site, resume, etc.)
or any information the Solvers may
consider as their Intellectual Property
they do not want to share.
Judging: An online leaderboard
hosted by the National Integrated
Drought Information System will track
and display Solvers’ performance for the
duration of the competition period. The
Challenge award is contingent upon
theoretical evaluation and operational
validation of the submitted Solutions by
the Seeker. If multiple proposals meet
all the Solution Requirements, the
Seeker reserves the right to award only
the top three solutions per category
which they believe are of sound
technical foundation. After the
Challenge final submission deadline,
submissions will be identified as
potentially prize eligible, as determined
by the quantitative forecast evaluation
performed by NOAA and described
above. Of those potentially prize eligible
solutions, the Judging Panel will
evaluate each with respect to the
Solution Requirements and make a
decision on winning solution(s). The
Judging Panel may be composed of
Federal and/or Non Federal scientists,
engineers, and other technical experts,
including subject matter experts from
the listed collaborators for this
Challenge. All Solvers that submit a
proposal will be notified on the status
of their submissions. Decisions by the
Seeker cannot be contested.
Eligibility Rules: To be able to win a
prize under this competition, an
individual or entity must:
1. Agree to the rules of the
competition (15 U.S.C. 3719(g)(1));
2. Be an entity that is incorporated in
and maintains a primary place of
business in the United States, or (b) in
the case of an individual, a citizen or
permanent resident of the United States
(15 U.S.C. 3719(g)(3)).
However, submissions can be
entertained from all Solvers regardless
of whether they are U.S. citizens/
entities. Meritorious submissions from
non-eligible persons and entities, if any,
will be recognized in publications
issued by the Seeker announcing the
results of the competition, such as press
releases. Non-U.S citizens/permanent
residents or non-U.S entities can also be
included on U.S. teams. However,
prizes—whether monetary or
otherwise—will only be awarded to
eligible persons and entities under the
authority of the America COMPETES
Reauthorization Act of 2010 (15 U.S.C.
3719).
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3. Not be a Federal entity or Federal
employee acting within the scope of
their employment (15 U.S.C. 3719(g)(4)).
A Federal entity is defined by 5 U.S.C.
Appendix 8G with a list of current
Federal entities periodically posted on
the Federal Register.
4. Assume risks and waive claims
against the Federal Government and its
related entities (15 U.S.C. 3719(i)(1)(B));
and,
5. Not use Federal facilities, or
consult with Federal employees during
the competition unless the facilities and
employees are made available to all
individuals and entities participating in
the competition on an equitable basis.
The following individuals or entities
are not eligible regardless of whether
they meet the criteria set forth above:
1. Any individual or organization who
employs an evaluator on the Judging
Panel or otherwise has a material
business relationship or affiliation with
any Judge.
2. Any individual who is a member of
any Judge’s immediate family or
household.
3. The Seeker, participating
organizations, and any advertising
agency, contractor or other individual or
organization involved with the design,
production, promotion, execution, or
distribution of the prize competition;
and all employees, and all members of
the immediate family or household of
any such individual or organization.
4. Any individual or entity that uses
Federal funds to develop the proposed
solution now or any time in the past,
unless such use is consistent with the
grant award, or other applicable Federal
funds awarding document. Note:
Individuals or entities that have been
funded by the Federal Government in
the past to work within the technical
domain of the competition are eligible
provided their specific submission was
not developed by them with Federal
funds. Submissions that propose to
improve or adapt existing federally
funded technologies for the solution
sought in this prize competition are also
eligible. Individuals are also encouraged
to consult with their employer Ethics
Officer for additional guidance and
considerations.
Consultation: Reclamation and
collaborator scientists, engineers, and
technical specialists were consulted in
identifying and selecting the topic of
this prize competition. Direct and
indirect input from various stakeholders
and the broader water resources
community of practice were also
considered.
