Robots - Open Learning Campus

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Robots - Open Learning Campus
Robots
Robots - Open Learning Campus
00     01    02     03     04    05        06   07   08   09   10   11   12   5G, Robots and Transportation                            Watch Closely                   Informs Strategy                 Act Now

3RD YEAR ON THE LIST

Robots-as-a-Service (RaaS)
                                                        KEY INSIGHT                            EXAMPLES                                       DISRUPTIVE IMPACT                             EMERGING PLAYERS

                                                                                               Autonomous vehicles are robots that use        Using the cloud certainly offers advan-       • Amazon AWS Robomaker
                                                        Cloud robotics and                     a network to access maps, understand           tages: greater efficiencies and opportu-      • Google Cloud Robotics
                                                        automation is a field                  spatial information, and more in order         nities for data sharing and insights, as
                                                                                               to make decisions. Each vehicle’s data is      well as collective learning across robotic    • Fetch Cloud Robotics
                                                        in which physical
                                                                                               indexed to the network and optimized           networks and shared platforms. Soon,
                                                        robots share data and                  for further use by researchers and other       businesses will be able to take advantage
                                                        code, and perform                      vehicles. This is an example of cloud          of cloud-based robotics for a variety
                                                                                               robotics, which is used within auton-          of uses, including strategic warehouse
                                                        computations remotely                  omous driving as well as in warehouse          selection in anticipation of seasonal
Microsoft’s partnership with Open Robotics will
                                                        via networks, rather                   automation and logistics. Amazon’s AWS         retail spikes, security in large buildings,
open the Azure cloud platform to ROS developers.        than within their                      RoboMaker is a cloud robotics service          and factory automation. There will be
                                                                                               created to develop, test, and deploy           millions of implementations of RaaS over
                                                        containers alone.                      intelligent robotics applications at scale.    the next five years, which could generate
                                                                                               Its partners include Nvidia, Qualcomm,         billions of dollars of revenue.
                                                                                               and UP Squared, and it supports the
                                                                                               most widely used open-source robotics
                                                                                               software framework, Robot Operating
                                                                                               System (ROS). Google’s Cloud Robotics
                                                                                               Core is an open-source platform that
                                                                                               provides digital infrastructure essential to
                                                                                               building and running robotics solutions
                                                                                               for business automation.

21                                                                                                                                                                                                          © 2021 Future Today Institute
Robots - Open Learning Campus
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4TH YEAR ON THE LIST

Cobots
                                                      KEY INSIGHT                            EXAMPLES                                    DISRUPTIVE IMPACT                           EMERGING PLAYERS

                                                                                             Collaborative robots are finding more       As 5G comes online and reduces latency,     • Massachusetts Institute
                                                      Collaborative robots—                  widespread use in industrial settings,      cobots will process spatial data at fast      of Technology’s Interactive
                                                      or cobots—work                         which can often prove challenging for       enough speeds to adapt to environmen-         Robotics Group
                                                                                             humans alone. ABB’s YuMi is a cobot         tal changes. Today, collaborative robots
                                                      alongside humans                                                                                                               • Sapienza University of Rome
                                                                                             that works alongside humans, assisting      make up just 3% of the current installed
                                                      or together with                       with repetitive tasks. In China, auto-      robot base around the world, but that’s     • Johns Hopkins Applied
                                                                                                                                                                                       Physics Laboratory
                                                      other machines.                        motive components supplier Hella uses       going to change. According to the Inter-
                                                                                             YuMi to help workers assemble parts.        national Federation of Robotics, collab-    • Karlsruhe Institute of Technology
                                                      Teams of robots can                    Comau’s Advanced Use Robotic Arm            orative robots are the fastest growing
                                                      communicate with one                   (AURA) is a high-payload cobot that         segment of new robot sales.
                                                      another about when                     combines vision technology, laser area
                                                                                             scanners, and a touch-sensitive tactile
Cobots are used in a variety of settings.
                                                      to wait, when to move,                 skin that allows it to slow its speed and
                                                      when to carry out an                   force when it comes into contact with a
                                                                                             human operator.
                                                      activity, or even to ask
                                                      what to do next.

