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CATEGORIES:Seminar
DESCRIPTION:Accelerate the development of energy storage materials and the 
 role of autonomous synthesis laboratories\n\nAdvanced materials are the eng
 ine to drive high performing and sustainable technologies. Yet their develo
 pment from design to synthesis and eventually scale-up span years\, if not 
 decades. In the field of electrochemical energy storage\, all-solid-state b
 atteries are emerging as an alternative solution that potentially offers en
 hanced safety and higher energy density than conventional Li-ion batteries 
 which use liquid electrolytes. The advancement of all-solid-state batteries
  is dependent on the development of new materials – in this case\, solid-st
 ate materials that act as electrochemically stable and fast ionic conductor
 s. In this seminar\, I will discuss a high-entropy compositional design str
 ategy aimed at enhancing ion transport in oxides [1]. Our findings suggest 
 that the local disorder in high-entropy materials induces overlapping site-
 energy distributions for charge-carrying ions\, creating a percolating netw
 ork of connected sites through which ions can move quickly. While the disco
 very of a material design strategy that generates promising materials candi
 dates is exciting\, the subsequent challenge lies in their synthesis and va
 lidation. In the second part of this seminar\, I will discuss the developme
 nt of an autonomous solid-state synthesis laboratory designed to accelerate
  the synthesis step [2]. This autonomous laboratory integrates several adva
 nced tools: it designs synthesis recipes using knowledge text-mined from hi
 storical literature\, executes experiments by robots and automated instrume
 nts\, interprets data by machine learning models\, and makes decisions for 
 the subsequent experiments by active learning algorithms. In a recently pub
 lished paper [2]\, this lab has demonstrated its capabilities in autonomous
  synthesis\, but has also raised debate over the reliability of autonomous 
 workflow in materials research. The autonomous labs\, like many areas of sc
 ientific innovation in their early stage\, are subjected to ongoing refinem
 ent. The precision in synthesis decision-making\, for example\, necessities
  a deeper understanding of synthesis mechanisms\, which is essential for AI
  to provide reliable and impactful assistance [3].\n\n[1] Zeng et al. High-
 entropy mechanism to boost ionic conductivity. Science 378\,1320-1324 (2022
 ).\n[2] Szymanski\, Zeng*\, Ceder*\, et al. An autonomous laboratory for th
 e accelerated synthesis of novel materials. Nature 624\, 86–91 (2023).\n[3]
  Zeng et al. Selective formation of metastable polymorphs in solid-state sy
 nthesis. Science Advances 10\, eadj5431 (2024).\n \n\nBio:\nYan Zeng is an 
 Assistant Professor in the Department of Chemistry and Biochemistry at Flor
 ida State University\, started in January 2024. Yan was a Staff Scientist a
 nd\, before that\, a postdoctoral researcher under Prof. Gerbrand Ceder at 
 Lawrence Berkeley National Laboratory from 2020 to 2023. She led the build 
 of an autonomous inorganic solid-state synthesis laboratory (the A-Lab) wit
 h a team at LBNL and UC Berkeley. Her interests include finding new materia
 ls for energy storage and exploring synthesis methods to make them. Yan obt
 ained her Ph.D. degree in Materials Engineering from McGill University in 2
 020\, where she developed Li-ion battery cathode materials using hydrotherm
 al synthesis under the guidance of Prof. George P. Demopoulos. Her current 
 research interests lie at the intersection of lab automation\, energy stora
 ge materials\, materials synthesis\, and the extraction of critical metals.
DTEND:20240307T220000Z
DTSTAMP:20260306T173729Z
DTSTART:20240307T210000Z
GEO:42.443844;-76.483292
LOCATION:Kimball Hall\, B11
SEQUENCE:0
SUMMARY:MSE Seminar Series: Yan Zeng (Florida State)
UID:tag:localist.com\,2008:EventInstance_45392734142776
URL:https://events.cornell.edu/event/mse_seminar_series_yan_zeng_florida_st
 ate
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