Postdoctoral Research Associate - HPC System Architecture and Intelligent Storage Design
Oak Ridge National Laboratory
Requisition Id 16766
Overview:
- Telemetry collection and analysis to inform system optimization, workload characterization, and predictive fault tolerance in HPC systems.
- Architectural exploration and performance modeling of high-bandwidth memory (HBM) and DDR memory systems in the context of data-intensive scientific computing.
- Redesign of storage systems to meet evolving demands in AI/ML and edge-to-HPC workflows, including support for data movement, retention policies, and user-defined storage behaviors.
- Collaborate with internal and external researchers on a variety of data and storage-related research projects for use cases in HPC, scientific AI, and scientific edge computing.
- Conduct I/O and storage performance characterization of HPC and scientific AI applications or libraries on multi-tier HPC storage systems.
- Collect, analyze, and leverage telemetry data from HPC systems to support data-driven design decisions and performance tuning.
- Explore trade-offs in DDR and HBM usage patterns, and propose architectural improvements for mixed-memory and bandwidth-intensive workloads.
- Design and evaluation of ephemeral, user-configurable, and composable data and storage systems.
- Design system-level approaches for time-sensitive or data-intensive processing of data originating at scientific edge systems using large-scale HPC/AI computational and storage systems.
- Coauthor peer-reviewed publications, technical reports, and presentations.
- Seek membership and service opportunities in professional, academic, and research organizations.
- A PhD in computer science/engineering or relevant area with an education and a research track record in HPC/AI/edge systems and storage research within past five years.
- Ability to work independently to design and deploy methods at scale.
- Familiarity with hardware-software co-design, memory hierarchies (DDR, HBM), and system-level telemetry tools.
- Experience in HPC and associated software development for applications, middleware, and/or system software.
- Flexibility to adapt to diverse R&D projects and tasks.
- Effective communicator in both verbal and written forms.
- Ability to collaborate with scientists, engineers, and sponsors.
- Interest in mentoring student internships.
- HSPD-12 PIV badge: This position requires the ability to obtain and maintain an HSPD-12 PIV badge.
Vacancy posted 3 days ago
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