Neuromorphic Computing Conference Fosters Multidisciplinary Collaboration

August 30, 2019

August 30, 2019 — Materials scientists, electrical engineers, computer scientists, and other members of the neuromorphic computing community from industry, academia, and government agencies gathered in downtown Knoxville July 23–25 to talk about what comes next in supercomputing after the end of Moore’s Law.

According to this principle, computing power has steadily increased because the number of transistors on a single computing chip doubles every year. Many computing experts anticipate that Moore’s Law may soon end, which means new methods will be necessary to continue developing leadership-class supercomputers.

Last month, speakers and attendees at ICONS discussed a variety of opportunities and challenges in the field of neuromorphic computing. Image courtesy of Jason B. Smith/ Oak Ridge National Laboratory, U.S. Dept. of Energy

These professionals traveled from across the country and around the world to discuss new research efforts, collaborate, and present work related to neuromorphic systems during the second annual International Conference on Neuromorphic Systems (ICONS), hosted by the US Department of Energy’s Oak Ridge National Laboratory (ORNL).

Summit, the world’s fastest supercomputer, resides at ORNL’s Oak Ridge Leadership Computing Facility (OLCF), a DOE Office of Science User Facility. Titan, also located at the OLCF, is currently being decommissioned to make room for Frontier, which will be ORNL’s first exascale computer.

“Titan was yesterday’s supercomputer, Summit is today’s, Frontier is tomorrow’s, but what comes after that? How are we going to keep making computers faster or more efficient?” said Katie Schuman, a computational scientist at ORNL and a member of the ICONS organizing committee.

One answer could be neuromorphic computing, a field inspired by neural networks in the brain. Hardware in neuromorphic computers is made up of electronic neurons and synapses that mimic the behavior of their biological namesakes. These artificial neural networks allow neuromorphic computers to analyze data and solve problems faster via machine learning and deep learning while using less power than conventional machines.

“Neuromorphic computing is all about fitting neural networks into hardware,” Schuman said. “ICONS brings people together to accelerate progress in this field.”

Speakers presented on topics ranging from computing architectures and algorithm optimization to software development and spiking neural networks. For example, Mike Davies, director of Intel’s Neuromorphic Computing Lab, explained how new neuromorphic processors are designed to adapt to and learn from stimuli while maximizing energy efficiency to potentially enable novel artificial intelligence applications.

Keynote speaker Gregory Cohen, an associate professor in neuromorphic systems at the International Centre for Neuromorphic Systems at Western Sydney University and program lead for neuromorphic algorithms and space applications, provided several real-world examples to demonstrate the possibilities of neuromorphic computing.

He explained how a robotic version of foosball, the table-top soccer game, uses a neuromorphic algorithm to respond in real time to the fast and unpredictable decision-making of a human opponent. In demonstrations, the automated players repeatedly moved to the right place at the right time to defend attacks from the other team.

Cohen also described how his team uses neuromorphic systems to conduct cost-effective space situational awareness, which involves sensing and tracking objects in Earth’s orbit. Although people rely on satellites for everyday activities ranging from television viewing to navigation, there have not been many efforts to study or regulate satellites. He noted that regulations could help mitigate future damage from high-speed satellite debris in an increasingly crowded atmosphere.

Using specialized cameras and telescopes with neuromorphic sensing capabilities, Cohen and his team developed the Astrosite, the first mobile space situational awareness module with the capability to quickly and accurately collect event-based data to successfully image stars, planets, and satellites. Although stable platforms are usually needed to observe such phenomena, Cohen said motion improved visibility in this case. The team built the mobile observatory with a sliding roof to accommodate a telescope with a refined motor system.

“We might actually be able to do far more characterization based on this,” he said. “You move, and you see it [a satellite] move through the field of view. Tracking a single object is surprisingly easy.”

With even more advanced equipment, Cohen hopes to eventually track exoplanets and other objects outside the solar system.

“There are exciting applications in astronomy that mimic the ones in space situational awareness,” he said.

Finally, Cohen described a “biological roadmap for sensor development” to consider how technology can mimic organisms on a scale from simple sponge larvae, which respond to light but lack complexity, to honey bees, which work together to complete complicated tasks, to mantis shrimp, which have some of the most unusual eyes in the animal kingdom.

UT-Battelle LLC manages Oak Ridge National Laboratory for DOE’s Office of Science, the single largest supporter of basic research in the physical sciences in the United States. DOE’s Office of Science is working to address some of the most pressing challenges of our time. For more information, visit https://energy.gov/science.


Source: Elizabeth Rosenthal, Oak Ridge National Laboratory

Subscribe to HPCwire's Weekly Update!

Be the most informed person in the room! Stay ahead of the tech trends with industy updates delivered to you every week!