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Robots - Open Learning Campus
00      01    02      03     04     05   06   07   08   09   10   11   12   5G, Robots and Transportation                            Watch Closely                  Informs Strategy                  Act Now

3RD YEAR ON THE LIST

Autonomous, Programmable Robot Swarms
                                                      KEY INSIGHT                            EXAMPLES                                       DISRUPTIVE IMPACT                            EMERGING PLAYERS

                                                                                             Researchers at Harvard University’s            The possibilities are staggering: Auton-     • Academy of Opto-Electronics at
                                                      Autonomous                             Wyss Institute are experimenting with          omous robot teams could be used to in-         the Chinese Academy of Sciences
                                                      robot swarms are                       different form factors drawn from              spect dams and bridges, build complicated    • Wyss Institute at Harvard University
                                                                                             nature. They developed robots that can         3D structures, and lay protective barriers
                                                      coordinated and                                                                                                                    • Amazon Robotics
                                                                                             autonomously drive interlocking steel          in the case of toxic chemical spills—free-
                                                      distributed to perform                 sheet piles into soil. In the future, robots   ing up their human counterparts and
                                                      complex tasks in a                     like these could be used to build retaining    keeping them out of harm’s way.
                                                                                             walls or check dams for erosion control.
Robot bees could be the future of agriculture.        more efficient way                     Another project, called Kilobots, involves
                                                      than a single robot or                 1,024 tiny robots working collectively to
                                                      non-networked group                    self-assemble and perform a programmed
                                                                                             task. Walmart filed a patent for robot
                                                      of robots could.                       bees, which would work collaboratively
                                                                                             in teams to pollinate crops autonomous-
                                                                                             ly. If the project works at scale, it could
                                                                                             potentially counterbalance the effects of
                                                                                             the world’s honeybee population decline.

23                                                                                                                                                                                                        © 2021 Future Today Institute
Robots - Open Learning Campus
00     01     02    03     04     05     06   07   08   09   10   11   12   5G, Robots and Transportation                         Watch Closely                    Informs Strategy                  Act Now

3RD YEAR ON THE LIST

Self-Assembling Robots
                                                     KEY INSIGHT                            EXAMPLES                                    DISRUPTIVE IMPACT                              EMERGING PLAYERS

                                                                                            Massachusetts Institute of Technology       Self-assembling robots offer a host of         • The Modular Robotics Laboratory
                                                     A new generation of                    developed a set of robots called M-Blocks   possibilities for medicine, manufacturing,       at the University of Pennsylvania
                                                     robots can now self-                   that use a barcode system to communi-       construction, and the military. The MIT        • MIT Computer Science and Artificial
                                                                                            cate. They can identify each other and      Computer Science and Artificial Intelli-
                                                     assemble, merge, split,                                                                                                             Intelligence Laboratory
                                                                                            move as needed to perform designated        gence Laboratory built a self-assembling
                                                     and repair themselves.                 tasks, which at the moment include          robot called Primer that is controlled by
                                                                                            forming a straight line and moving down     magnetic fields. It can put on exoskeleton
                                                                                            a pathway. The Modular Robotics Labo-       parts to help it walk, roll, sail, or glide
                                                                                            ratory at the University of Pennsylvania    better, depending on the environment.
                                                                                            developed SMORES-EP robots—tiny,            Researchers at Georgia Institute of Tech-
                                                                                            cube-shaped, wheeled robots with sen-       nology and China’s Peking University
                                                                                            sors and cameras. Moving independently      discovered a new technique that mimics
M-Blocks are tiny, cube-shaped wheeled robots                                               and docking with nearby modules, they       automatic origami—in initial testing,
with sensors and cameras.
                                                                                            can form different structures and even      structures could fold and unfold on their
                                                                                            self-assemble to lift objects and drop      own using inexpensive liquid polymers
                                                                                            them off. They also created Variable To-    and LED projector bulbs. Self-assembling
                                                                                            pology Trusses, a new class of robot that   robots will be tremendous assets in emer-
                                                                                            can quickly reconfigure itself.             gency response situations. Imagine a set
                                                                                                                                        of robots forming a temporary staircase
                                                                                                                                        to rescue someone from a burning build-
                                                                                                                                        ing, or a set of bots that can lock together
                                                                                                                                        to form a bridge over flooded roads.

