The future of materials discovery
Also in “ Scientific meeting�
Discussion meeting organised by Professor Robert G Palgrave and Sir Richard Catlow FRS
This meeting will bring together leading researchers worldwide from materials science, chemistry, artificial intelligence and philosophy. The meeting will explore how machine learning, generative models, robotic laboratories and advanced characterisation are transforming the discovery of functional materials. Speakers will examine emerging opportunities, experimental validation, scientific understanding, and the challenges of moving from prediction to application.
Programme
The full programme, including speaker biographies and abstracts, will be available soon. Please note the programme may be subject to change.
Poster session
There will be a poster session on Monday 15 March 2027. If you would like to present a poster, , abstract (up to 200 words), author list, and the name of the proposed presenter and institution no later than Friday 19 February 2027. Acceptances may be made on a rolling basis so we recommend submitting as soon as possible in case the session becomes full. Submissions made within one month of the meeting may not be included in the programme booklet.
Attending the event
This event is intended for researchers in relevant fields.
- Free to attend
- Both virtual and in-person attendance is available. Advance registration is essential
- Lunch is available on both days of the meeting for an optional £25 per day. There are plenty of places to eat nearby if you would prefer to purchase food offsite. Participants are welcome to bring their own lunch to the meeting
Please note that scientific meetings hosted by Ä¢¹½ÊÓÆµ do not necessarily represent a Royal Society position or signify an endorsement of the speakers or content presented.
Enquiries: contact the Scientific Programmes team.
Image credit: ©ï¸� iStock.com / AlexmarPhoto
Organisers
Schedule
| 09:00-09:05 |
Welcome by Ä¢¹½ÊÓÆµ and lead organiser
TBC |
|---|---|
| 09:05-09:50 |
Dr Shijing Sun
TBC |
| 09:50-10:35 |
Professor Jacqueline Cole
TBC |
| 11:00-11:45 |
Professor Matthew Rosseinsky FRS
TBC |
| 11:45-12:30 |
Dr Alex Ganose
TBC |
| 13:45-14:30 |
Professor Maria K Y Chan
TBC |
|---|---|
| 14:30-15:15 |
Dr Tess Smidt
TBC |
| 15:45-16:15 |
The crystal isometry principle
Structures of crystalline materials (periodic crystals) are determined in a rigid form and hence keep all their properties under rigid motion within the same ambient environment. However, crystal structures with different rigid patterns can substantially differ​ in properties and hence should be reliably distinguished. Conventional representations based on reduced cells discontinuously change under almost any perturbation, which led to a new definition of a crystal structure as a class of all crystal representations that are equivalent under rigid motion We developed a hierarchy of Lipschitz continuous invariants, from computationally fast vectors to complete isosets that distinguish all non-duplicate periodic crystals in major materials databases. The most important conclusion is the Crystal Isometry Principle, inspired by a table of 7 cubic crystals in Richard Feynman’s first lecture on physics: under fixed ambient conditions, such as temperature and pressure, any real periodic crystal is uniquely determined by a precise enough geometry of only atomic centres without chemical types. Hence, all periodic materials have canonical locations in a common continuous space of all periodic structures, independent of their chemistry and symmetries. This space contains all known and undiscovered crystals and is expanding as novel materials are added. More generally, the emerging area of Geometric Data Science extends the continuous invariant-based approach to map spaces of all other real objects, such as molecules, including proteins, by complete and polynomial-time invariants like geographic coordinates on Earth. |
| 16:30-17:15 |
Professor Shyue Ping Ong
TBC |
| 09:00-09:45 |
Professor Jun Jiang
TBC |
|---|---|
| 09:45-10:30 |
Dr Aditi S Krishnapriyan
TBC |
| 11:00-12:30 |
Professor Max Welling
TBC |
| 13:45-14:30 |
Professor Kim Jelfs
TBC |
|---|---|
| 14:30-15:15 |
Dr Claudio Zeni
TBC |