scispace - formally typeset
Open AccessJournal ArticleDOI

Developing a Research Strategy to Better Understand, Observe, and Simulate Urban Atmospheric Processes at Kilometer to Subkilometer Scales

Reads0
Chats0
TLDR
A Met Office/Natural Environment Research Council Joint Weather and Climate Research Programme workshop brought together 50 key international scientists from the UK and international community to formulate the key requirements for an Urban Meteorological Research strategy as mentioned in this paper.
Abstract
A Met Office/Natural Environment Research Council Joint Weather and Climate Research Programme workshop brought together 50 key international scientists from the UK and international community to formulate the key requirements for an Urban Meteorological Research strategy. The workshop was jointly organised by University of Reading and the Met Office.

read more

Content maybe subject to copyright    Report

University of Birmingham
Developing a research strategy to better
understand, observe and simulate urban
atmospheric processes at kilometre to sub-
kilometre scales
Barlow, J. F.; Best, M; Bohnenstengel, S. I.; Clark, P; Grimmond, C. S B; Lean, H; Christen,
A; Emeis, S; Haeffelin, M; Harman, I; Lemonsu , A; Martilli, A; Pardyjak, E; Rotach, M;
Ballard, S; Boutle, I; Cai, Xiaoming; Carpentieri, M; Coceal, O; Di Sabatino, S
DOI:
10.1175/BAMS-D-17-0106.1
Document Version
Publisher's PDF, also known as Version of record
Citation for published version (Harvard):
Barlow, JF, Best, M, Bohnenstengel, SI, Clark, P, Grimmond, CSB, Lean, H, Christen, A, Emeis, S, Haeffelin, M,
Harman, I, Lemonsu , A, Martilli, A, Pardyjak, E, Rotach, M, Ballard, S, Boutle, I, Cai, X, Carpentieri, M, Coceal,
O, Di Sabatino, S, Dou, J, Drew, D, Edwards, JM, Fallmann, J, Fortuniak, K, Gornall, J, Gronemeier, T, Halios,
CH, Hertwig, D, Hirano, K, Holtslag, AAM, Luo, Z, Mills, G, Nakayoshi, M, Schlünzen, KH, Smith, S, Soulhac, L,
Steeneveld, G-J, Sun, T, Theeuwes, N, Thomson, D, Voogt, JA, Ward, H, Xie, Z-T & Zhong, J 2017, 'Developing
a research strategy to better understand, observe and simulate urban atmospheric processes at kilometre to
sub-kilometre scales', Bulletin of the American Meteorological Society. https://doi.org/10.1175/BAMS-D-17-
0106.1
Link to publication on Research at Birmingham portal
Publisher Rights Statement:
Checked for eligibility
© Copyright 2017 American Meteorological Society.
https://www.ametsoc.org/ams/index.cfm/publications/ethical-guidelines-and-ams-policies/ams-copyright-policy/
http://journals.ametsoc.org/doi/10.1175/BAMS-D-17-0106.1
General rights
Unless a licence is specified above, all rights (including copyright and moral rights) in this document are retained by the authors and/or the
copyright holders. The express permission of the copyright holder must be obtained for any use of this material other than for purposes
permitted by law.
•Users may freely distribute the URL that is used to identify this publication.
•Users may download and/or print one copy of the publication from the University of Birmingham research portal for the purpose of private
study or non-commercial research.
•User may use extracts from the document in line with the concept of ‘fair dealing’ under the Copyright, Designs and Patents Act 1988 (?)
•Users may not further distribute the material nor use it for the purposes of commercial gain.
Where a licence is displayed above, please note the terms and conditions of the licence govern your use of this document.
When citing, please reference the published version.
Take down policy
While the University of Birmingham exercises care and attention in making items available there are rare occasions when an item has been
uploaded in error or has been deemed to be commercially or otherwise sensitive.
If you believe that this is the case for this document, please contact UBIRA@lists.bham.ac.uk providing details and we will remove access to
the work immediately and investigate.
Download date: 09. Aug. 2022

