The opening ceremony of the Olympics gave a potted British history that disturbed me because it managed to leave science out- the token appearance of Tim Berners-Lee apart. The opening ceremony of the Paralympics, redressed the balance and put science at the forefront, appropriately so given its essential contribution to medicine. The Paralympics in London brings back many memories, not least because INI has a link to its founder, Ludwig Guttmann, a refugee German Jew who single-handedly revolutionised the treatment and rehabilitation of people with spinal injuries through his work as Director of the National Spinal Injury Centre at Stoke Mandeville, near Oxford, UK. For many years John Anderson, Rodney Douglas and I worked with David Whitteridge, whose portrait hangs in the INI entrance hall. As a neurophysiologist, Whitteridge worked with Ludwig Guttmann in the 1940s and 1950s, studying spinal reflexes. He told us many anecdotes about Guttmann, e.g. his injunction: 'The first duty of a paraplegic patient is to cheer up his visitors!' Whitteridge sponsored Guttmann's election to the Royal Society in 1976 and after Guttmann died in 1980, he wrote a moving account of his extraordinary life and achievements in a Biographical Memoir of the Royal Society (http://rsbm.royalsocietypublishing.org/content/29/226). Throughout my own childhood I had direct experience of the able-ness of the 'disabled' since my father taught at a blind school and later founded a school for so-called 'cerebral palsied' children, where they too had an annual sports day. Like the Stoke Mandeville Games, which later became the Paralympics, sports for blind and brain damaged children was a very central and fulfilling part of their lives. One legacy of Guttmann's humanity and vision - the London Paralympics - currently enthralls and inspires millions worldwide. - K. Martin
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L. Guttmann, INI, and the Paralympics
Ten years after...
Ten years after INI constructed the artificial organism Ada [1] for the Swiss national exhibition of 2002, influential theoretical neuroscientist and a computer scientist Michael A. Arbib [2][3] has recently published a paper in the journal Intelligent Buildings International [4] entitled 'Brains, machines and buildings: towards a neuromorphic architecture' [5]. Ada (officially 'Ada - the intelligent space') was conceived as a novel artificial organism, a creature in the shape of a space that visitors could enter. The space could then perceive and playfully interact with her visitors via sensory organs. She could see, hear and sense touch and contact. She expressed herself through sound, light, and projections on the walls. In Arbib's paper he points out that "While there is a great deal of work well underway in the design of intelligent buildings and ambient intelligence, this work has almost entirely ignored the findings of neuroscience" and asks what might happen "if our knowledge of the structure and function of brains informs our design of perception, control and communication systems for buildings, so that these systems are based on brain operating principles rather than ad hoc computational designs". In trying to answer this question he takes a new look at INI's Ada, amongst other systems. Ada's various subsystems were inspired to different degrees by neuroscience [6], and as such Arbib suggests that Ada represents a 'seminal precursor' of future buildings constructed as perceiving, acting and adapting entities based on lessons learnt from studying real, biological brains, and "a significant stepping stone towards neuromorphic architecture." Part of his paper may be read as an introduction to neuroscience for architects and building automation engineers. If these readers take up Arbib's ideas and those expressed in INI's Ada, in the not too distant future we may find ourselves living and working in buildings that react much more intelligently to our habits and requirements. One small correction to Arbib's article - Ada was exhibited in Neuchatel (aka Neuenburg), not in Lausanne.
- A. Whatley
[1] http://ada.ini.uzh.ch/ [2] http://www.usc.edu/programs/neuroscience/faculty/profile.php?fid=16 [3] http://en.wikipedia.org/wiki/Michael_A._Arbib [4] http://www.tandfonline.com/action/aboutThisJournal?journalCode=tibi20 [5] http://www.tandfonline.com/doi/abs/10.1080/17508975.2012.702863 [6] http://ada.ini.uzh.ch/presskit/papers/ada-iros2002.pdf
Telluride impressions
In July 2012, as in every summer of the
past 17 years, the small town of Telluride, Colorado, in the heart of the Rocky
Mountains, became the center of the worldwide neuromorphic engineering
community for three weeks. The Telluride Neuromorphic Cognition Engineering
Workshop (http://www.neuromorphs.net),
which is co-organized by the University of Maryland, Johns Hopkins University
and INI, has been an incredible success story since its beginnings. It has
brought together world class researchers in neuromorphic engineering,
neuroscience, robotics, theory, sensors, chip design, cognitive science, and
many other disciplines to learn and exchange ideas in talks and tutorials. But,
most importantly the goal of the workshop is to engage both junior and senior
researchers in hands-on projects for three intensive weeks, which in the past
has very often lead to new fruitful collaborations, or has provided the
foundation for joint publications.
More than 80 researchers from all over the
world (9 from INI) attended this year's workshop. The workshop was centered
around 4 topic areas, which were selected by the organizers from a variety of
proposed projects. Each topic area had 2-3 responsible organizers and a number
of invited experts that gave tutorials and presentations related to the
project, brought necessary hardware equipment, and supported the students
during their projects.
The topic area on “Learning and
Computational Intelligence in Neuromorphic Cognitive Systems” was organized by
Giacomo Indiveri from INI and Gert Cauwenberghs from UCSD. The goal of this
group was to address the problem of implementing efficient and robust
“cognition” on neuromorphic hardware systems through learning, by combining
models from machine learning and computational neuroscience, and studying how
such models can be implemented in the different available hardware platforms
from INI, UCSD, the SpiNNaker system from the University of Manchester, and
convolution chips from the University of Sevilla. Many of the projects also
implemented models for processing neuromorphic sensory data, e.g. from the
Dynamic Vision Sensor developed in Zurich. Among the results were hierarchical
(HMAX) vision models implemented in hardware, hardware reservoir computing
models, spatio-temporal pattern detectors, applications of Dynamic Field
Theory, and new learning approaches for event-based vision.