Public Disclosure: InnoCentive, Inc. is
administering this challenge under a
challenge support services contract with
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92851
Reclamation. Participation is
conditioned on providing the data
required on InnoCentive’s online
registration form. Personal data will be
processed in accordance with
InnoCentive’s Privacy Policy which can
be located at https://
www.innocentive.com/privacy.php.
Before including your address, phone
number, email address, or other
personal identifying information in your
proposal, you should be aware that the
Seeker is under no obligation to
withhold such information from public
disclosure, and it may be made publicly
available at any time. Neither
InnoCentive nor the Seeker is
responsible for human error, theft,
destruction, or damage to proposed
solutions, or other factors beyond its
reasonable control.
Liability and Indemnification: By
participating in this Challenge, each
Solver agrees to assume any and all
risks and waive claims against the
federal government and its related
entities, except in the case of willful
misconduct, for any injury, death,
damage, or loss of property, revenue, or
profits, whether direct, indirect, or
consequential, arising from
participation in this Challenge, whether
the injury, death, damage, or loss arises
through negligence or otherwise. By
participating in this Challenge, each
Solver agrees to indemnify the federal
government against third party claims
for damages arising from or related to
Challenge activities
No Insurance Required: Based on the
subject matter of the Challenge, the type
of work that it will possibly require, as
well as an analysis of the likelihood of
any claims for death, bodily injury, or
property damage, or loss potentially
resulting from competition
participation, Solvers are not required to
obtain liability insurance or
demonstrate financial responsibility in
order to participate in this Challenge.
Dated: December 7, 2016.
Levi Brekke,
Acting Science Advisor.
[FR Doc. 2016–30593 Filed 12–19–16; 8:45 am]
BILLING CODE 4332–90–P
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Agencies
[Federal Register Volume 81, Number 244 (Tuesday, December 20, 2016)]
[Notices]
[Pages 92848-92851]
From the Federal Register Online via the Government Publishing Office [www.gpo.gov]
[FR Doc No: 2016-30593]
-----------------------------------------------------------------------
DEPARTMENT OF THE INTERIOR
Bureau of Reclamation
[RR08100000, 17XR0680A1, RY.1541CH20.WA01701]
Announcement of Requirements and Registration for a Prize
Competition Titled: Sub-Seasonal Climate Forecast Rodeo
AGENCY: Bureau of Reclamation, Interior.
ACTION: Notice.
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SUMMARY: The Bureau of Reclamation is announcing the following prize
competition, Sub-Seasonal Climate Forecast Rodeo. This Challenge seeks
to improve on existing sub-seasonal forecasts and asks Solvers (i.e.,
competitors in the Challenge) to develop systems that perform
demonstratively better than existing baseline forecasts for temperature
and precipitation over a 15-42-day time frame. Solvers will have
approximately 3 months to develop their system, at which point they are
asked to provide forecasts every 2 weeks over a 13-month period, with
the first month being a ``pre-season'' to become familiar with the
submission and evaluation processes.
DATES: Listed below are the specific dates pertaining to this prize
competition. Please note that times in meteorology are based upon a
world-wide 24-hour clock called Zulu time (Z). Additional detail on
Zulu time is available in the SUPPLEMENTARY INFORMATION section of this
notice.
1. First forecast due on or before 0Z (Zulu) March 21, 2017 (pre-
season), and 0Z April 18, 2017 (actual competition).
2. Final forecast and hind-cast due on or before 0Z April 3, 2018.
3. Final submission due on or before 11:59 p.m. (U.S. Eastern Time)
May 3, 2018.
4. Judging period ends on August 3, 2018.
5. Winners announced on or before September 5, 2018.
ADDRESSES: The Sub-Seasonal Climate Forecast Rodeo Prize Competition
will be posted on the following crowd-sourcing platforms where Solvers
can register for this prize competition:
1. The Water Pavilion located at the InnoCentive Challenge Center:
www.innocentive.com/water-pavilion/.
