Summary
Los Alamos National Laboratory (LANL) is seeking an exceptional postdoctoral researcher to join a multidisciplinary team focused on advancing work at the intersection of machine learning, scientific computing, uncertainty quantification, and physics-based modeling of energy systems. This role involves developing cutting-edge AI/ML capabilities for integrating heterogeneous models and simulations across various engineered systems (electric power, natural gas, communication networks) to address complex, real-world infrastructure challenges.
Designation
Postdoctoral Research Associate
Research Area
- Machine Learning
- Scientific Computing
- Uncertainty Quantification
- Physics-based Modeling of Energy Systems
- Data-model Fusion
- Modeling Dynamic Equations using AI/ML Methods
- Surrogate Modeling
- Probabilistic Prediction
- Data Assimilation
Location
Los Alamos, NM, USA (Onsite)
Eligibility/Qualification
Minimum Job Requirements:
- Demonstrated experience in machine learning, data-driven modeling, scientific computing, or statistical methods for complex systems, evidenced by a strong publication record in peer-reviewed journals.
- Deep understanding of one or more areas: surrogate modeling, emulation, data assimilation, uncertainty quantification, probabilistic prediction, or multi-modal data integration.
- Proficient programming skills with hands-on experience using modern ML frameworks (e.g., PyTorch and/or JAX) and Python, scientific stack (NumPy/SciPy).
- Demonstrated creativity and interest in developing new research directions rather than only implementing existing methods.
- Ability to obtain a DOE Q and SCI security clearances, which generally requires U.S. citizenship.
Education/Experience:
- A Ph.D. in electrical engineering, computer science, physics, or a related field within the past 5 years is required.
Desired Qualifications:
- Experience with critical infrastructure modeling tools (PowerWorld, Pandapower, MATPOWER, PowerModels, GasModels, ns-3).
- Collaborative software development experience (git/version control).
- Experience with modeling dynamic equations using AI/ML methods.
Job Description
The selected Postdoctoral Research Associate will join the Computational Intelligence & Modeling Group (A-1) at LANL. Core activities will include:
- Developing cutting-edge AI/ML capabilities for integrating heterogeneous models, physics-based simulations, and analysis across a variety of engineered systems (electric power, natural gas, and communication networks).
- Collaborating across disciplines with domain scientists on complex, real-world infrastructure challenges.
- Innovating methodologies in data-model fusion, modeling dynamic equations using AI/ML methods, surrogate modeling, probabilistic prediction, uncertainty quantification, and data assimilation to advance mission-critical research.
- AI/ML model development and empirical validation.
- Running physics-based simulations.
- Collaborating with domain scientists on mission-relevant problems involving predictability, risk, attribution, and multi-scale system processes.
The A-1 group focuses on applying trusted, cutting-edge modeling, simulation, and data-driven intelligence capabilities to enable rapid, evidence-based decision-making for critical national and global security challenges.
How to Apply
To apply, please use the provided application link. Include the following documents:
- A letter describing your research interests.
- A comprehensive Curriculum Vitae (CV).
- A code sample.
- Three (3) references.
For further questions, you may contact Anup Pandey at anup@lanl.gov.
Instructions on How to Activate/Create a LANL Jobs Account:
If you have ever had an employee Z number, been a contractor, or received Los Alamos Lab insurance coverage:
- Select the Click Here button (on the application page) if you have been employed with the Lab or received insurance coverage.
- Enter only your first and last name and current email address (an email with your validation code will be sent to you) to activate the account currently in our system.
- Enter your validation code as described in the email you receive and complete the 3-page registration form. Your account is now active, and you can apply for jobs or save to your basket. Important: Enter the validation code within 15 days to activate your account or your account will be deactivated.
If you have never been employed with the Lab or received insurance coverage:
- Select the Register button (on the application page) to Create an Account.
- From here, you will establish an account with a username and password.
To Complete the Application Process:
- Login to Your Account.
- Click the Vacancy Name number (in blue) to view any job’s details.
- Click Apply or Add to Basket to apply later. Tip: To apply for a job or save your basket, you must have a LANL jobs account.
If you experience any technical issues, please email applyhelp@lanl.gov for assistance.
Last Date for Apply
Until position filled
Apply Link
