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display the accuracy of these two forecasts, with the smaller the error being a better value forecast to airline operators. Performance measure: ≤ 2.85m/s for Wind and ≤ 0.56K for Temperature (based on 12-month mean values) Root Mean Square Vector Error 4.00 3.80 3.60 3.40 3.20 3.00 2.80 Northern

Hemisphere (90N-20N). The graphs below display the accuracy of these two forecasts, with the smaller the error being a better value forecast to airline operators. Performance measure: ≤ 2.85m/s for Wind and ≤ 0.56K for Temperature (based on 12-month mean values) Root Mean Square Vector Error 4.00 3.80

the Northern Hemisphere (90N-20N). The graphs below display the accuracy of these two forecasts, with the smaller the error being a better value forecast to airline operators. Performance measure: ≤ 2.85m/s for Wind and ≤ 0.56K for Temperature (based on 12-month mean values) Root Mean Square Vector Error 4.00

the Northern Hemisphere (90N-20N). The graphs below display the accuracy of these two forecasts, with the smaller the error being a better value forecast to airline operators. Performance measure: ≤ 2.85m/s for Wind and ≤ 0.56K for Temperature (based on 12-month mean values) Root Mean Square Vector

., Morton, D., Giglio, L., Chen, Y., van der Werf, G., Kasibhatla, P., DeFries, R., Collatz, G., Hantson, S., Kloster, S., Bachelet, D., Forrest, M., Lasslop, G., Li, F., Mangeon, S., Melton, J., Yue, C., Randerson, J. (2017): A human-driven decline in global burned area, Science, 356, 1356-1361

Representation of uncertainty P r o c e s s e s Marine processes Earth system processes Verification Data Curation Component models Systems Data workflow Use case work packages 1. Component models Component models 2. System co-design 3. System integration Systems Data workflow Separation of Concerns Co

© Crown Copyright 2023 References Chan, S.C, Kendon, E.J, Fowler, H.J, Youngman, B.D, Dale, M., Short, C. (2023) New extreme rainfall projections for improved climate resilience of urban drainage systems. Climate Services. Vol 30 https://doi. org/10.1016/j.cliser.2023.100375 Chan, S C, Kendon, E J

capacity horizontal of user organisation(s) scaling Enhancing Planning to Increasing Enhancing the the scalability address capacity the enabling of of spontaneous the service environment developer scaling Determining Increasing team the role users’ of diversification capacity Planning to Making

and vegetation Neil Kaye Neil specialises in creating bespoke visualisations and interactive web tools for climate science Dr Fraser Lott Fraser works on the detection and attribution of climate change, particularly of climate-related events. Dr Gareth S Jones Gareth's main research activity

surface temperature data is assimilated into shelf models and James' current work is focused on implementing assimilation of temperature and salinity profiles. This project is made challenging by the shelf seas environment. In particular, complex bathymetry and the s-coordinate vertical levels used