2. U.S. Federal Government Challenge Platform: www.Challenge.gov.
InnoCentive, Inc. is administering this challenge under a challenge
support services contract with the Bureau of Reclamation. Challenge.gov
will re-direct the Solver community to the InnoCentive Challenge Center
as the administrator for this prize competition. Additional details for
this prize competition, including background information, templates,
and the Challenge Agreement specific for this prize competition, can be
accessed through either of these prize competition web addresses. The
Challenge Agreement contains more details of the prize competition
rules and terms that Solvers must agree with to be eligible to compete.
Information pertaining to this competition will be posted to the
Bureau of Reclamation's current prize competitions Web page at
www.usbr.gov/research/challenges/current/.
FOR FURTHER INFORMATION CONTACT: Challenge Manager: Dr. David Raff,
Science Advisor, Bureau of Reclamation, (202) 440-1284, draff@usbr.gov;
Ken Nowak (303) 445-2197, knowak@usbr.gov.
SUPPLEMENTARY INFORMATION: The Bureau of Reclamation (Reclamation) is
announcing the following prize competition in compliance with 15 U.S.C.
3719, Prize Competitions. The intent is to spur innovation toward
improved forecasts of temperature and precipitation using a real-time
competition and cash prizes as incentives.
Prize Competition Summary: Improved sub-seasonal forecasts for
weather and climate conditions (lead-times ranging from 15 to 45 days
and beyond) would allow water managers to better prepare for shifts in
hydrologic regimes such as the onset of drought or occurrence of wet
weather extremes. The challenge with sub-seasonal weather and climate
forecasting is that it encompasses the time frame where initial state
or condition information, such as coupled land-atmosphere processes
becomes less important, and
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slowly varying long term states, such as sea surface temperature, soil
moisture, and snowpack, become more important to predictions. In
addition, the relative importance of the initial state or condition,
versus the longer term state, depends on the lead time, region of
interest, and time of year.
Accurate sub-seasonal weather forecasting has proven to be
particularly difficult to accomplish but is of great interest to water
managers tasked with predicting sub-seasonal streamflow and water
supply. Sub-seasonal forecasting, which spans approximately 15 to 45
days in the future, is difficult because it bridges short-term
forecasting, where initial conditions primarily determine upcoming
weather, and long-term forecasting in which slowly varying factors
become more important.
This Challenge is asking Solvers to develop systems that improve
upon existing sub-seasonal temperature and precipitation forecasts.
Solvers are not required to develop entire systems from scratch.
Methods could include, but are not limited to, approaches for improving
the accuracy of existing sub-seasonal forecasts, techniques that
leverage climate teleconnections, or statistical models. This Challenge
will be active for approximately 17 months, starting with a 3-month
development period followed by a 1-month ``pre-season'', and a 12-month
competition period. Following the competition period, Solvers will have
1 month to prepare final submissions. During the competition period,
Solvers will be required to upload sub-seasonal forecasts every 2
weeks. An online leaderboard hosted by the National Integrated Drought
Information System at drought.gov will track and display Solvers'
performance for the duration of the competition period. Please note
that InnoCentive usernames will be shared with the National Oceanic and
Atmospheric Administration (NOAA) as part of the forecast evaluation
process and leaderboard tracking. At the conclusion of the competition
period, a final submission is required.
Prizes total $800,000. Four categories are defined by two forecast
outlook periods and two forecast variables (temperature and
precipitation). In each category, prizes for eligible solvers are as
follows:
1st place--$100,000
2nd place--$50,000
3rd place--$25,000
In addition, one $25,000 prize per category may be awarded to an
eligible solver based solely on hind-cast performance, submission of
which is a requirement to be eligible for the above listed prizes.
Final submissions to the Challenge should include the following:
1. The detailed description of the proposed Solution addressing the
specific Technical Requirements that are presented in the Detailed
Description of the Challenge. This description should be accompanied by
a well-articulated rationale for the proposed Solution.