THE INTEGRATION OF URBAN ATMOSPHERIC
PROCESSES ACROSS SCALES WORKSHOP
What: A Met Office/Natural Environment Research
Council Joint Weather and Climate Research
Programme workshop brought together 50
key international scientists from the United
Kingdom and the international community to
formulate the key requirements for an urban
meteorological research strategy. The workshop
was jointly organized by the University of
Reading and the Met Office.
When: 16–18 November 2016
Where: University of Reading, Reading, United Kingdom
DEVELOPING A RESEARCH STRATEGY
TO BETTER UNDERSTAND, OBSERVE,
AND SIMULATE URBAN ATMOSPHERIC
PROCESSES AT KILOMETER TO
SUBKILOMETER SCALES
Janet BarloW, Martin Best, sylvia i. Bohnenstengel, Peter Clark, sue griMMond, huMPhrey lean, andreas
Christen, stefan eMeis, Martial haeffelin, ian n. harMan, aude leMonsu, alBerto Martilli, eriC PardyJak,
Mathias W rotaCh, susan Ballard, ian Boutle, andy BroWn, XiaoMing Cai, Matteo CarPentieri,
oMduth CoCeal, Ben CraWford, silvana di saBatino, JunXia dou, daniel r. dreW, John M. edWards,
JoaChiM fallMann, krzysztof fortuniak, JeMMa gornall, toBias groneMeier, Christos h. halios,
denise hertWig, kohin hirano, alBert a. M. holtslag, zhiWen luo, gerald Mills, Makoto nakayoshi,
kathy Pain, k. heinke sChlünzen, stefan sMith, lionel soulhaC, gert-Jan steeneveld, ting sun,
natalie e theeuWes, david thoMson, JaMes a. voogt, helen C. Ward, zheng-tong Xie, and Jian zhong
W
ith the majority of people experiencing weather
in urban areas, it is critical to understand
cities, weather, and climate impacts. Increasing
climate extremes (e.g., heat stress, air pollution, flash
flooding) combined with the density of people means
it is essential that city infrastructure and operations
can withstand high-impact weather. Thus, there is a
huge opportunity to mitigate climate change effects
and provide healthier environments through design
and planning to reduce the background climate and
urban effects. However, our understanding of the
underlying urban atmospheric processes are primar-
ily derived from studies of separate aspects, rather
than the complete, human–environment system.
Air quality modeling has not been widely integrated
with aerosol feedbacks on local climate, while few
city-greening scenarios have tested the impacts on
boundary layer pollutant dispersion or the carbon
cycle. Building design guidelines have been devel-
oped without incorporating the impact of waste heat
on local temperatures, which, in turn, determines
building performance. Integration of such feedbacks
is imperative as they define, rather than just modify,
urban climate.
There is an urgent need to link processes that
people experience at street level (human scale) to
processes at neighborhood, city, and regional scales.
As these scales have traditionally been the focus for
specialists in different fields, few observation and
model systems cross these scales. However, under-
standing the interactions between these scales is
critical for the design of future parametrizations
ES261
OCTOBER 2017AMERICAN METEOROLOGICAL SOCIETY
|

