BEGIN:VCALENDAR
VERSION:2.0
PRODID:Linklings LLC
BEGIN:VTIMEZONE
TZID:Europe/Stockholm
X-LIC-LOCATION:Europe/Stockholm
BEGIN:DAYLIGHT
TZOFFSETFROM:+0100
TZOFFSETTO:+0200
TZNAME:CEST
DTSTART:19700308T020000
RRULE:FREQ=YEARLY;BYMONTH=3;BYDAY=-1SU
END:DAYLIGHT
BEGIN:STANDARD
TZOFFSETFROM:+0200
TZOFFSETTO:+0100
TZNAME:CET
DTSTART:19701101T020000
RRULE:FREQ=YEARLY;BYMONTH=10;BYDAY=-1SU
END:STANDARD
END:VTIMEZONE
BEGIN:VEVENT
DTSTAMP:20241120T082408Z
LOCATION:HG E 3
DTSTART;TZID=Europe/Stockholm:20240603T130000
DTEND;TZID=Europe/Stockholm:20240603T133000
UID:submissions.pasc-conference.org_PASC24_sess163_msa151@linklings.com
SUMMARY:Interfacing Machine Learning with Physics-Based Models - Discussio
 n
DESCRIPTION:Minisymposium\n\nJack Atkinson (University of Cambridge) and P
 hil Hasnip (University of York)\n\nWith the recent rise of machine (ML) an
 d deep learning there have been several efforts to incorporate these techn
 iques into numerical models. Doing so presents a number of challenges howe
 ver, including but not limited to: framework and language interoperation; 
 ensuring physical compatibility, stability, and constraints; portability a
 nd generalisation of models outside their training domain; understanding b
 iases and uncertainties; and the efficient use of different\ncomputer arch
 itectures. The three invited talks in this minisymposium present progress 
 that has been made across a range of scientific domains whilst also discus
 sing challenges faced and\ntechniques to tackle them. This discussion sess
 ion is a chance to reflect on the common ground between these talks, and w
 hat can be learnt from one-another. We welcome anyone who is using ML comp
 onents in their work with interesting stories to share, and anyone interes
 ted in incorporating ML into their work who wishes to learn more. This ses
 sion, and the minisymposium as a whole, is an opportunity to meet others i
 n the domain.\n\nDomain: Chemistry and Materials, Climate, Weather, and Ea
 rth Sciences, Engineering, Physics, Computational Methods and Applied Math
 ematics\n\nSession Chair: Jack Atkinson (University of Cambridge)
END:VEVENT
END:VCALENDAR