2. Locally executable application and corresponding source code to
implement the proposed Solution that are documented.
3. Proof-of-concept data obtained as outlined in the Detailed
Description of the Challenge.
The Challenge award is contingent upon theoretical evaluation and
operational validation of the submitted Solutions by the Seeker
(Reclamation).
To receive an award, the Solvers will grant to the Seeker a non-
exclusive license to practice their solutions and make the solution
available as open source software licensable under either Berkeley
Software Distribution or General Public License Open Source license.
Technical Requirements. Water managers and other users have
indicated that they want the existing forecasts to be better rather
than wanting the development of new forecast systems. Therefore, this
competition seeks new and novel forecast method(s) to improve the
forecasting of precipitation and temperature that can be incorporated
into existing frameworks relied upon for water management. Solvers may
leverage existing forecasts or ensembles in their solution, but must be
able to demonstrate appreciable value added by the solution relative to
any input or foundational framework. Specifically, the competition
desires solutions that can outperform current operational forecasts
(including forecasts from operational centers outside the U.S.) and a
damped persistence forecast at a 1x1 degree gridded resolution for the
western United States at two forecast outlooks: 15-28 days (weeks 3-4)
and 29-42 days (weeks 5-6) for temperature and precipitation. Overall
skill- spatially and across a range of weather/climate conditions- is
most important. The ability to skillfully forecast extreme conditions
is also very desirable. Any system that meets these criteria is sought.
Evaluation criteria. Forecast skill will be evaluated for
temperature and precipitation separately since the drivers responsible
for prediction of these variables are different and the subsequent
skill level is also expected to be different. Moreover, the 15-28-day
and 29-42-day periods will be evaluated individually for similar
reasons. Winning forecasts must outperform NOAA's sub-seasonal modeling
system, the Climate Forecast System Version 2 (CFSv2) and damped
persistence forecasts (see definitions below). Specifically, skill will
be evaluated individually for temperature and precipitation for weeks
3-4 and weeks 5-6 as the highest skill over the competition's
identified geographic area, averaged over the entire competition time
period. To be prize eligible, Solvers must also demonstrate historical
skill of statistical significance that is equal to or greater than that
of the CFSv2 through submission of a hind-cast analysis described
below.
Definitions.
Anomaly is defined as the difference between a given value
and climatology for a specific location (grid cell by grid cell) and
time.
Climatology is defined as average temperature and
precipitation for a specific 2-week period as computed from the Climate
Prediction Center's daily unified gauge data set for precipitation at
ftp://ftp.cpc.ncep.noaa.gov/precip/CPC_UNI_PRCP/GAUGE_GLB/, and the
Climate Prediction Center's global gridded temperature data set over
the 30 year period of 1981-2010 at ftp://ftp.cpc.ncep.noaa.gov/precip/wd52ws/global_temp/.
A damped persistence forecast will be represented using
seasonally developed regression coefficients based on the historical
climatology period of 1981-2010 that relate observations of the past 2
weeks to the forecast outlook periods on a grid cell by grid cell
basis.
Skill is defined as spatial anomaly correlation, averaged
over time. Final competition standings will be the average spatial
anomaly correlation of all 26 forecasts issued for the western U.S.
geographic area, as defined by the forecast submission template.
The CFSv2 forecasts at https://www.ncdc.noaa.gov/data-access/model-data/model-datasets/climate-forecast-system-version2-cfsv2 will be
combined into a forecast baseline over the same time period as Solver
submissions using an ensemble mean of the 32 ensemble-member forecasts
leading up to each competition submission. The CFSv2 is run out to 45
days, 4 times daily, with four initial conditions per run for a total
of 16 forecasts per day. For example, for a forecast due March 1st, the
16 CFSv2 ensemble-member forecasts issued on February 27 and the 16
CFSv2 ensemble-member forecasts issued on
[[Page 92850]]
February 28 will be averaged together for each grid and over the two
forecast-periods to become the forecast baseline for the March 1st due
date. Further, the ensemble mean will be bias corrected using the
method employed by NOAA's Climate Prediction Center in developing their
operational forecasts. Specifically, this process involves comparing
the CFSv2 reforecasts for the period of 1999-2010 with observed data to
establish and correct daily bias on a grid cell by grid cell basis.