and observation networks. Although models and
observational methods are emerging that permit
research into scale interactions [e.g., high-resolution
numerical weather prediction (NWP), large-domain
computational fluid dynamic (CFD) models, remote
sensing, extensive sensor networks, vertical remote
sensing], an integrated approach across methodolo-
gies is currently lacking.
To tackle these scale interactions requires diverse
skills from a wide range of research communities.
This is a daunting challenge. However, improved
understanding of urban atmospheric processes such
as clouds and precipitation, heat transfer, and convec-
tion would enable improvements in urban system
models to provide seamless hazard prediction at all
time scales. Hence, an initial focus on the meteoro-
logical aspects of the research challenge may be a
more manageable problem, even though the scope is
still large. As such, it was identified that within the
United Kingdom there is an urgent need to develop an
urban meteorological research strategy that integrates
interactions and feedbacks on all scales.
MAIN FINDINGS/SCIENCE BACKGROUND.
The workshop was structured around three questions:
1) What are the key scientific challenges in ob-
serving and modeling urban atmospheres from
minutes to decades and from building to regional
scales?
2) How can atmospheric observations, models,
and theory be better integrated to tackle these
challenges?
3) Which atmospheric feedbacks across which scales
are critical to include across urban system models
(including building design, engineering, plan-
ning, air quality, hydrology, etc.)?
Following short provocative keynote presentations
and intense discussion across the wide variety of is-
sues, two distinct science challenges were identified
that cut across the three workshop questions, namely,
heterogeneity and anthropogenic drivers.
1) Urban areas are heterogeneous within and across
a range of scales (obstacles at 110 m, neighbor-
hoods at 10
2
–10
3
m, city scale at 10
3
–10
5
m).
Heterogeneity impacts the mean flow and turbu-
lent structures generated by the obstacles across
these scales, which interact with the turbulent
characteristics of the boundary layer. Urban
meteorology has relied on traditional Monin–
Obukhov similarity theory (MOST) with assumed
horizontal homogeneity to parametrize the tur-
bulent flux terms in mesoscale models. However,
given the extensive size (and ever taller) rough-
ness elements, and the relatively narrow bound-
ary layer, the applicability of MOST is severely
limited. With surface characteristics changing
at many length scales MOST, and extensions
such as blending height theory and tiling, have
to be questioned. The current representation of
the turbulent exchange of momentum (drag),
heat, moisture, pollutants, and radiation at all
scales across the urban system all need to be
formally reconsidered. Treatment of clusters of
AFFILIATIONS: BarloW, Clark, griMMond, CraWford, dreW,
halios, hertWig, luo, Pain, sMith, sun, theeuWes, and Ward
University of Reading, Reading, United Kingdom; Best, Bohnenstengel,
lean, Ballard, Boutle, BroWn, edWards, fallMann, gornall, and
thoMsonMet Office, Reading, United Kingdom; Christen
University of British Columbia, Vancouver, British Columbia,
Canada; eMeisKarlsruhe Institute of Technology, Karlsruhe,
Germany; haeffelinInstitut Pierre Simon Laplace, Paris, France;
harManCSIRO Oceans and Atmosphere, Yarralumla, Australian
Capital Territory, Australia; leMonsuMétéo-France, Paris, France;
MartilliCentro de Investigaciones Energéticas, Medioambientales y
Tecnológicas (CIEMAT), Madrid, Spain; PardyJakUniversity of Utah,
Salt Lake City, Utah; rotaChUniversity of Innsbruck, Innsbruck,
Austria; Cai and zhongUniversity of Birmingham, Birmingham,
United Kingdom; CarPentieriUniversity of Surrey, Guildford,
United Kingdom; CoCealNational Centre for Atmospheric Science,
University of Reading, Reading, United Kingdom; di saBatino
University of Bologna, Bologna, Italy; douInstitute of Urban
Meteorology, China Meteorological Administration, Beijing, China;
fortuniakUniversity of Łódź, Łódź, Poland; groneMeierLeibniz
Universität Hannover, Hannover, Germany; hiranoNational
Research Institute for Earth Science and Disaster Resilience (NIED),
Tsukuba, Ibaraki, Japan; holtslag and steeneveldWageningen
University, Wageningen, Netherlands; MillsUniversity College
Dublin, Dublin, United Kingdom; nakayoshi—Tokyo University of
Science, Tokyo, Japan; sChlünzenUniversität Hamburg, Hamburg,
Germany; soulhaCUniversity of Lyon, Lyon, France; voogt
Western University, London, Ontario, Canada; XieUniversity of
Southampton, Southampton, United Kingdom
CORRESPONDING AUTHORS: Sylvia I. Bohnenstengel,
sylvia.bohnenstengel@metoffice.gov.uk;
C. S. Grimmond, c.s.grimmond@reading.ac.uk
The abstract for this article can be found in this issue, following the table of
contents.
DOI:10.1175/BAMS-D-17-0106.1
In final form 21 April 2017
©2017 American Meteorological Society
For information regarding reuse of this content and general copyright
information, consult the AMS Copyright Policy.
ES262
OCTOBER 2017
|

