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description Publicationkeyboard_double_arrow_right Article , Other literature type , Preprint 2024Embargo end date: 01 Jan 2023 France, United Kingdom, FrancePublisher:Springer Science and Business Media LLC Funded by:ANR | MApUCEANR| MApUCEAuthors:David Meyer;
David Meyer
David Meyer in OpenAIRERobert Schoetter;
Robert Schoetter
Robert Schoetter in OpenAIREMaarten van Reeuwijk;
Maarten van Reeuwijk
Maarten van Reeuwijk in OpenAIREAbstractHeat pumps (HPs) have emerged as a key technology for reducing energy use and greenhouse gas emissions. This study evaluates the potential switch to air-to-air HPs (AAHPs) in Toulouse, France, where conventional space heating is split between electric and gas sources. In this context, we find that AAHPs reduce heating energy consumption by 57% to 76%, with electric heating energy consumption decreasing by 6% to 47%, resulting in virtually no local heating-related CO2 emissions. We observe a slight reduction in near-surface air temperature of up to 0.5 °C during cold spells, attributable to a reduction in sensible heat flux, which is unlikely to compromise AAHPs operational efficiency. While Toulouse’s heating energy mix facilitates large energy savings, electric energy consumption may increase in cities where gas or other fossil fuel sources prevail. Furthermore, as AAHPs efficiency varies with internal and external conditions, their impact on the electrical grid is more complex than conventional heating systems. The results underscore the importance of matching heating system transitions with sustainable electricity generation to maximize environmental benefits. The study highlights the intricate balance between technological advancements in heating and their broader environmental and policy implications, offering key insights for urban energy policy and sustainability efforts.
Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2024License: CC BYFull-Text: http://hdl.handle.net/10044/1/112933Data sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41467-024-49836-3&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu1 citations 1 popularity Average influence Average impulse Average Powered by BIP!
more_vert Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2024License: CC BYFull-Text: http://hdl.handle.net/10044/1/112933Data sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41467-024-49836-3&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euResearch data keyboard_double_arrow_right Dataset 2024Publisher:Zenodo Funded by:ANR | MApUCEANR| MApUCEOverview This is the data archive for paper "Energy and environmental impacts of air-to-air heat pumps in a mid-latitude city". It contains the paper's data archive with model outputs (see notebooks folder) and the Singularity image for (optionally) re-running experiments. For the standalone models to model air conditioners and heat pumps please refer to MinimalDX. Prerequisites Linux with Bash shell. Git version >= 2. Singularity version >= 3. Portable Batch System*. Intel Fortran Compiler [Required for MesoNH simulations]. A compatible version of the MPI library implementation version 3 [Required for MesoNH simulations]. Please note that most steps require Singularity. If you are looking for information on how to install or use Singularity, please refer to the Singularity documentation. Please note that depending on your specific system settings and resource availability, you may need to modify PBS parameters at the top of submit scripts stored in the hpc directory. Simulations Offline Build Surfex with qsub hpc/surfex_build.pbs. Run scenarios with the following commands: qsub -v case_name=fincap hpc/surfex_run.pbs qsub -v case_name=fincap_extended_autosize hpc/surfex_run.pbs qsub -v case_name=minidx_cop=2.5 hpc/surfex_run.pbs qsub -v case_name=minidx_cop=3.0 hpc/surfex_run.pbs qsub -v case_name=minidx_cop=3.5 hpc/surfex_run.pbs qsub -v case_name=minidx_cop=4.0 hpc/surfex_run.pbs qsub -v case_name=minidx_cop=4.5 hpc/surfex_run.pbs Online To run MesoNH simulations, follow the three steps outlined below in the same order. Note: Depending on your system and configuration, submit scripts may require change. Build MesoNH with qsub hpc/build_mnh_intel.pbs. Run the preprocessing step with qsub hpc/submit_mnh_prep.pbs. Finally run MesoNH cases with the following commands for fincap and minidx simulations respectively: hpc/submit_mnh.sh fincap 20050120 12 1 toulouse hpc/submit_mnh.sh minidx 20050120 12 1 toulouse Post-process the results with qsub hpc/submit_mnh_post.pbs Analyses qsub hpc/postprocess_results.pbs # Plots in notebooks/
add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.5281/zenodo.4009382&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu1 citations 1 popularity Average influence Average impulse Average Powered by BIP!
