Philip Brohan's stuff ===================== I am old enough to have a homepage as a central web presence, but this page is rarely updated; for real-time action, see my pages at `Twitter `_, `GitHub `_, or `Vimeo `_. Machine Learning ---------------- - `Machine Learning for Data Assimilation `_ - `Weather Forecasting without the difficult bits `_ - `Weather2weather: Forecast the weather using tensorflow and the pix2pix model `_ - `Experiments in Machine Learning with climate data `_ - `Using Amazon Textract for data rescue `_ - `Using Google Vision for data rescue `_ Analyses -------- - `The Twentieth-Century Reanalysis version 3 `_ - `Do-it-yourself Data Assimilation `_ - `Extending the climate stripes `_ Reports ------- - `Approaches to transcription of weather observations `_ Datasets -------- - `Auto-transcription benchmark `_ - `New historical UK-region observations `_ - `Weather observations from marine expeditions `_ - `ICOADS3+: Bias-adjusted early marine pressures `_ - `Royal Navy observations for the WW2 period `_ - `Weather observations from English East India Company ships `_ - `Weather observations from station archives `_ - `Ship logs at NARA `_ Collaborations -------------- - `Atmospheric Circulation Reconstructions over the Earth (ACRE) `_ - `oldweather.org `_. See also `the blog `_ - `International Comprehensive Ocean-Atmosphere DataSet (ICOADS) `_ - `Southern Weather Discovery `_ Talks ----- - `A new look at a 1931 flood `_. (2021-09-07, online). - `Data Assimilation with a Deep convolutional Variational AutoEncoder `_ (2022-11-15, at `ECMWF `_). Also available as a `Twitter thread `_. - `Machine Learning for Data Assimilation `_. (2022-04-08, online). - `Climate modeling and data assimilation with generative machine learning `_. (2024-04-09, online). - `New uses for old weather `_. (2019-06-24, at `NCAR `_). Graphics -------- - `A modern Rhinoceros `_: A tribute to the power of Matplotlib and the genius of Albrect Dürer. - `An AI reads history `_: How many overlapping lifetimes does it take to cover recorded history?. - `An equirectangular approximation to the Spilhaus projection `_: A map of the world arranged to highlight the ocean. - `Land use in the UK `_: A map of the UK, coloured by land use. Software -------- - Tools for weather model and reanalysis data: - `IRData: Accessing synoptic-timescale Reanalysis Data with Iris `_ - `Meteorographica: Python code for plotting weathermaps `_ - Tools for International Maritime Meteorological Archive records: - `Python package for IMMA records `_ - `Older Perl and Javascript IMMA software `_ - Tools for station weather observations: - `File format and API for newly-digitised historical weather observations `_ Oddments -------- - `Grandma's Book `_ | I have given up writing research papers (I make datasets, software, and videos instead), but many of those I have written are listed by `Google Scholar `_