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Robots - Open Learning Campus
00     01     02    03     04        05   06   07   08   09   10   11   12   5G, Robots and Transportation                            Watch Closely                   Informs Strategy                  Act Now

4TH YEAR ON THE LIST

Robot Compilers
                                                      KEY INSIGHT                            EXAMPLES                                       DISRUPTIVE IMPACT                             EMERGING PLAYERS

                                                                                             Today, the process of designing, pro-          Researchers from the Laboratory for Em-       • MIT Computer Science and Artificial
                                                      We will soon tell                      gramming, and building robots is               bedded Machines and Ubiquitous Robots           Intelligence Laboratory
                                                      computer systems                       time-intensive—and the robots’ capabili-       at the University of California, Los Ange-    • Laboratory for Embedded Machines
                                                                                             ties are limited by original specifications.   les; MIT Computer Science and Artificial
                                                      what tasks we need                                                                                                                    and Ubiquitous Robots at the Universi-
                                                                                             In the future, advanced compilers will         Intelligence Laboratory, University of          ty of California, Los Angeles
                                                      completed, and they                    enable much faster conceptualization and       Pennsylvania; and Harvard University
                                                      will automatically                     fabrication for a host of different tasks.     are developing new methods for rapid
                                                                                                                                            robot fabrication. 3D robotic systems can
                                                      fabricate new robots                                                                  now be produced using basic software
                                                      for the job. Robot                                                                    and programmed using natural language
                                                      compilers would offer                                                                 commands. Fabricating programmable
                                                                                                                                            robots may not exactly be a simple, DIY
                                                      greater efficiencies,                                                                 weekend project, but promising research
                                                      big cost savings, and                                                                 indicates that robot compilers could soon
                                                                                                                                            enable people with limited technical
                                                      increased production                                                                  knowledge to sketch, design, fabricate,
                                                      for manufacturers in                                                                  and control a robot drawn straight from
                                                      every industry.                                                                       their imagination.

Advanced compilers will supercharge robot
fabrication.

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Robots - Open Learning Campus
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5TH YEAR ON THE LIST

Soft Robotics
                                                      KEY INSIGHT                            EXAMPLES                                     DISRUPTIVE IMPACT                              EMERGING PLAYERS

                                                                                             Researchers at Worcester Polytechnic In-     Massachusetts Institute of Technology          • Harvard Biodesign Lab
                                                      Soft robotics are                      stitute created a robotic snake that could   engineers created soft and compact 3D          • Sant’Anna School of Advanced Studies
                                                      created to mimic living                navigate through rubble or confined          printed structures that can be guided
                                                                                             spaces. Bioengineering researchers at the    using magnets. The hope is that they can       • University of California, Los Angeles,
                                                      organisms. Made of                                                                                                                   Samueli School of Engineering
                                                                                             University of California, Los Angeles,       someday help control biomedical devices,
                                                      flexible materials, they               developed a tissue-based soft robot that     take images within the body, clear arte-       • MIT Computer Science and Artificial
                                                      move in fluid ways and                 mimics the biomechanics of a stingray.       rial blockages, deliver targeted drugs to        Intelligence Laboratory’s Soft Contact
                                                                                             Scientists at the BioRobotics Institute      specific body parts, or even extract tissue      Modeling Group
                                                      adapt in real time to                  Sant’Anna School of Advanced Studies in      samples. Researchers at Cornell Univer-        • Worcester Polytechnic Institute
                                                      their surroundings.                    Italy created a robot octopus, capable of    sity developed a robot capable of “sweat-
                                                                                             emulating the animal’s agile motions. To     ing.” They built a soft robotic muscle that
                                                                                             replicate the biology of an octopus, they    can autonomously regulate its internal
                                                                                             built computer models using exact mea-       temperature, just like living organisms
                                                                                             surements and then experimented with         do. Someday soon, soft robotics will
                                                                                             a number of soft actuators to develop        let us enter and explore environments
                                                                                             artificial muscles.                          previously unreachable by conventional
                                                                                                                                          methods: deep ocean waters, the terrain
                                                                                                                                          of Mars, and perhaps even the gushing
                                                                                                                                          rivers of blood inside our own bodies.

This robot snake would investigate disasters.
Image credit: Worcester Polytechnic Institute.