more_vert add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.5281/zenodo.4009382&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article 2023 France, France, Netherlands, Switzerland, Australia, United Kingdom, United KingdomPublisher:Wiley Funded by:ARC | ARC Centres of Excellence..., UKRI | Ghosts from summers past:..., NHMRC | A vision of healthy urban... +7 projectsARC| ARC Centres of Excellences - Grant ID: CE170100023 ,UKRI| Ghosts from summers past: quantifying the role of vegetation legacy to climatic extremes ,NHMRC| A vision of healthy urban design for NCD prevention ,NWO| The windy city ,NSF| The Management and Operation of the National Center for Atmoshperic Research (NCAR) ,DFG ,EC| urbisphere ,NSF| Meteorological Islands: How the Atmosphere Interacts with Large Individual Patches of Heterogeneity ,UKRI| Building Resilient Cities for Heat Waves ,UKRI| Building Resilient Cities for Heat WavesAuthors:Lipson, Mathew;
Lipson, Mathew
Lipson, Mathew in OpenAIREGrimmond, Sue;
Best, Martin;Grimmond, Sue
Grimmond, Sue in OpenAIREAbramowitz, Gab;
+41 AuthorsAbramowitz, Gab
Abramowitz, Gab in OpenAIRELipson, Mathew;
Lipson, Mathew
Lipson, Mathew in OpenAIREGrimmond, Sue;
Best, Martin;Grimmond, Sue
Grimmond, Sue in OpenAIREAbramowitz, Gab;
Coutts, Andrew; Tapper, Nigel;Abramowitz, Gab
Abramowitz, Gab in OpenAIREBaik, Jong‐jin;
Beyers, Meiring;Baik, Jong‐jin
Baik, Jong‐jin in OpenAIREBlunn, Lewis;
Boussetta, Souhail;Blunn, Lewis
Blunn, Lewis in OpenAIREBou-Zeid, Elie;
Bou-Zeid, Elie
Bou-Zeid, Elie in OpenAIREde Kauwe, Martin;
de Kauwe, Martin
de Kauwe, Martin in OpenAIREde Munck, Cécile;
de Munck, Cécile
de Munck, Cécile in OpenAIREDemuzere, Matthias;
Demuzere, Matthias
Demuzere, Matthias in OpenAIREFatichi, Simone;
Fatichi, Simone
Fatichi, Simone in OpenAIREFortuniak, Krzysztof;
Han, Beom‐soon;Fortuniak, Krzysztof
Fortuniak, Krzysztof in OpenAIREHendry, Margaret;
Hendry, Margaret
Hendry, Margaret in OpenAIREKikegawa, Yukihiro;
Kikegawa, Yukihiro
Kikegawa, Yukihiro in OpenAIREKondo, Hiroaki;
Lee, Doo‐il;Kondo, Hiroaki
Kondo, Hiroaki in OpenAIRELee, Sang‐hyun;
Lemonsu, Aude; Machado, Tiago;Lee, Sang‐hyun
Lee, Sang‐hyun in OpenAIREManoli, Gabriele;
Martilli, Alberto;Manoli, Gabriele
Manoli, Gabriele in OpenAIREMasson, Valéry;
Mcnorton, Joe;Masson, Valéry
Masson, Valéry in OpenAIREMeili, Naika;
Meili, Naika
Meili, Naika in OpenAIREMeyer, David;
Meyer, David
Meyer, David in OpenAIRENice, Kerry;
Nice, Kerry
Nice, Kerry in OpenAIREOleson, Keith;
Park, Seung‐bu;Oleson, Keith
Oleson, Keith in OpenAIRERoth, Michael;
Roth, Michael
Roth, Michael in OpenAIRESchoetter, Robert;
Schoetter, Robert
Schoetter, Robert in OpenAIRESimón-Moral, Andrés;
Simón-Moral, Andrés
Simón-Moral, Andrés in OpenAIRESteeneveld, Gert‐jan;
Steeneveld, Gert‐jan
Steeneveld, Gert‐jan in OpenAIRESun, Ting;
Takane, Yuya; Thatcher, Marcus;Sun, Ting
Sun, Ting in OpenAIRETsiringakis, Aristofanis;
Tsiringakis, Aristofanis
Tsiringakis, Aristofanis in OpenAIREVarentsov, Mikhail;
Varentsov, Mikhail
Varentsov, Mikhail in OpenAIREWang, Chenghao;
Wang, Chenghao
Wang, Chenghao in OpenAIREWang, Zhi‐hua;
Pitman, Andy;Wang, Zhi‐hua
Wang, Zhi‐hua in OpenAIREdoi: 10.1002/qj.4589
AbstractAccurately predicting weather and climate in cities is critical for safeguarding human health and strengthening urban resilience. Multimodel evaluations can lead to model improvements; however, there have been no major intercomparisons of urban‐focussed land surface models in over a decade. Here, in Phase 1 of the Urban‐PLUMBER project, we evaluate the ability of 30 land surface models to simulate surface energy fluxes critical to atmospheric meteorological and air quality simulations. We establish minimum and upper performance expectations for participating models using simple information‐limited models as benchmarks. Compared with the last major model intercomparison at the same site, we find broad improvement in the current cohort's predictions of short‐wave radiation, sensible and latent heat fluxes, but little or no improvement in long‐wave radiation and momentum fluxes. Models with a simple urban representation (e.g., ‘slab’ schemes) generally perform well, particularly when combined with sophisticated hydrological/vegetation models. Some mid‐complexity models (e.g., ‘canyon’ schemes) also perform well, indicating efforts to integrate vegetation and hydrology processes have paid dividends. The most complex models that resolve three‐dimensional interactions between buildings in general did not perform as well as other categories. However, these models also tended to have the simplest representations of hydrology and vegetation. Models without any urban representation (i.e., vegetation‐only land surface models) performed poorly for latent heat fluxes, and reasonably for other energy fluxes at this suburban site. Our analysis identified widespread human errors in initial submissions that substantially affected model performances. Although significant efforts are applied to correct these errors, we conclude that human factors are likely to influence results in this (or any) model intercomparison, particularly where participating scientists have varying experience and first languages. These initial results are for one suburban site, and future phases of Urban‐PLUMBER will evaluate models across 20 sites in different urban and regional climate zones.