This is done for temperature and precipitation at both forecast outlook
periods.
Forecast submission requirements and instructions. Over the course
of this Challenge, Solvers will be required to submit 2 pre-season
forecasts and 26 forecasts during the year-long competition, for each
of the four categories detailed above and must meet the following
requirements:
1. Beginning at the start of the competition period and every 2
weeks thereafter (see below for required submission deadlines) for the
duration of the competition, Solvers will submit 1x1 degree gridded
forecasts corresponding to western U.S. competition geographic area as
defined by the forecast template available on Reclamation's current
competitions Web page listed in the ADDRESSES section of this notice
for:
a. Average temperature (degrees C) for days 15-28.
b. Cumulative precipitation (millimeters) for days 15-28.
c. Average temperature (degrees C) for days 29-42.
d. Cumulative precipitation (millimeters) for days 29-42.
2. To be eligible for an award, Solvers must submit all 26
forecasts on time. A grace of two missed forecast per category will be
allowed. For the purpose of computing skill, climatology will be
substituted for a missed forecast. More than two missed forecast in any
category will result in disqualification.
3. Forecast submissions will be made through a portal hosted by
NOAA and must utilize the supplied template, available on Reclamation's
current prize competitions Web page.
4. The first month of the 13-month competition period (i.e. the
first two forecasts) will be considered a `pre-season' for Solvers to
become familiar with the submission process and will not count toward
their standing in the competition or against the two missed forecast
grace described above.
Forecast submission deadlines. The forecast competition will run
for 1 year following the `pre-season' with new forecast submissions
required every 2 weeks. All forecasts need to be received by 0Z on the
day of the required forecast submission. All aspects of meteorology are
based upon a world-wide 24-hour clock called Zulu time (Z), more
commonly called Coordinated Universal Time (UTC). More information on
this topic is available on the National Weather Service Web site at
https://www.srh.noaa.gov/jetstream/synoptic/time.html, including
conversion to common U.S. time zones. Specific forecast submission
deadlines, including dates and times, will be available on
Reclamation's current prize competitions Web page listed in the
ADDRESSES section of this notice, the first of which is due
approximately 3 months following the announcement of this challenge.
In addition to requirements listed above for the forecast
submissions, proposed solutions must meet the following Technical
Requirements:
1. For first, second or third place, systems must outperform, based
on the formula described above, cumulatively over the competition time
period, the CFSv2 baseline and damped persistence forecasts for at
least one category: Week 3-4 temperature, week 5-6 temperature, week 3-
4 precipitation, or week 5-6 precipitation.