tall buildings, deep urban canopies, and vegeta-
tion effects all need to be addressed.
The key problem is how we describe subgrid-
scale patchiness and its impact on momentum,
scalar exchange, and radiative forcing. This includes
challenging examples such as isolated groups of
tall buildings and spatially extended deep urban
canopies requiring vertically distributed processes
to be included in urban parametrizations. We lack
the observational knowledge to describe the scale
interaction between variations in surface-induced
turbulence and the stochastic nature of turbulence
in the planetary boundary layer. Observations are
fundamental to the development of both a theoretical
understanding and the models used. To capture the
scale interaction in the urban boundary layer, with
tall but sparse roughness elements (e.g., buildings
do not close the canopy as a forest may in leaf-on
state), will require new measurement technologies
and deployments. The shedding of heat, moisture,
and momentum from preferentially radiated volumes
with roof characteristics (e.g., heights, shapes) and
packing densities that modify the interaction with air
aloft are going to require new measurement technolo-
gies to be developed.
With NWP moving toward grid lengths of O(100)
m, we approach terra incognita (Wyngaard 2004)
and the building gray zone (where we need to resolve
large building blocks). We face the challenge of pa-
rametrizing turbulence at very different scales gen-
erated by a very nonuniform surface. This includes
dealing with stochastic transitions between filtered
and explicitly represented scales. One challenge is
the diurnal evolution of the boundary layer, where
the turbulence scales may no longer be resolved at
night. Models with grid lengths of O(100) m may
resolve the energy-containing eddies of a convective
boundary layer when they are forced by a uniform
rough surface, but the characteristics of these eddies
may change substantially with a more irregular urban
surface that creates localized peaks in scalar fluxes.
The workshop discussions highlighted the need
to agree on very specific research questions in order
to develop a robust theoretical framework beyond
MOST. To tackle some of the research questions, we
need high-quality long-term datasets, horizontally
and vertically distributed through the boundary layer,
over well-characterized urban areas. It is essential
that we design appropriate observational campaigns,
as well as measurement and evaluation techniques,
in collaboration with a community that includes
modelers.
2) While “dead” (unpopulated) cities pose many
physical problems associated with the grand
challenge above, anthropogenic drivers dramati-
cally change the properties of urban areas. This
includes, for example, urban energy, heat, water,
CO
2
, and spatial and temporal variability. The
dynamic changes of a city at subdaily, weekly, sea-
sonal, and longer time scales must be accounted
for (e.g., travel patterns, heating/cooling to retro-
fitting buildings, changing urban morphology,
and land cover).
It is critical that the fundamental data required to
capture these anthropogenic processes be properly
employed. This requires developing close collabora-
tion between those stakeholders with this expertise
(and also the likely end users of integrated weather,
climate, environment, and water services from
improved predictive capability), for example, the
energy sector, transport, water management, building
materials, building management, planning, and the
urban meteorological and atmospheric chemistry
communities, to ensure these data are available and
realistic. As a city evolves with technological, weather,
climate, and environmental changes, the services pro-
vided need to be dynamic in response to the people
living in the city. The inclusion of human behavior
is critical to providing realistic two-way interac-
tions with the urban–human environment system.
However, the complex nature of these feedbacks
requires the human system to be incorporated into
the physical system, requiring an integrated research
community with, for example, the socioeconomic,
political, psychological, and health disciplines
working together with climatologists, meteorologists,
atmospheric chemists, and others.
RECOMMENDATIONS. To expand upon these
two grand challenges, breakout groups considered
how research could tackle each challenge in turn.
Hypothetical proposals were developed. From these,
it was evident how a research program could begin
to make significant contributions toward solving
some of the challenges facing the urban community.
The proposals demonstrate the key need of taking
a coordinated and integrated approach between
different groups and methods. For example, new
frameworks designed to treat heterogeneous surface
exchange at scales ranging from O(100) m to O(1)
km can be developed using large-eddy modeling and
wind tunnel modeling, but multiscale measurements
of real canopy and boundary layer flows are essen-
tial to understanding these processes. The need to
ES263
OCTOBER 2017AMERICAN METEOROLOGICAL SOCIETY
|