Quarterly Journal of... arrow_drop_down The University of Melbourne: Digital RepositoryArticle . 2024License: CC BYFull-Text: http://hdl.handle.net/11343/338314Data sources: Bielefeld Academic Search Engine (BASE)Quarterly Journal of the Royal Meteorological SocietyArticle . 2023 . Peer-reviewedLicense: CC BYData sources: CrossrefWageningen Staff PublicationsArticle . 2024License: CC BYData sources: Wageningen Staff PublicationsUniversity of Bristol: Bristol ResearchArticle . 2023Data sources: Bielefeld Academic Search Engine (BASE)Quarterly Journal of the Royal Meteorological SocietyArticle . 2024 . Peer-reviewedData sources: European Union Open Data PortalInstitut national des sciences de l'Univers: HAL-INSUArticle . 2023Data sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1002/qj.4589&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen hybrid 35 citations 35 popularity Top 10% influence Top 10% impulse Top 1% Powered by BIP!
more_vert Quarterly Journal of... arrow_drop_down The University of Melbourne: Digital RepositoryArticle . 2024License: CC BYFull-Text: http://hdl.handle.net/11343/338314Data sources: Bielefeld Academic Search Engine (BASE)Quarterly Journal of the Royal Meteorological SocietyArticle . 2023 . Peer-reviewedLicense: CC BYData sources: CrossrefWageningen Staff PublicationsArticle . 2024License: CC BYData sources: Wageningen Staff PublicationsUniversity of Bristol: Bristol ResearchArticle . 2023Data sources: Bielefeld Academic Search Engine (BASE)Quarterly Journal of the Royal Meteorological SocietyArticle . 2024 . Peer-reviewedData sources: European Union Open Data PortalInstitut national des sciences de l'Univers: HAL-INSUArticle . 2023Data sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1002/qj.4589&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Conference object , Journal 2018 Finland, United Kingdom, United KingdomPublisher:Elsevier BV Funded by:EC | URBANFLUXESEC| URBANFLUXESAuthors:Lindberg, Fredrik;
Lindberg, Fredrik
Lindberg, Fredrik in OpenAIREGrimmond, C.S.B.;
Gabey, Andrew;Grimmond, C.S.B.
Grimmond, C.S.B. in OpenAIREHuang, Bei;
+16 AuthorsHuang, Bei
Huang, Bei in OpenAIRELindberg, Fredrik;
Lindberg, Fredrik
Lindberg, Fredrik in OpenAIREGrimmond, C.S.B.;
Gabey, Andrew;Grimmond, C.S.B.
Grimmond, C.S.B. in OpenAIREHuang, Bei;
Huang, Bei
Huang, Bei in OpenAIREKent, Christoph W.;
Kent, Christoph W.
Kent, Christoph W. in OpenAIRESun, Ting;
Sun, Ting
Sun, Ting in OpenAIRETheeuwes, Natalie E.;
Theeuwes, Natalie E.
Theeuwes, Natalie E. in OpenAIREJärvi, Leena;
Järvi, Leena
Järvi, Leena in OpenAIREWard, Helen C.;
Ward, Helen C.
Ward, Helen C. in OpenAIRECapel-Timms, I.;
Chang, Yuanyong; Jonsson, Per; Krave, Niklas; Liu, Dongwei;Capel-Timms, I.
Capel-Timms, I. in OpenAIREMeyer, D.;
Olofson, K. Frans G.;Meyer, D.