Kwabena Boahen from Stanford and Chris
Eliasmith from the University of Waterloo organized the topic area on “Integrating
Perception, Cognition, and Action in Neuromorphic Hardware and Software”, which
was the continuation of a successful project from the previous year. Their goal
was to build cognitive devices that interact with the real-world, using the
Nengo software simulator from Waterloo to set up functional neural networks, as
well as Stanford's Neurogrid and Manchester's SpiNNaker hardware for efficient
real-world implementation. The projects developed several software models and
various robots with basic cognitive behaviors, that showed a promising
work-flow from Nengo models to hardware to an implementation that runs on real
behaving robots.
“Human attention in the machine”, possibly
the most ambitious topic area in Telluride history, was organized by Shihab Shamma
(Univ. of Maryland), Malcolm Slaney (Microsoft), and Barbara Shinn-Cunningham
(Boston Univ.). The goal was to study human auditory attention, by decoding EEG
signals in real-time to determine which of two simultaneous auditory streams a
person was paying attention to. Previously this had been done with invasive or
more expensive methods, but this was the first demonstration that such a task
can be done with EEG. The group recorded and analyzed data with an advanced EEG
system, and built an impressive live demo, in which the brain signals were used
to identify the attended speaker in combined 360° auditory-visual camera input.
The fourth topic area “Social Neuroscience
and Robotic Pet Project” was organized by Sergi Bermudez i Badia (Madeira ITI)
and Ulysses Bernadet (Vancouver) – both INI alumni. This project introduced a
new topic, social neuroscience and robotics, by building models of social
interactions and implementing them on a variety of robots, such as the humanoid
iCub robot. The projects realized emotion and gesture recognition, an EEG
interface for controlling facial expressions of the iCub, and even a flirting
robot.
In addition to the topic areas, a series of
talks on computational neuroscience was organized by Terry Sejnowski (UCSD) in
the second week, and featured presentations by Andrea Chiba, Barry Richmond,
Javier Movellan, Steve Zucker, Mark Churchland, John Allman, Tanya Sharpee, and
Mike Stryker. The topics covered diverse fields, ranging from biological
vision, memory, motor systems, or brain dynamics to neurogenomics,
microconnectomics, or computer vision. Together with presentations by the topic
area leaders and the invited faculty, and tutorials by Rajit Manohar and
Jennifer Hasler on Asynchronous circuits and Field-programmable Analog Arrays
(FPAA) respectively, Telluride provided a lot of opportunities for students and
senior researchers to learn about the current state-of-the-art in various
fields.
Telluride 2012 has clearly shown that
neuromorphic systems are becoming more cognitive. Learning is playing an
increasingly important role, and this year we have seen quite impressive
projects where neuromorphic systems have interacted with the real world in
intelligent ways. Using neuromorphic sensors like the DVS has become easier, and
the community is constantly improving its repertoire of tools for processing
event-based input data in efficient ways. This is of course also facilitated by
new hardware for implementing circuits of spiking neurons, and the associated
software tools. All the projects had a truly interdisciplinary spirit, which
has always been characteristic for Telluride, and projects like “Social
Neuroscience” and “Human Attention” have opened doors to new research fields.
In particular, this year we have seen great contributions and very fruitful
collaboration with the EEG community, which was also reflected by the “Best New
Neuromorph” award going to EEG expert Ed Lalor from Trinity College Dublin. So
the future of the field looks bright, and we expect this trend to continue, so
even more interdisciplinary projects can be expected in the coming years.
A workshop like this is of course not only
an important scientific event, but also presents a great opportunity to
showcase Neuromorphic Engineering to the general public. Importantly, the
“Neuromorphs” every year are being welcomed very warmly by the town of
Telluride, and we are trying to give back to this community. Traditionally the
Neuromorphs have always been participating in the annual 4th of July Parade,
and this year was no exception, with the “Social Robots” finishing second in
our award category, thanks to great creativity and efforts by the students.
Public lecture events by Ralph Etienne-Cummings and Shihab Shamma, as well as
open-doors days for visiting school-kids have provided great opportunities for
the public to learn about this exciting new field. In addition, videos have
been recorded throughout the workshop, and will be available soon to present
the unique Telluride workshop atmosphere to the world, and the Wiki at http://www.neuromorphs.net provides a
source of information about the workshop itself and the results of the
projects.
The Telluride Neuromorphic Cognition
Engineering Workshop is directly financially supported by grants from the
National Science Foundation and the Air Force Office of Scientific Research, as
well as the European Commission and the organizing universities.
-Michael Pfeiffer
-Michael Pfeiffer
Welcome
Living in the vibrant multi-everything community that is the Institute of Neuroinformatics (INI), I hear and overhear many conversations and animated discussions, tutorials and debates, usually in groups and usually in a mood of positive energy, delight in sharing, and much laughter. These conversations happen in many places - in the INI itself and at various conferences and workshops that INI members are involved in organising. The conversations are mostly about aspects of the science we practice, but they also reflect wider concerns that include the humanities, academia, and society. Too often I wish I could have written notes on some of these discussions and their insights, but perhaps even better would be to communicate some of the content and flavour of these interactions more publicly. Hence this INI blog - to be written by members of INI from all corners of our community - students, group leaders, technical and administrative staff, perhaps even the professors - and who knows where it will go? Let the cameras roll! Kevan Martin.
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