An NSF IUCRC center focusing on Materials Data Science for Reliability & Degradation. With sites at Case Western Reserve University & University of Pittsburgh.
Cleveland Ohio
Joined May 2019
- Tweets223
- Following134
- Followers87
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MDS-Rely retweeted
Our new paper entitled "Spatio-Temporal Denoising Graph Autoencoders with Data Augmentation for Photovoltaic Data Imputation". Using spatial & temporal coherence to address missingness.
doi.org/10.1145/3588730
@yinghuiwu4 @YangxinF RaymondWieser
@XuanjiYu6 @bruckman_laura
ALT The integration of the global Photovoltaic (PV) market with real time data-loggers has enabled large scale PV data analytical pipelines for power forecasting and reliability assessment of PV fleets. Nevertheless, the performance of PV data analysis depends on the quality of PV timeseries data. We propose a novel SpatioTemporal Denoising Graph Autoencoder (STD-GAE) framework to impute missing PV Power Data. STD-GAE exploits temporal correlation, spatial coherence, and value dependencies from domain knowledge to recover missing data. It is empowered by two modules. (1) To cope with sparse yet various scenarios of missing data, STD-GAE incorporates a domain-knowledge aware data augmentation module to create plausible variations of missing data patterns. This generalizes STD-GAE to robust imputation over different seasons and environment. (2) STD-GAE nontrivially integrates spatiotemporal graph convolution layers and denoising autoencoder to improve the accuracy of imputation accuracy at P
MDS-Rely retweeted
Earlier in May, we had the privilege of welcoming Dr. Harriet Kung, deputy director for science programs at @ENERGY's Office of Science.
Kung spoke with @ThinkEnergyCWRU students and spent time with the Breakthrough Electrolytes for Energy Storage (BEES) Center team.
MDS-Rely retweeted
Christine Duval of @CaseEngineer has a knack for attracting prestigious research grants. The latest, $550K from @NSF , will help her lab @CWRU_ChBE explore new ways of mining rare earth elements (stuff we need!) casealumni.org/uncategorized… @CWRU_ChBE @JishnuSenGupta
MDS-Rely retweeted
A regional collaboration led by @cwru won a $1 million grant from the @NSF to plan economic, environmental and manufacturing growth across the region, supporting efforts to develop a robust and dynamic ecosystem for sustainable manufacturing. fal.cn/3yaqf
MDS-Rely retweeted
This was a fantastic Spring Meeting! It is great being Director of this awesome @MdsRely Center with Paul Leu as Co-Director. Thank you everyone especially our industry partners and our wonderful students.
Thank you everyone for a great Spring Meeting! Hosted on the University of Pittsburgh’s campus, our meeting consisted of over 60 attendees representing 20 companies/government labs.
Read more here: mds-rely.org/2023-spring-mee…
#research #materialscience
MDS-Rely retweeted
Robert Gao, chair of the @CWRU_MAE, has received the 2023 ASME Milton C. Shaw Manufacturing Research Medal, recognizing his significant fundamental contributions to the science and technology of manufacturing processes.
MDS-Rely retweeted
Excited to let people know.
DOE-NNSA just awarded @CWRU a Center of Excellence on Materials Data Science for Stockpile Stewardship.
Collaborators are @Livermore_Lab @LosAlamosNatLab @SandiaLabs @KCNSC .
With @bruckman_laura and @yinghuiwu4 as co-directors, & @kris_o_davis UCF.
ALT Materials Data Science for Stockpile Stewardship , Center of Excellence.
MDS-Rely retweeted
Aiming to expand the research enterprise @cwru , the university is fundraising for a $300 million science-engineering research center. It would rise on the site of Yost Hall, creating a new flagship for @caseengineer
casealumni.org/stories/campu…
MDS-Rely retweeted
I am very excited to be attending the UN Environmental Effects Assessment Panel this year in Sweden. We are working on finalizing our 2022 quadrennial report. @UNEPozone
MDS-Rely retweeted
First GM and first group picture ✔️ with rotating 1st PhD students and undergraduate researchers. DP = 8 in this frame! @CWRUchemistry
MDS-Rely retweeted
Based on Electroninks metal-complex chemistries, these materials are often referred to as “particle-free” inks due to their translucent nature. Being particle-free is a paradigm shift in technology. Read more: @MdsRely
l.linklyhq.com/l/1TMRr
MDS-Rely retweeted
An update on this Tweet: I have been promoted to "Wilbert J. Austin Professor of Engineering". My promotion to Professor was humbling. Considering this endowment's legacy and former holders, this new honor is exceptionally humbling. Thank you, @cwru, @CaseEngineer, & @CWRU_MAE! – at Cleveland, OH
I am happy to share that I have been promoted to Full Professor with tenure at @CaseEngineer @cwru, effective July 1! I am grateful for my wife (@burcuegurkan), family, lab members, students, friends, mentors, staff, collaborators, and colleagues who have supported me. 1/6
MDS-Rely retweeted
Our faculty @ChangyongCao and @UAGurkan will be receiving awards at the inaugural @cwru Innovation Week ceremony. Congratulations Chase and Umut! thedaily.case.edu/top-facult…
MDS-Rely retweeted
A bit belated, but here's to making it "Twitter official" that I've started as an assistant professor in Civil and Environmental Engineering at @cwru! Excited to grow my lab and grateful to my amazing mentors as I begin this next journey. @CaseEngineer
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Today is a big day in the history of electricity & electrification!
Two nationally incredible and one personally thrilling things happened #thisdayinhistory
🧵
MDS-Rely retweeted
Case labs and professors will play key roles as the @NSF seeks to add new technologies to the nation's factories. casealumni.org/stories/campu… @CaseEngineer @Materials_CWRU @GCPartnership
MDS-Rely retweeted
Today at convocation, Roger Quinn will be honored as a @cwru Distinguished University Professor for his groundbreaking and innovative research—and his continued commitment to students. thedaily.case.edu/biorobotic…
MDS-Rely retweeted
Big congratulations to our own Prof Roger Quinn for being named Distinguished University Professor! A very well deserved honor!
Live from convocation: Dean Balakrishnan and Distinguished University Professor recipient, Roger Quinn! #CWRU
MDS-Rely retweeted
Congratulations to Alp Sehirlioglu of @ECGCWRU, who was recently named editor of the Journal of @ACerSNews. bit.ly/3efJbRl #CWRU