Meyer, D. in OpenAIRETan, Jianguo;
Wästberg, Dag;Tan, Jianguo
Tan, Jianguo in OpenAIREXue, Lingbo;
Zhang, Zhe;Xue, Lingbo
Xue, Lingbo in OpenAIREhandle: 10138/231499
UMEP (Urban Multi-scale Environmental Predictor), a city-based climate service tool, combines models and tools essential for climate simulations. Applications are presented to illustrate UMEP's potential in the identification of heat waves and cold waves; the impact of green infrastructure on runoff; the effects of buildings on human thermal stress; solar energy production; and the impact of human activities on heat emissions. UMEP has broad utility for applications related to outdoor thermal comfort, wind, urban energy consumption and climate change mitigation. It includes tools to enable users to input atmospheric and surface data from multiple sources, to characterise the urban environment, to prepare meteorological data for use in cities, to undertake simulations and consider scenarios, and to compare and visualise different combinations of climate indicators. An open-source tool, UMEP is designed to be easily updated as new data and tools are developed, and to be accessible to researchers, decision-makers and practitioners.
CORE arrow_drop_down Central Archive at the University of ReadingArticle . 2018License: CC BY NC NDData sources: CORE (RIOXX-UK Aggregator)Environmental Modelling & SoftwareArticle . 2018 . Peer-reviewedLicense: CC BY NC NDData sources: CrossrefHELDA - Digital Repository of the University of HelsinkiArticle . 2018 . Peer-reviewedData sources: HELDA - Digital Repository of the University of HelsinkiEnvironmental Modelling & SoftwareArticle . 2018 . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1016/j.envsoft.2017.09.020&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen hybrid 214 citations 214 popularity Top 1% influence Top 1% impulse Top 0.1% Powered by BIP!
more_vert CORE arrow_drop_down Central Archive at the University of ReadingArticle . 2018License: CC BY NC NDData sources: CORE (RIOXX-UK Aggregator)Environmental Modelling & SoftwareArticle . 2018 . Peer-reviewedLicense: CC BY NC NDData sources: CrossrefHELDA - Digital Repository of the University of HelsinkiArticle . 2018 . Peer-reviewedData sources: HELDA - Digital Repository of the University of HelsinkiEnvironmental Modelling & SoftwareArticle . 2018 . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1016/j.envsoft.2017.09.020&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Journal 2020 United Kingdom, France, FrancePublisher:American Geophysical Union (AGU) Authors: Jimy Dudhia;A. Verrelle;
Robert Schoetter; Mukul Tewari; +6 AuthorsA. Verrelle
A. Verrelle in OpenAIREJimy Dudhia;A. Verrelle;
Robert Schoetter; Mukul Tewari;A. Verrelle
A. Verrelle in OpenAIRESue Grimmond;
Sue Grimmond
Sue Grimmond in OpenAIREM. van Reeuwijk;
M. van Reeuwijk
M. van Reeuwijk in OpenAIREValéry Masson;
Maik Riechert;Valéry Masson
Valéry Masson in OpenAIREDavid Meyer;
David Meyer;David Meyer
David Meyer in OpenAIREdoi: 10.1029/2019ms001961
handle: 10044/1/83018
AbstractUrban land surface processes need to be represented to inform future urban climate and building energy projections. Here, the single layer urban canopy model Town Energy Balance (TEB) is coupled to the Weather Research and Forecasting (WRF) model to create WRF‐TEB. The coupling method is described generically, implemented into software, and the code and data are released with a Singularity image to address issues of scientific reproducibility. The coupling is implemented modularly and verified by an integration test. Results show no detectable errors in the coupling. Separately, a meteorological evaluation is undertaken using observations from Toulouse, France. The latter evaluation, during an urban canopy layer heat island episode, shows reasonable ability to estimate turbulent heat flux densities and other meteorological quantities. We conclude that new model couplings should make use of integration tests as meteorological evaluations by themselves are insufficient, given that errors are difficult to attribute because of the interplay between observational errors and multiple parameterization schemes (e.g., radiation, microphysics, and boundary layer).
CORE arrow_drop_down Imperial College London: SpiralArticle . 2020License: CC BYFull-Text: http://hdl.handle.net/10044/1/83018Data sources: Bielefeld Academic Search Engine (BASE)Institut national des sciences de l'Univers: HAL-INSUArticle . 2020Data sources: Bielefeld Academic Search Engine (BASE)Journal of Advances in Modeling Earth SystemsArticle . 2020 . Peer-reviewedLicense: CC BYData sources: CrossrefSpiral - Imperial College Digital RepositoryArticle . 2020License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1029/2019ms001961&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 18 citations 18 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert CORE arrow_drop_down Imperial College London: SpiralArticle . 2020License: CC BYFull-Text: http://hdl.handle.net/10044/1/83018Data sources: Bielefeld Academic Search Engine (BASE)Institut national des sciences de l'Univers: HAL-INSUArticle . 2020Data sources: Bielefeld Academic Search Engine (BASE)Journal of Advances in Modeling Earth SystemsArticle . 2020 . Peer-reviewedLicense: CC BYData sources: CrossrefSpiral - Imperial College Digital RepositoryArticle . 2020License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1029/2019ms001961&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu