Mallikarjun Shankar
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View article: RingX: Scalable Parallel Attention for Long-Context Learning on HPC
RingX: Scalable Parallel Attention for Long-Context Learning on HPC Open
View article: AI Agents for Enabling Autonomous Experiments at ORNL's HPC and Manufacturing User Facilities
AI Agents for Enabling Autonomous Experiments at ORNL's HPC and Manufacturing User Facilities Open
View article: Secure API-Driven Research Automation to Accelerate Scientific Discovery
Secure API-Driven Research Automation to Accelerate Scientific Discovery Open
The Secure Scientific Service Mesh (S3M) provides API-driven infrastructure to accelerate scientific discovery through automated research workflows. By integrating near real-time streaming capabilities, intelligent workflow orchestration, …
View article: Enabling Seamless Transitions from Experimental to Production HPC for Interactive Workflows
Enabling Seamless Transitions from Experimental to Production HPC for Interactive Workflows Open
The evolving landscape of scientific computing requires seamless transitions from experimental to production HPC environments for interactive workflows. This paper presents a structured transition pathway developed at OLCF that bridges the…
View article: Synthesis and Assessment of Porcelain Ceramic Slurry with Silica Gel for Prolonged Printability
Synthesis and Assessment of Porcelain Ceramic Slurry with Silica Gel for Prolonged Printability Open
3D printing of ceramics grabbed its attention recently because of its ease of shaping. The extrusion-based 3D printing technique is widely used for ceramics as it involves paste formulation. However, the slurry is often formulated and mixe…
View article: Mixed-precision numerics in scientific applications: survey and perspectives
Mixed-precision numerics in scientific applications: survey and perspectives Open
The explosive demand for artificial intelligence (AI) workloads has led to a significant increase in silicon area dedicated to lower-precision computations on recent high-performance computing hardware designs. However, mixed-precision cap…
View article: OLCF’s Advanced Computing Ecosystem (ACE): FY24 Efforts for the DOE Integrated Research Infrastructure (IRI) Program
OLCF’s Advanced Computing Ecosystem (ACE): FY24 Efforts for the DOE Integrated Research Infrastructure (IRI) Program Open
This report highlights significant strides made by Oak Ridge National Laboratory’s Oak Ridge Leadership Computing Facility (OLCF) in advancing computational research and infrastructure. Through the Advanced Computing Ecosystem (ACE) strate…
View article: Low-Overhead Iterative Channel Parameter Estimation for Multi-User OAM Wireless Backhaul
Low-Overhead Iterative Channel Parameter Estimation for Multi-User OAM Wireless Backhaul Open
This paper considers the issue of acquiring channel state information (CSI) for multi-user orbital angular momentum (MU-OAM) wireless backhaul between the macro base station (MBS) and small base stations (SBSs) within broadcasting networks…
View article: Oak Ridge National Laboratory's Strategic Research and Development Insights for Digital Twins
Oak Ridge National Laboratory's Strategic Research and Development Insights for Digital Twins Open
Oak Ridge National Laboratory (ORNL) is pleased to provide our response to the NITRD RFI on Digital Twins Research and Development. Digital twins are virtual representations of physical systems, leveraging real-time data to simulate and pr…
View article: Scalable Artificial Intelligence for Science: Perspectives, Methods and Exemplars
Scalable Artificial Intelligence for Science: Perspectives, Methods and Exemplars Open
In a post-ChatGPT world, this paper explores the potential of leveraging scalable artificial intelligence for scientific discovery. We propose that scaling up artificial intelligence on high-performance computing platforms is essential to …
View article: Dynamic Indoor mmWave MIMO Radar Simulation: An Image Rendering-Based Approach
Dynamic Indoor mmWave MIMO Radar Simulation: An Image Rendering-Based Approach Open
View article: US Department of Energy, Office of Science, High-Performance Computing Facility: 2023 Operational Assessment Oak Ridge Leadership Computing Facility
US Department of Energy, Office of Science, High-Performance Computing Facility: 2023 Operational Assessment Oak Ridge Leadership Computing Facility Open
The Oak Ridge Leadership Computing Facility (OLCF) was established to accelerate scientific discovery by providing world-leading computational performance and advanced data infrastructure. As a US Department of Energy (DOE) Office of Scien…
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Index Open
View article: Epilogue
Epilogue Open
View article: Zero coordinate shift: Whetted automatic differentiation for physics-informed operator learning
Zero coordinate shift: Whetted automatic differentiation for physics-informed operator learning Open
Automatic differentiation (AD) is a critical step in physics-informed machine learning, required for computing the high-order derivatives of network output w.r.t. coordinates of collocation points. In this paper, we present a novel and lig…
View article: Federated IRI Science Testbed (FIRST): A Concept Note
Federated IRI Science Testbed (FIRST): A Concept Note Open
The Department of Energy’s (DOE’s) vision for an Integrated Research Infrastructure (IRI) is to empower researchers to smoothly and securely meld the DOE’s world-class user facilities and research infrastructure in novel ways in order to r…
View article: FORGE: Pre-Training Open Foundation Models for Science
FORGE: Pre-Training Open Foundation Models for Science Open
Large language models (LLMs) are poised to revolutionize the way we conduct scientific research. However, both model complexity and pre-training cost are impeding effective adoption for the wider science community. Identifying suitable sci…
View article: Zero Coordinate Shift: Whetted Automatic Differentiation for Physics-informed Operator Learning
Zero Coordinate Shift: Whetted Automatic Differentiation for Physics-informed Operator Learning Open
Automatic differentiation (AD) is a critical step in physics-informed machine learning, required for computing the high-order derivatives of network output w.r.t. coordinates of collocation points. In this paper, we present a novel and lig…
View article: DeepSpeed4Science Initiative: Enabling Large-Scale Scientific Discovery through Sophisticated AI System Technologies
DeepSpeed4Science Initiative: Enabling Large-Scale Scientific Discovery through Sophisticated AI System Technologies Open
In the upcoming decade, deep learning may revolutionize the natural sciences, enhancing our capacity to model and predict natural occurrences. This could herald a new era of scientific exploration, bringing significant advancements across …
View article: Vortex Wavefront FMCW ISAC Model: A Blender-Based Evaluation
Vortex Wavefront FMCW ISAC Model: A Blender-Based Evaluation Open
Integrated sensing and Communication (ISAC) systems are key enablers for 6G networks, offering promising applications in indoor scenarios, such as high-accuracy localization, tracking, imaging, augmented senses, and gesture recognition. In…
View article: Multi-IRS-Aided Doppler-Tolerant Wideband DFRC System
Multi-IRS-Aided Doppler-Tolerant Wideband DFRC System Open
Intelligent reflecting surface (IRS) is recognized as an enabler of future dual-function radar-communications (DFRC) by improving spectral efficiency, coverage, parameter estimation, and interference suppression. Prior studies on IRS-aided…
View article: A Blender-based channel simulator for FMCW Radar
A Blender-based channel simulator for FMCW Radar Open
Radar simulation is a promising way to provide data-cube with effectiveness and accuracy for AI-based approaches to radar applications. This paper develops a channel simulator to generate frequency-modulated continuous-wave (FMCW) waveform…
View article: Integrated Research Infrastructure Architecture Blueprint Activity (Final Report 2023)
Integrated Research Infrastructure Architecture Blueprint Activity (Final Report 2023) Open
The complexity of scientific pursuits is increasing rapidly with aspects that require dynamic integration of experiment, observation, theory, modeling, simulation, visualization, machine learning (ML), artificial intelligence (AI), and ana…
View article: Next-Generation IoT Networks: Integrated Sensing Communication and Computation
Next-Generation IoT Networks: Integrated Sensing Communication and Computation Open
To enable the exponential expansion of Internet of Things (IoT) applications, IoT devices must gather and transmit massive amounts of data to the server for further processing. By employing the same signals for both radar sensing and data …
View article: RIS-Aided Wideband Holographic DFRC
RIS-Aided Wideband Holographic DFRC Open
To enable non-line-of-sight (NLoS) sensing and communications, dual-function radar-communications (DFRC) systems have recently proposed employing reconfigurable intelligent surface (RIS) as a reflector in wireless media. However, in the de…
View article: Energy-Efficient Service-Aware Multi-Connectivity Scheduler for Uplink Multi-Layer Non-Terrestrial Networks
Energy-Efficient Service-Aware Multi-Connectivity Scheduler for Uplink Multi-Layer Non-Terrestrial Networks Open
This paper introduces the concept of energy efficiency (EE) in the uplink with the capability of multi-connectivity (MC) in a multi-orbit non-terrestrial network (NTN), where user terminals (UTs) can be simultaneously served by more than o…
View article: Aero structural and Electromagnetic Design Optimisation of Maritime Patrol Aircraft Radome Using Direct Search Algorithms
Aero structural and Electromagnetic Design Optimisation of Maritime Patrol Aircraft Radome Using Direct Search Algorithms Open
Airborne surveillance systems such as Maritime Patrol Aircraft are deployed by armed forces to collect surveillance information on airborne and sea surface enemy targets. Airborne Electronically Scanned Array Radar is an electromagnetic se…
View article: High Performance Computing Facility Operational Assessment 2022: Oak Ridge Leadership Computing Facility
High Performance Computing Facility Operational Assessment 2022: Oak Ridge Leadership Computing Facility Open
The Oak Ridge Leadership Computing Facility (OLCF) was established to accelerate scientific discovery by providing world-leading computational performance and advanced data infrastructure. As a US Department of Energy (DOE) Office of Scien…
View article: Tokenized Data for FORGE Foundation Models
Tokenized Data for FORGE Foundation Models Open
This dataset comprises a vast corpus of 257 billion tokens, accompanied by the corresponding vocabulary file employed in the pre-training of FORGE foundation models. The primary data source for this corpus is scientific documents derived f…
View article: Joint Waveform and Receive Filter Design for Pulse Compression in Weather Radar Systems
Joint Waveform and Receive Filter Design for Pulse Compression in Weather Radar Systems Open
The meteorological industry is currently exploring Solid State Weather Radar (SSWR) systems, a new technology that emits minimal transmission power, to minimize harm to the environment and reduce system cost. However, accurately estimating…