SIA Recognizes Robert Dennard with 2019 Noyce Award

November 12, 2019

If you don’t know what Dennard Scaling is, the chances are strong you don’t labor in electronics. Robert Dennard, longtime IBM researcher, inventor of the DRAM and the fellow for whom Dennard Scaling was named, is th Read more…

By John Russell

Leveraging Exaflops Performance to Remediate Nuclear Waste

November 12, 2019

Nuclear waste storage sites are a subject of intense controversy and debate; nobody wants the radioactive remnants in their backyard. Now, a collaboration between Berkeley Lab, Pacific Northwest National University (PNNL Read more…

By Oliver Peckham

Using HPC and Machine Learning to Predict Traffic Congestion

November 12, 2019

Traffic congestion is a never-ending logic puzzle, dictated by commute patterns, but also by more stochastic accidents and similar disruptions. Traffic engineers struggle to model the traffic flow that occurs after accid Read more…

By Oliver Peckham

Mira Supercomputer Enables Cancer Research Breakthrough

November 11, 2019

Dynamic partial-wave spectroscopic (PWS) microscopy allows researchers to observe intracellular structures as small as 20 nanometers – smaller than those visible by optical microscopes – in three dimensions at a mill Read more…

By Staff report

IBM Adds Support for Ion Trap Quantum Technology to Qiskit

November 11, 2019

After years of percolating in the shadow of quantum computing research based on superconducting semiconductors – think IBM, Rigetti, Google, and D-Wave (quantum annealing) – ion trap technology is edging into the QC Read more…

By John Russell

AWS Solution Channel

Making High Performance Computing Affordable and Accessible for Small and Medium Businesses with HPC on AWS

High performance computing (HPC) brings a powerful set of tools to a broad range of industries, helping to drive innovation and boost revenue in finance, genomics, oil and gas extraction, and other fields. Read more…

IBM Accelerated Insights

Tackling HPC’s Memory and I/O Bottlenecks with On-Node, Non-Volatile RAM

November 8, 2019

On-node, non-volatile memory (NVRAM) is a game-changing technology that can remove many I/O and memory bottlenecks and provide a key enabler for exascale. That’s the conclusion drawn by the scientists and researcher Read more…

By Jan Rowell

IBM Adds Support for Ion Trap Quantum Technology to Qiskit

November 11, 2019

After years of percolating in the shadow of quantum computing research based on superconducting semiconductors – think IBM, Rigetti, Google, and D-Wave (quant Read more…

By John Russell

Tackling HPC’s Memory and I/O Bottlenecks with On-Node, Non-Volatile RAM

November 8, 2019

On-node, non-volatile memory (NVRAM) is a game-changing technology that can remove many I/O and memory bottlenecks and provide a key enabler for exascale. Th Read more…

By Jan Rowell

MLPerf Releases First Inference Benchmark Results; Nvidia Touts its Showing

November 6, 2019

MLPerf.org, the young AI-benchmarking consortium, today issued the first round of results for its inference test suite. Among organizations with submissions wer Read more…

By John Russell

Azure Cloud First with AMD Epyc Rome Processors

November 6, 2019

At Ignite 2019 this week, Microsoft's Azure cloud team and AMD announced an expansion of their partnership that began in 2017 when Azure debuted Epyc-backed ins Read more…

By Tiffany Trader

Nvidia Launches Credit Card-Sized 21 TOPS Jetson System for Edge Devices

November 6, 2019

Nvidia has launched a new addition to its Jetson product line: a credit card-sized (70x45mm) form factor delivering up to 21 trillion operations/second (TOPS) o Read more…

By Doug Black

In Memoriam: Steve Tuecke, Globus Co-founder

November 4, 2019

HPCwire is deeply saddened to report that Steve Tuecke, longtime scientist at Argonne National Lab and University of Chicago, has passed away at age 52. Tuecke Read more…

By Tiffany Trader

Spending Spree: Hyperscalers Bought $57B of IT in 2018, $10B+ by Google – But Is Cloud on Horizon?

October 31, 2019

Hyperscalers are the masters of the IT universe, gravitational centers of increasing pull in the emerging age of data-driven compute and AI.  In the high-stake Read more…

By Doug Black

Cray Debuts ClusterStor E1000 Finishing Remake of Portfolio for ‘Exascale Era’

October 30, 2019

Cray, now owned by HPE, today introduced the ClusterStor E1000 storage platform, which leverages Cray software and mixes hard disk drives (HDD) and flash memory Read more…

By John Russell

Supercomputer-Powered AI Tackles a Key Fusion Energy Challenge

August 7, 2019

Fusion energy is the Holy Grail of the energy world: low-radioactivity, low-waste, zero-carbon, high-output nuclear power that can run on hydrogen or lithium. T Read more…