test fundamental instrument applicability and the
probable need to develop suitable urban-specific
measurement technologies is likely. Similarly, while
specific questions (e.g., concerning urban moisture
transport) may be addressable through modeling,
ultimately anthropogenic drivers in real cities will
need to be studied. A combination of modeling and
observational studies is essential to advance our
knowledge, possibly focused on a single city to start
with, so as to build up a comprehensive dataset and
conceptual understanding of the process interac-
tions between the building scale, the city scale, and
the mesoscale.
Consensus from the workshop suggests benefits
from the following initiatives:
An integrated approach across all aspects of
urban areas and not isolated individual studies is
required.
An urban “laboratory” at a fixed site is needed
to bring together different communities and
measurements/modeling efforts. This would
enable short-term intensive observation periods
(IOPs) to be embedded into well-understood long-
term datasets. Historically, the difficulties associ-
ated with long-term funding to facilitate such an
initiative have meant many missed opportunities
of well-bounded IOP studies. To address ques-
tions of change (e.g., technology, understanding,
behavior, land cover, climate), ensuring that quali-
ty-controlled datasets, with extensive data storage
(i.e., raw, processed datasets) and with extensive
urban metadata (biophysical, behavioral, etc.), are
available allows for numerous and repeated solu-
tions to be considered.
Four-dimensional observations of multiple vari-
ables are needed. Theoretical understanding and
frameworks designed to address MOST at neigh-
borhood scales and heterogeneity at short scales
are critical. We need to understand the transfers
of heat, mass, and momentum from the urban
canopy layer (UCL), roughness sublayer (RSL),
inertial sublayer (ISL), and beyond to develop new
model parametrizations.
Development and deployment of appropri-
ate measurement and modeling techniques/
parametrizations requires coverage of scales
ranging from within the UCL through the RSL
and the ISL, to the city scale, the boundary layer
scale, and mesoscale.
Turbulence schemes and urban surface exchange
parametrizations for Wyngaards terra incognita
need to be developed.
Cross-cutting research collaboration between
social sciences and a range of atmospheric/
environmental sciences will be fundamental to
the development and deployment of an urban
environmental system model.
Longer-term funding is essential for long-term
facilities, whereas development work requires
funding for short-term-focused blue skies
exploration.
Data assimilation techniques in heterogeneous
areas impacted by human activities need to be
developed.
Satellite-derived data have increasing potential.
New deployments would permit many traditional
challenges between the pixel scale and land-cover
variability to be addressed.
With extensive nontraditional data sources in
cities [e.g., mobile phones, social media, vehicle
usage characteristics (windscreen wipers, speed)],
there are opportunities through data mining to
significantly enrich urban environmental system
modeling [e.g., data assimilation (DA), assessment].
Linking with end users, with particular applica-
tion needs or concerns, is critical to ensuring the
benefit of improved predictive capacity is taken
through to service provision.
Although, it is unclear how much this research
will enhance NWP at scales larger than the urban
area, it is likely to significantly improve weather and
climate services for the management of cities and
their inhabitants. This has the potential to improve
the prosperity, health, and safety of urban residents.
And with global sources of greenhouse gases being
disproportionately urban, there are likely many other
benefits to better cities, beyond their borders.
ACKNOWLEDGMENTS. The workshop was funded
by U.K. NERC via the Joint Weather and Climate Research
Programme (JWCRP). The organizers wish to thank
Khalid Mahmood, Pip Gilbert, and Debbie Turner for
administrative assistance. GJS acknowledges NWO Grant
864.14.007. KHS acknowledges the DFG-funded Cluster of
Excellence “CliSAP” (EXC177). The authors are grateful to
Dr. Phil Newton for verifying the accuracy of the contents
of this report.
REFERENCE
Wyngaard, J. C., 2004: Toward numerical modeling in
the “terra incognita.J. Atmos. Sci., 61, 1816–1826,
doi:10.1175/1520-0469(2004)061<1816:TNMITT>2
.0.CO;2.
ES264
OCTOBER 2017
|
Citations
More filters
Journal ArticleDOI

Mapping Europe into local climate zones.

TL;DR: A European database that has a particular focus on characterising urbanised landscapes is presented, derived using tools and techniques developed as part of the WUDAPT project, which has the goal of acquiring and disseminating climate-relevant information on cities worldwide.
Journal ArticleDOI

Wake Characteristics of Tall Buildings in a Realistic Urban Canopy

TL;DR: In this paper, the aerodynamic effects of tall buildings on the microscale to local scales with a focus on the interaction between the wake structure, canopy and roughness sublayer flow of the surroundings in a realistic urban setting in central London.
Journal ArticleDOI

Anthropogenic heat flux: advisable spatial resolutions when input data are scarce

TL;DR: In this article, the authors compare simple and detailed models in a European megacity (London) at 500m spatial resolution, and demonstrate that simple anthropogenic heat flux models should be applied with conservative spatial resolution in cities that, like London, exhibit time-varying energy use patterns.
Journal ArticleDOI

Towards the profiling of the atmospheric boundary layer at European scale—introducing the COST Action PROBE

