Postdoc Scholar in Geophysics focused on Rock Rheology and Machine Learning
Penn State University
- # Postdoc Scholar in Geophysics focused on Rock Rheology and Machine LearningApplylocations: Penn State University Parktime type: Full timeposted on: Posted Todayjob requisition id: REQ\_0000078024# **APPLICATION INSTRUCTIONS:*** ## CURRENT PENN STATE EMPLOYEE (faculty, staff, technical service, or student), please login to Workday to complete the internal application process. Please do not apply here, apply internally through Workday.* ## CURRENT PENN STATE STUDENT (not employed previously at the university) and seeking employment with Penn State, please login to Workday to complete the student application process. Please do not apply here, apply internally through Workday.* ## If you are NOT a current employee or student, please click “Apply” and complete the application process for external applicants. **Approval of remote and hybrid work is not guaranteed regardless of work location. For additional information on remote work at Penn State, see Notice to Out of State Applicants.**This is a term position; length of the term will be discussed during the interview process. Continuation past the term length discussed will be based on university need, performance, and/or availability of funding. **POSITION SPECIFICS**A **Postdoctoral Scholar** position is available in the **Department of Geosciences** at The Pennsylvania State University. The Postdoctoral Scholar will join a Department of Energy (DOE)-funded project focused on the development, scaling, and end-to-end testing of the Thermodynamics-Informed Physics Invertible Neural Network (TIP-INN) framework. The core objective of this research is to advance physics-informed machine learning architectures to process complex, real-world geodetic and acoustic datasets for subsurface energy applications.The Postdoctoral Scholar will work primarily with Prof. Tushar Mittal at Penn State to:1.Scale and Test the TIP-INN Architecture: Lead the transition from model development to end-to-end testing of the full TIP-INN framework. This includes adapting the architecture to handle dynamic, multi-modal observational datasets and implementing robust validation protocols.2. Operationalize Acoustic Data Workflows: Develop and deploy machine learning pipelines for high-volume acoustic data processing from the lab. This will involve isolating source characteristics from lab acoustic datasets and optimizing workflows for continuous monitoring applications.3. Develop scaling from lab to the field: Moving beyond standard laboratory rock deformation data, the postdoc would train models utilizing field-scale measurements (e.g., GPS, InSAR, borehole strainmeters) and tidal responses, and utilize seismo-acoustic data for providing information about damage and fracture network properties.The chosen candidate must have a Ph.D. in Geoscience or a closely related field by the appointment start date. **BACKGROUND CHECKS/CLEARANCES**Employment with the University will require successful completion of background check(s) in accordance with University policies. **BENEFITS**Penn State provides a competitive benefits package for full-time employees designed to support both personal and professional well-being. For more detailed information, please visit our Benefits Page. (Note: For Postdoctoral benefits, please see our Postdoctoral Benefits page.) **CAMPUS SECURITY CRIME STATISTICS**Pursuant to the Jeanne Clery Disclosure of Campus Security Policy and Campus Crime Statistics Act and the Pennsylvania Act of 1988, Penn State publishes a combined Annual Security and Annual Fire Safety Report (ASR). The ASR includes crime statistics and institutional policies concerning campus security, such as those concerning alcohol and drug use, crime prevention, the reporting of crimes, sexual assault, and other matters. The ASR is available for review here.**EEO IS THE LAW**Penn State is an equal opportunity employer and is committed to providing employment opportunities to all qualified applicants without regard to race, color, religion, age, sex, sexual orientation, gender identity, national origin, disability or protected veteran status. If you are unable to use our online application process due to an impairment or disability, please contact View phone number on click.appcast.io.Penn State is committed to and accountable for advancing equity, respect, and belonging. We embrace individual uniqueness, as well as a culture of belonging that supports equity initiatives, leverages the educational and institutional benefits of inclusion in society, and provides opportunities for engagement intended to help all members of the community thrive. We value belonging as a core strength and an essential element of the university’s teaching, research, and service mission.
- J-18808-Ljbffr Penn State University
Vacancy posted 1 day ago
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