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Page | 016 DISCLAIMER OF WARRANTIES AND LIMITATION OF LIABILITIES THIS DOCUMENT WAS PREPARED BY THE ORGANIZATION(S) NAMED BELOW AS AN ACCOUNT OF WORK SPONSORED OR COSPONSORED BY THE ELECTRIC POWER RESEARCH INSTITUTE, INC. (EPRI). NEITHER EPRI, ANY MEMBER OF EPRI, ANY COSPONSOR, THE ORGANIZATION(S) BELOW, NOR ANY PERSON ACTING ON BEHALF OF ANY OF THEM: (A) MAKES ANY WARRANTY OR REPRESENTATION WHATSOEVER, EXPRESS OR IMPLIED, (I) WITH RESPECT TO THE USE OF ANY INFORMA- TION, APPARATUS, METHOD, PROCESS, OR SIMILAR ITEM DISCLOSED IN THIS DOCUMENT, INCLUDING MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE, OR (II) THAT SUCH USE DOES NOT INFRINGE ON OR INTERFERE WITH PRIVATELY OWNED RIGHTS, INCLUDING ANY PAR- TY’S INTELLECTUAL PROPERTY, OR (III) THAT THIS DOCUMENT IS SUIT- ABLE TO ANY PARTICULAR USER’S CIRCUMSTANCE; OR (B) ASSUMES RESPONSIBILITY FOR ANY DAMAGES OR OTHER LIABILITY WHATSOEVER (INCLUDING ANY CONSEQUENTIAL DAMAGES, EVEN IF EPRI OR ANY EPRI REPRESENTATIVE HAS BEEN ADVISED OF THE POSSI- BILITY OF SUCH DAMAGES) RESULTING FROM YOUR SELECTION OR USE OF THIS DOCUMENT OR ANY INFORMATION, APPARATUS, METHOD, PROCESS, OR SIMILAR ITEM DISCLOSED IN THIS DOCUMENT. REFERENCE HEREIN TO ANY SPECIFIC COMMERCIAL PRODUCT, PRO- CESS, OR SERVICE BY ITS TRADE NAME, TRADEMARK, MANUFACTURER, OR OTHERWISE, DOES NOT NECESSARILY CONSTITUTE OR IMPLY ITS ENDORSEMENT, RECOMMENDATION, OR FAVORING BY EPRI. This report was co-authored by EPRI, TWAICE, and PNNL. • EPRI: Lakshmi Srinivasan, Eula Billaut, and Stephanie Shaw • TWAICE: Ryan Franks, Sebastian Becker, Jordi Mueller • PNNL: Matthew Paiss About EPRI Founded in 1972, EPRI is the world’s preeminent independent, non- profit energy research and development organization, with offices around the world. EPRI’s trusted experts collaborate with more than 450 companies in 45 countries, driving innovation to ensure the public has clean, safe, reliable, affordable, and equitable access to electricity across the globe. Together, we are shaping the future of energy. About TWAICE TWAICE provides predictive analytics software for companies working with batteries addressing key challenges throughout the entire lifecycle. Customers using TWAICE de-risk their battery business and outperform their peers by increasing battery performance and lifetime. Uniquely combining deep battery knowledge and artificial intelligence on a scal- able analytics platform, TWAICE is committed to increasing the lifetime, efficiency, safety, and sustainability of the products that power the economy of tomorrow. About PNNL Mission statement: We transform the world through courageous discov- ery and innovation. PNNL takes on some of the world’s toughest research challenges and biggest scientific questions in chemistry, Earth sciences, biology, and data science. We do the difficult, demanding, and exciting fundamental research to discover new knowledge and apply it to innovations in tech- nology for our energy future and national security. We are a U.S. Department of Energy national lab with Pacific Northwest roots and global reach. Whether we are unlocking the mysteries of Earth’s climate, helping modernize the U.S. electric power grid, or safe- guarding ports around the world from nuclear smuggling, we accept great challenges for one purpose: to create a world that is safer, cleaner, more prosperous, and more secure. EPRI CONTACTS LAKSHMI SRINIVASAN, Principal Team Lead 202.293.7512, lsrinivasan@epri.com STEPHANIE SHAW, Technical Executive 650.855.2353, sshaw@epri.com EULA BILLAUT, Project Engineer 650.855.1019, ebillaut@epri.com For more information, contact: EPRI Customer Assistance Center 800.313.3774 • askepri@epri.com 3002030360 May 2024 EPRI 3420 Hillview Avenue, Palo Alto, California 94304-1338 USA • 650.855.2121 • www.epri.com © 2024 Electric Power Research Institute (EPRI), Inc. All rights reserved. Electric Power Research Institute, EPRI, and TOGETHER...SHAPING THE FUTURE OF ENERGY are registered marks of the Electric Power Res1ea5r2ch56In1s6tit8ute, Inc. in the U.S. and worldwide. |