TL;DR: In this paper, a new initiative, PROBE, is proposed to broaden the bridge between a wide range of user needs and the science and technology expertise residing in industry and academia, while strengthening and harmonizing methods and procedures to yield higher quality ABL observational data.
References
More filters
Journal ArticleDOI

Toward Numerical Modeling in the “Terra Incognita”

TL;DR: In this paper, the authors show that the neglected production terms can be significant and that including them in the modeled SFS flux equations yields a more general SFS model, one with a tensor rather than a scalar eddy diffusivity.
Related Papers (5)
Frequently Asked Questions (20)
Q1. What contributions have the authors mentioned in the paper "University of birmingham developing a research strategy to better understand, observe and simulate urban atmospheric processes at kilometre to sub- kilometre scales" ?

Barlow et al. this paper developed a research strategy to better understand, observe and simulate urban atmospheric processes at kilometre to sub-kilometre scales. 

• Development and deployment of appropriate measurement and modeling techniques/ parametrizations requires coverage of scales ranging from within the UCL through the RSL and the ISL, to the city scale, the boundary layer scale, and mesoscale. 

Cross-cutting research collaboration between social sciences and a range of atmospheric/ environmental sciences will be fundamental to the development and deployment of an urban environmental system model. 

• Linking with end users, with particular application needs or concerns, is critical to ensuring the benefit of improved predictive capacity is taken through to service provision. 

Theoretical understanding and frameworks designed to address MOST at neighborhood scales and heterogeneity at short scales are critical. 

As a city evolves with technological, weather, climate, and environmental changes, the services provided need to be dynamic in response to the people living in the city. 

A combination of modeling and observational studies is essential to advance their knowledge, possibly focused on a single city to start with, so as to build up a comprehensive dataset and conceptual understanding of the process interactions between the building scale, the city scale, and the mesoscale. 

The authors need to understand the transfers of heat, mass, and momentum from the urban canopy layer (UCL), roughness sublayer (RSL), inertial sublayer (ISL), and beyond to develop new model parametrizations. 

Heterogeneity impacts the mean flow and turbulent structures generated by the obstacles across these scales, which interact with the turbulent characteristics of the boundary layer. 

Following short provocative keynote presentations and intense discussion across the wide variety of issues, two distinct science challenges were identified that cut across the three workshop questions, namely, heterogeneity and anthropogenic drivers. 

With extensive nontraditional data sources in cities [e.g., mobile phones, social media, vehicle usage characteristics (windscreen wipers, speed)], there are opportunities through data mining to significantly enrich urban environmental system modeling [e.g., data assimilation (DA), assessment]. 

1) Urban areas are heterogeneous within and across a range of scales (obstacles at 1–10 m, neighborhoods at 102–103 m, city scale at 103–105 m). 

It is essential that the authors design appropriate observational campaigns, as well as measurement and evaluation techniques, in collaboration with a community that includes modelers. 

The need toES263OCTOBER 2017AMERICAN METEOROLOGICAL SOCIETY |test fundamental instrument applicability and the probable need to develop suitable urban-specific measurement technologies is likely. 

There is an urgent need to link processes that people experience at street level (human scale) to processes at neighborhood, city, and regional scales. 

To address questions of change (e.g., technology, understanding, behavior, land cover, climate), ensuring that quality-controlled datasets, with extensive data storage (i.e., raw, processed datasets) and with extensive urban metadata (biophysical, behavioral, etc.), are available allows for numerous and repeated solutions to be considered. 

understanding the interactions between these scales is critical for the design of future parametrizationsES261OCTOBER 2017AMERICAN METEOROLOGICAL SOCIETY |and observation networks. 

it is unclear how much this research will enhance NWP at scales larger than the urban area, it is likely to significantly improve weather and climate services for the management of cities and their inhabitants. 

the complex nature of these feedbacks requires the human system to be incorporated into the physical system, requiring an integrated research community with, for example, the socioeconomic, political, psychological, and health disciplines working together with climatologists, meteorologists, atmospheric chemists, and others. 

This requires developing close collaboration between those stakeholders with this expertise (and also the likely end users of integrated weather, climate, environment, and water services from improved predictive capability), for example, the energy sector, transport, water management, building materials, building management, planning, and the urban meteorological and atmospheric chemistry communities, to ensure these data are available and realistic.