2. Must demonstrate historical skill of statistical significance
that is equal to or greater than that of the CFSv2 through submission
of a hind-cast analysis. The CFSv2 reforecasts at https://nomads.ncdc.noaa.gov/thredds/catalog/cfsr-hpr-ts45/catalog.html will
provide the baseline for the hind-cast, in the same way that the CFSv2
forecasts provide a baseline for the real-time competition. Two notable
distinctions between the CFSv2 forecasts and reforecasts are (1) the
reforecast baseline will be based on a mean of 8 ensemble members (only
one set of initial conditions were used, thereby producing 4
reforecasts per day) and (2) bias correction to the reforecast will be
developed and applied for each reforecast year independently, so as to
not leverage knowledge of that year's reforecast performance toward
bias correcting itself. Note that skill and prize eligibility will be
evaluated for each category individually--i.e. to be prize eligible in
a particular category, Solvers need only outperform the CFSv2 in that
category. To do this, Solvers will submit, hind-casts for the four
categories, issued every 2 weeks, for the period of 1999-2010, no later
than the Challenge final forecast due date. The hind-cast should be
performed as a ``leave one out cross validation.'' This is accomplished
by removing one year of observed historical data from the period of
1999-2010, calibrating the model based on the remaining years of data,
and forecasting that year. Hind-casts are to be issued at the month/day
combinations specified in the forecast submission deadlines referenced
above. Given the dates of the competition, each hind-cast will span 2
calendar years, thereby resulting in 11 1-year hind-cast periods for
the ``leave one out cross validation.'' This process should be repeated
until forecasts have been issued for all 11 years. Solvers will submit
one historical hind-cast per category for the 11 years. For more
information on this technique, see the discussion on cross-validation
by Clarke et al. in Principles and Theory for Data Mining and Machine
Learning (2009).
3. Solvers may utilize any available sub-seasonal forecast as the
starting point for their system, but must demonstratively improve upon
that forecast.
4. Must be written in C++, R, python, Fortran, or other widely
recognized programming languages and be licensable under either
Berkeley Software Distribution or General Public License Open Source
license.
5. Solvers with winning solutions are required to provide all code,
data, and other components of their forecast system necessary to run
the system and reproduce the forecasts issued in the competition.
Failure of code to reproduce performance during the competition or for
the hind-cast may result in disqualification. Furthermore, the Solvers
may be required to iterate with competition judges to ensure
documentation is sufficient.
Project Deliverables: In addition to the hind-casts, 2 pre-season
forecast submissions, and 26 forecast submissions during the year-long
competition, Solvers must submit a final proposed Solution by the
Challenge deadline. The submitted proposal should include the
following:
1. Detailed description of a sub-seasonal forecasting system that
meets the Technical Requirements listed in the Detailed Description and
Requirements section of the Challenge.
2. A well-reasoned rationale supporting the methodology of the
proposed system and addressing each of the Technical Requirements
described in the Detailed Description.
3. Locally executable application and corresponding documented
source code implementing the proposed Solution.
The Seeker may wish to partner with the Solver at the conclusion of
the Challenge. Solver should describe their expertise and include a
statement indicating their interest in this opportunity.
[[Page 92851]]
The proposal should not include any personal identifying
information (name, username, company, address, phone, email, personal
Web site, resume, etc.) or any information the Solvers may consider as
their Intellectual Property they do not want to share.
Judging: An online leaderboard hosted by the National Integrated
Drought Information System will track and display Solvers' performance
for the duration of the competition period. The Challenge award is
contingent upon theoretical evaluation and operational validation of
the submitted Solutions by the Seeker. If multiple proposals meet all
the Solution Requirements, the Seeker reserves the right to award only
the top three solutions per category which they believe are of sound
technical foundation. After the Challenge final submission deadline,
submissions will be identified as potentially prize eligible, as
determined by the quantitative forecast evaluation performed by NOAA
and described above. Of those potentially prize eligible solutions, the
Judging Panel will evaluate each with respect to the Solution
Requirements and make a decision on winning solution(s). The Judging
Panel may be composed of Federal and/or Non Federal scientists,
engineers, and other technical experts, including subject matter
experts from the listed collaborators for this Challenge. All Solvers
that submit a proposal will be notified on the status of their
submissions. Decisions by the Seeker cannot be contested.
Eligibility Rules: To be able to win a prize under this
competition, an individual or entity must:
1. Agree to the rules of the competition (15 U.S.C. 3719(g)(1));
2. Be an entity that is incorporated in and maintains a primary
place of business in the United States, or (b) in the case of an
individual, a citizen or permanent resident of the United States (15
U.S.C. 3719(g)(3)).