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Robots - Open Learning Campus
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4TH YEAR ON THE LIST

Smart Dust
                                                       KEY INSIGHT                            EXAMPLES                                   DISRUPTIVE IMPACT                            EMERGING PLAYERS

                                                                                              If you watched the “Arkangel” episode      It sounds fantastical, but the use of        • University of Southern California
                                                       Smart dust, also known                 of “Black Mirror” (season four), you’re    MEMS is becoming more common.                  Robotics Research Lab
                                                       as microelectromechan-                 already familiar with smart dust. For      They’re the accelerometer sensors for        • CardioMEMS
                                                                                              years, researchers have been hard at       our airbag systems and are also found in
                                                       ical systems or MEMS,                                                                                                          • The Center for Advanced Materials
                                                                                              work on miniaturization, trying to         biosensors. Scientists at the University
                                                       represents a new way of                shrink computers as much as possible,      of California, Berkeley, developed what        Processing at Clarkson University
                                                       atomic-level materials                 down to the size of grains of sand or      they call neural dust, which compris-        • Whitesides Research Group at Harvard
                                                                                              specks of dust. Each particle-computer     es microscopic computers that work             University
                                                       engineering.                           consists of circuits and sensors capable   alongside remote ultrasound to send and      • Center for Research in Advanced
                                                                                              of monitoring the environment, and         receive data about the brain. Meanwhile,       Sensing Technologies and Environ-
                                                                                              even taking photographs. They can also     researchers at the University of Stuttgart     mental Sustainability at Binghamton
                                                                                              harvest energy while suspended, using      figured out how to print tiny 3D lens-         University
                                                                                              passive Wi-Fi and human body heat to       es—120 millionths of a meter in diameter,
                                                                                              power themselves.                          or about the size of a fine grain of sand.
                                                                                                                                         In health and medicine, this technology
                                                                                                                                         will dramatically change our approach
                                                                                                                                         to imaging. Rather than relying on our
                                                                                                                                         current endoscopic technology, which is
                                                                                                                                         bulky and invasive, a patient could simply
                                                                                                                                         inhale smart dust. Beyond medicine,
The Defense Advanced Research Projects Agen-                                                                                             trillions of smart dust particles could be
cy’s miniaturized “laboratories on a chip” were                                                                                          released in the wind to measure air quali-
developed to detect biological weapons in the field,
                                                                                                                                         ty or take photos.
among other uses.

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Robots - Open Learning Campus
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2ND YEAR ON THE LIST

Commercial Quadrupedal Robots
                                                    KEY INSIGHT                            EXAMPLES                                      DISRUPTIVE IMPACT                             EMERGING PLAYERS

                                                                                           By emulating the form and mobility of         For now, Boston Dynamics is the only          • Boston Dynamics
                                                    Quadrupedal robots                     four-legged animals, these robots can be      company selling advanced robots like
                                                    have four articulat-                   deployed in situations that wheeled or        Spot for commercial, nonmilitary pur-
                                                                                           tread-equipped robots cannot navigate         poses. The ecosystem is still forming, but
                                                    ed legs and can move
                                                                                           and that may be too dangerous or phys-        as developers build applications across
                                                    around difficult terrain,              ically inaccessible for human interven-       different industries, we expect to see
                                                    making them useful                     tion. Boston Dynamics started selling a       new use cases emerge, particularly in
                                                                                           quadruped in October 2019 and released        safety, security, maintenance, emergency
                                                    tools for inspections and              an enterprise model last year. The robot,     response, military, and even consumer
                                                    security applications.                 named Spot, looks like a headless dog and     contexts.
                                                                                           moves with the agility and athleticism of
                                                                                           a border collie. Spot can map environ-
                                                                                           ments, move around difficult terrain, and
                                                                                           interact with a range of different objects.
                                                                                           It docks and charges on its own.

Spot is a robotic dog from Boston Dynamics.

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Robots - Open Learning Campus
00     01    02     03    04       05   06   07   08   09   10   11   12   5G, Robots and Transportation                            Watch Closely                    Informs Strategy                   Act Now

1ST YEAR ON THE LIST

Mars Dogs
                                                     KEY INSIGHT                            EXAMPLES                                       DISRUPTIVE IMPACT                              EMERGING PLAYERS

                                                                                            Current robots designed for off-planet         These biomimetic robots will work as           • NASA Jet Propulsion Laboratory
                                                     NASA is working on                     exploration have wheels. While they’re         teams, much as human explorers do. Au-         • NASA Ames Research Center
                                                     Mars Dog, a four-                      designed to roll over rugged terrain,          Spots, traveling in packs, will assist each
                                                                                            they’re limited to generally flat surfaces     other as they climb, jump, and descend         • McGill University
                                                     legged robot for
                                                                                            or gentle slopes. Scientists from NASA’s       unfamiliar terrain on Mars.                    • Boston Dynamics
                                                     exploring the red                      Jet Propulsion Laboratory and Ames
                                                     planet.                                Research Center and McGill Univer-
                                                                                            sity are developing a modified version
                                                                                            of Spot, the quadrupedal robotic dog
                                                                                            created by Boston Dynamics. Au-Spot, as
                                                                                            it is known, is built for Mars: It has AI to
                                                                                            learn about surfaces, a communications
                                                                                            module, and an array of sensors (thermal,
                                                                                            visual, motion). Au-Spot should be able
                                                                                            to climb over rocks, up steep hills, and
                                                                                            into underground caves.