By Oliver Peckham

Using AI to Solve One of the Most Prevailing Problems in CFD

October 17, 2019

How can artificial intelligence (AI) and high-performance computing (HPC) solve mesh generation, one of the most commonly referenced problems in computational engineering? A new study has set out to answer this question and create an industry-first AI-mesh application... Read more…

By James Sharpe

Cray Wins NNSA-Livermore ‘El Capitan’ Exascale Contract

August 13, 2019

Cray has won the bid to build the first exascale supercomputer for the National Nuclear Security Administration (NNSA) and Lawrence Livermore National Laborator Read more…

By Tiffany Trader

DARPA Looks to Propel Parallelism

September 4, 2019

As Moore’s law runs out of steam, new programming approaches are being pursued with the goal of greater hardware performance with less coding. The Defense Advanced Projects Research Agency is launching a new programming effort aimed at leveraging the benefits of massive distributed parallelism with less sweat. Read more…

By George Leopold

AMD Launches Epyc Rome, First 7nm CPU

August 8, 2019

From a gala event at the Palace of Fine Arts in San Francisco yesterday (Aug. 7), AMD launched its second-generation Epyc Rome x86 chips, based on its 7nm proce Read more…

By Tiffany Trader

D-Wave’s Path to 5000 Qubits; Google’s Quantum Supremacy Claim

September 24, 2019

On the heels of IBM’s quantum news last week come two more quantum items. D-Wave Systems today announced the name of its forthcoming 5000-qubit system, Advantage (yes the name choice isn’t serendipity), at its user conference being held this week in Newport, RI. Read more…

By John Russell

Ayar Labs to Demo Photonics Chiplet in FPGA Package at Hot Chips

August 19, 2019

Silicon startup Ayar Labs continues to gain momentum with its DARPA-backed optical chiplet technology that puts advanced electronics and optics on the same chip Read more…

By Tiffany Trader

Crystal Ball Gazing: IBM’s Vision for the Future of Computing

October 14, 2019

Dario Gil, IBM’s relatively new director of research, painted a intriguing portrait of the future of computing along with a rough idea of how IBM thinks we’ Read more…

By John Russell

Leading Solution Providers

ISC 2019 Virtual Booth Video Tour

CRAY
CRAY
DDN
DDN
DELL EMC
DELL EMC
GOOGLE
GOOGLE
ONE STOP SYSTEMS
ONE STOP SYSTEMS
PANASAS
PANASAS
VERNE GLOBAL
VERNE GLOBAL

Intel Confirms Retreat on Omni-Path

August 1, 2019

Intel Corp.’s plans to make a big splash in the network fabric market for linking HPC and other workloads has apparently belly-flopped. The chipmaker confirmed to us the outlines of an earlier report by the website CRN that it has jettisoned plans for a second-generation version of its Omni-Path interconnect... Read more…

By Staff report

Kubernetes, Containers and HPC

September 19, 2019

Software containers and Kubernetes are important tools for building, deploying, running and managing modern enterprise applications at scale and delivering enterprise software faster and more reliably to the end user — while using resources more efficiently and reducing costs. Read more…

By Daniel Gruber, Burak Yenier and Wolfgang Gentzsch, UberCloud

Dell Ramps Up HPC Testing of AMD Rome Processors

October 21, 2019

Dell Technologies is wading deeper into the AMD-based systems market with a growing evaluation program for the latest Epyc (Rome) microprocessors from AMD. In a Read more…

By John Russell

Intel Debuts Pohoiki Beach, Its 8M Neuron Neuromorphic Development System

July 17, 2019

Neuromorphic computing has received less fanfare of late than quantum computing whose mystery has captured public attention and which seems to have generated mo Read more…

By John Russell

Rise of NIH’s Biowulf Mirrors the Rise of Computational Biology

July 29, 2019

The story of NIH’s supercomputer Biowulf is fascinating, important, and in many ways representative of the transformation of life sciences and biomedical res Read more…

By John Russell

Xilinx vs. Intel: FPGA Market Leaders Launch Server Accelerator Cards

August 6, 2019

The two FPGA market leaders, Intel and Xilinx, both announced new accelerator cards this week designed to handle specialized, compute-intensive workloads and un Read more…

By Doug Black

When Dense Matrix Representations Beat Sparse

September 9, 2019

In our world filled with unintended consequences, it turns out that saving memory space to help deal with GPU limitations, knowing it introduces performance pen Read more…

By James Reinders

With the Help of HPC, Astronomers Prepare to Deflect a Real Asteroid

September 26, 2019

For years, NASA has been running simulations of asteroid impacts to understand the risks (and likelihoods) of asteroids colliding with Earth. Now, NASA and the European Space Agency (ESA) are preparing for the next, crucial step in planetary defense against asteroid impacts: physically deflecting a real asteroid. Read more…

By Oliver Peckham

  • arrow
  • Click Here for More Headlines
  • arrow
Do NOT follow this link or you will be banned from the site!
Share This