However, submissions can be entertained from all Solvers regardless
of whether they are U.S. citizens/entities. Meritorious submissions
from non-eligible persons and entities, if any, will be recognized in
publications issued by the Seeker announcing the results of the
competition, such as press releases. Non-U.S citizens/permanent
residents or non-U.S entities can also be included on U.S. teams.
However, prizes--whether monetary or otherwise--will only be awarded to
eligible persons and entities under the authority of the America
COMPETES Reauthorization Act of 2010 (15 U.S.C. 3719).
3. Not be a Federal entity or Federal employee acting within the
scope of their employment (15 U.S.C. 3719(g)(4)). A Federal entity is
defined by 5 U.S.C. Appendix 8G with a list of current Federal entities
periodically posted on the Federal Register.
4. Assume risks and waive claims against the Federal Government and
its related entities (15 U.S.C. 3719(i)(1)(B)); and,
5. Not use Federal facilities, or consult with Federal employees
during the competition unless the facilities and employees are made
available to all individuals and entities participating in the
competition on an equitable basis.
The following individuals or entities are not eligible regardless
of whether they meet the criteria set forth above:
1. Any individual or organization who employs an evaluator on the
Judging Panel or otherwise has a material business relationship or
affiliation with any Judge.
2. Any individual who is a member of any Judge's immediate family
or household.
3. The Seeker, participating organizations, and any advertising
agency, contractor or other individual or organization involved with
the design, production, promotion, execution, or distribution of the
prize competition; and all employees, and all members of the immediate
family or household of any such individual or organization.
4. Any individual or entity that uses Federal funds to develop the
proposed solution now or any time in the past, unless such use is
consistent with the grant award, or other applicable Federal funds
awarding document. Note: Individuals or entities that have been funded
by the Federal Government in the past to work within the technical
domain of the competition are eligible provided their specific
submission was not developed by them with Federal funds. Submissions
that propose to improve or adapt existing federally funded technologies
for the solution sought in this prize competition are also eligible.
Individuals are also encouraged to consult with their employer Ethics
Officer for additional guidance and considerations.
Consultation: Reclamation and collaborator scientists, engineers,
and technical specialists were consulted in identifying and selecting
the topic of this prize competition. Direct and indirect input from
various stakeholders and the broader water resources community of
practice were also considered.
Public Disclosure: InnoCentive, Inc. is administering this
challenge under a challenge support services contract with Reclamation.
Participation is conditioned on providing the data required on
InnoCentive's online registration form. Personal data will be processed
in accordance with InnoCentive's Privacy Policy which can be located at
https://www.innocentive.com/privacy.php. Before including your address,
phone number, email address, or other personal identifying information
in your proposal, you should be aware that the Seeker is under no
obligation to withhold such information from public disclosure, and it
may be made publicly available at any time. Neither InnoCentive nor the
Seeker is responsible for human error, theft, destruction, or damage to
proposed solutions, or other factors beyond its reasonable control.
Liability and Indemnification: By participating in this Challenge,
each Solver agrees to assume any and all risks and waive claims against
the federal government and its related entities, except in the case of
willful misconduct, for any injury, death, damage, or loss of property,
revenue, or profits, whether direct, indirect, or consequential,
arising from participation in this Challenge, whether the injury,
death, damage, or loss arises through negligence or otherwise. By
participating in this Challenge, each Solver agrees to indemnify the
federal government against third party claims for damages arising from
or related to Challenge activities
No Insurance Required: Based on the subject matter of the
Challenge, the type of work that it will possibly require, as well as
an analysis of the likelihood of any claims for death, bodily injury,
or property damage, or loss potentially resulting from competition
participation, Solvers are not required to obtain liability insurance
or demonstrate financial responsibility in order to participate in this
Challenge.
Dated: December 7, 2016.
Levi Brekke,
Acting Science Advisor.
[FR Doc. 2016-30593 Filed 12-19-16; 8:45 am]
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