IEEE Spectrum January, 2017 - 10
Motion-planning software has been a huge
limiter to the adoption of robotics. Real-time
motion planning would let robots operate in
dynamic, unstructured environments
tion. If there's a collision, the chip removes
that edge from the PRM. Once the chip
has run through all of the pixels in the
image, what's left is a PRM consisting only
of collision-free paths. The robot then just
picks the shortest one.
The speedup is substantial. No matter
how many edges you start with, the FPGA
will take just 50 nanoseconds per pixel to
determine all the potential collisions. In
one particularly complex example, the
FPGA took a little over 0.6 millisecond
to come up with a plan, and a softwarebased planner running on a quad-core
Intel Xeon processor clocked at 3.5 gigahertz took 2,738 ms-nearly 3 seconds.
Dinesh Manocha, a professor at
the University of North Carolina at
Chapel Hill who has been working on
real-time motion planning with GPUs,
agrees that FPGAs have the potential
to be much more efficient at motionplanning tasks. "Currently, industrial
robots do not use motion planners,"
Manocha explains. "As robots are
increasingly used in new, uncertain
environments, the role of motion planning will increase. I feel that this work
is very exciting and provides a very
practical solution."
The researchers at Duke, including
professors George Konidaris and Daniel
J. Sorin with grad students Sean Murray,
William Floyd-Jones, and Ying Qi, are
now exploring ways of applying similar
techniques to the next bottleneck: finding the shortest path through the PRM.
A startup called Realtime Robotics will be commercializing the Duke
technology. That will involve moving
from FPGAs to application-specific
integrated circuits (ASICs) that contain much larger PRMs (100,000 edges
or more), allowing robots to handle a
variety of different environments.
"We've been talking with many companies in the robotics space," Sorin
says. "There's great interest in this.
Motion-planning software has been a
huge limiter to the adoption of robotics, and if you can do real-time motion
planning, suddenly robots can now
operate in dynamic, unstructured environments. That's what we're hoping to
enable." -eva n ack er m a n
ROBOTIC END - EFFECTORS
Measure all six components of
force and torque in a compact,
rugged sensor.
Interface Structure-high-strength
alloy provides IP60, IP65, and IP68
environmental protection as needed
Low-noise Electronics-interfaces for
Ethernet, PCI, USB, EtherNet/IP, PROFINET,
CAN, EtherCAT, Wireless, and more
Sensing Beams and Flexures-designed
for high stiffness and overload protection
The F/T Sensor outperforms traditional load cells, instantly providing
all loading data in every axis. Engineered for high overload protection
and low noise, it's the ultimate force/torque sensor. Only from ATI.
www.ati-ia.com/ift
919.772.0115
10
|
jAN 2017
|
NORTh AMERICAN
|
SPECTRUM.IEEE.ORG
http://www.ati-ia.com/ift
http://SPECTRUM.IEEE.ORG
Table of Contents for the Digital Edition of IEEE Spectrum January, 2017
IEEE Spectrum January, 2017 - Cover1
IEEE Spectrum January, 2017 - Cover2
IEEE Spectrum January, 2017 - 1
IEEE Spectrum January, 2017 - 2
IEEE Spectrum January, 2017 - 3
IEEE Spectrum January, 2017 - 4
IEEE Spectrum January, 2017 - 5
IEEE Spectrum January, 2017 - 6
IEEE Spectrum January, 2017 - 7
IEEE Spectrum January, 2017 - 8
IEEE Spectrum January, 2017 - 9
IEEE Spectrum January, 2017 - 10
IEEE Spectrum January, 2017 - 11
IEEE Spectrum January, 2017 - 12
IEEE Spectrum January, 2017 - 13
IEEE Spectrum January, 2017 - 14
IEEE Spectrum January, 2017 - 15
IEEE Spectrum January, 2017 - 16
IEEE Spectrum January, 2017 - 17
IEEE Spectrum January, 2017 - 18
IEEE Spectrum January, 2017 - 19
IEEE Spectrum January, 2017 - 20
IEEE Spectrum January, 2017 - 21
IEEE Spectrum January, 2017 - 22
IEEE Spectrum January, 2017 - 23
IEEE Spectrum January, 2017 - 24
IEEE Spectrum January, 2017 - 25
IEEE Spectrum January, 2017 - 26
IEEE Spectrum January, 2017 - 27
IEEE Spectrum January, 2017 - 28
IEEE Spectrum January, 2017 - 29
IEEE Spectrum January, 2017 - 30
IEEE Spectrum January, 2017 - 31
IEEE Spectrum January, 2017 - 32
IEEE Spectrum January, 2017 - 33
IEEE Spectrum January, 2017 - 34
IEEE Spectrum January, 2017 - 35
IEEE Spectrum January, 2017 - 36
IEEE Spectrum January, 2017 - 37
IEEE Spectrum January, 2017 - 38
IEEE Spectrum January, 2017 - 39
IEEE Spectrum January, 2017 - 40
IEEE Spectrum January, 2017 - 41
IEEE Spectrum January, 2017 - 42
IEEE Spectrum January, 2017 - 43
IEEE Spectrum January, 2017 - 44
IEEE Spectrum January, 2017 - 45
IEEE Spectrum January, 2017 - 46
IEEE Spectrum January, 2017 - 47
IEEE Spectrum January, 2017 - 48
IEEE Spectrum January, 2017 - 49
IEEE Spectrum January, 2017 - 50
IEEE Spectrum January, 2017 - 51
IEEE Spectrum January, 2017 - 52
IEEE Spectrum January, 2017 - 53
IEEE Spectrum January, 2017 - 54
IEEE Spectrum January, 2017 - 55
IEEE Spectrum January, 2017 - 56
IEEE Spectrum January, 2017 - 57
IEEE Spectrum January, 2017 - 58
IEEE Spectrum January, 2017 - 59
IEEE Spectrum January, 2017 - 60
IEEE Spectrum January, 2017 - 61
IEEE Spectrum January, 2017 - 62
IEEE Spectrum January, 2017 - 63
IEEE Spectrum January, 2017 - 64
IEEE Spectrum January, 2017 - Cover3
IEEE Spectrum January, 2017 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1217
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1117
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1017
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0917
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0817
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0717
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0617
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0517
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0417
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0317
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0217
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0117
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1216
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1116
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1016
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0916
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0816
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0716
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0616
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0516
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0416
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0316
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0216
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0116
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1215
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1115
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1015
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0915
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0815
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0715
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0615
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0515
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0415
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0315
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0215
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0115
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1214
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1114
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1014
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0914
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0814
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0714
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0614
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0514
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0414
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0314
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0214
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0114
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1213
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1113
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1013
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0913
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0813
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0713
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0613
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0513
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0413
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0313
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0213
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0113
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1212
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1112
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1012
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0912
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0812
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0712
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0612
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0512
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0412
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0312
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0212
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0112
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1211
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1111
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1011
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0911
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0811
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0711
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0611
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0511
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0411
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0311
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0211
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0111
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1210
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1110
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1010
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0910
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0810
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0710
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0610
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0510
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0410
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0310
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0210
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0110
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1209
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1109
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1009
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0909
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0809
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0709
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0609
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0509
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0409
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0309
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0209
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0109
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1208
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1108
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1008
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0908
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0808
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0708
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0608
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0508
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0408
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0308
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0208
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0108
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1207
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1107
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1007
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0907
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0807
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0707
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0607
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0507
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0407
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0307
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0207
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0107
https://www.nxtbookmedia.com