A robotic dog could someday patrol Mars.
Image courtesy of NASA/JPL-Caltech.

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5TH YEAR ON THE LIST

Ethical Manufacturing
                                                       KEY INSIGHT                            EXAMPLES                                    DISRUPTIVE IMPACT                           EMERGING PLAYERS

                                                                                              Sometimes a $5.99 T-shirt is too good       As robots become more affordable and        • United Nations Alliance
                                                       Robots could bring an                  to be true. Unfortunately forced labor is   available, they could eliminate unethical     for Sustainable Fashion
                                                       end to forced labor                    common in places including Uzbekistan,      practices in manufacturing. But creating    • World Fair Trade Organization
                                                                                              China, and Bangladesh. More humane          more humane work environments could
                                                       and lead a new era of                                                                                                          • Bluesign Technologies
                                                                                              manufacturing processes in fast fashion     destabilize developing economies. Even
                                                       ethical manufacturing.                 and other industries could lead to im-      with extremely low wages, a workforce       • Oeko-Tex
                                                                                              proved working conditions for millions      can sustain a local economy—when those      • Ethical Trading Initiative
                                                                                              of people.                                  wages are lost as workers are replaced
                                                                                                                                          by robots, the flow of money through
                                                                                                                                          the community can go from a trickle to
                                                                                                                                          a drought.

Workers at a garment factory in Southeast Asia.

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4TH YEAR ON THE LIST

Robot Rights
                                                       KEY INSIGHT                            EXAMPLES                                         DISRUPTIVE IMPACT                           EMERGING PLAYERS

                                                                                              Instances of humans bullying or abus-            When it comes to our interactions           • Human Interaction With Nature and
                                                       Some believe that we                   ing robots have increased. The Human             with robots, what constitutes a moral         Technological Systems Lab at the Uni-
                                                       have moral obligations                 Interaction With Nature and Techno-              violation? What rights should robots          versity of Washington
                                                                                              logical Systems Lab at the University of         have, given that so many companies are
                                                       to our machines, and                                                                                                                • ATR Intelligent Robotics and Commu-
                                                                                              Washington discovered that children              building smart interfaces and cognitive       nication Laboratories
                                                       that robots should                     didn’t show the same kind of empathy for         systems? If we are teaching machines to
                                                       have rights.                           robots that they do other humans. In the         think, and to learn from us humans, then
                                                                                              study, 60% of the child subjects thought         what moral codes are we programming
Children bullied a robot.                                                                     that a humanoid robot named Robovie-II           into our future generations of robots?
Image credit: ATR Intelligent Robotics and                                                    had feelings—yet more than half of them          Answering these questions will become
Communication Laboratories.                                                                   thought it was fine to lock him in the           increasingly urgent as robots proliferate
                                                                                              closet. Researchers at ATR Intelligent           in many aspects of our everyday lives.
                                                                                              Robotics and Communication Laborato-
                                                                                              ries, Osaka University, Ryukoku Univer-
                                                                                              sity, and Tokai University conducted an
                                                                                              experiment to measure human empathy
                                                                                              toward robots. They deployed Robovie
                                                                                              through a mall in Osaka, Japan, without
                                                                                              a human minder. If someone walked into
                                                                                              the robot’s path, it would politely ask the
                                                                                              human to move. Adults complied—but
                                                                                              children didn’t. And if unsupervised, the
                                                                                              children were intentionally mean, kick-
                                                                                              ing the robot, yelling at it, and bullying it.

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1ST YEAR ON THE LIST

Robots as Essential Workers
                                                         KEY INSIGHT                                   EXAMPLES                                      DISRUPTIVE IMPACT                              EMERGING PLAYERS

                                                                                                       Fleets of robots were deployed worldwide      Do robots need worker rights, too?             • Diligent Robotics
                                                         During the pandemic,                          in 2020. They autonomously sanitized          Researchers raise this question now,           • UBTech Robotics
                                                         robots became                                 hospital rooms, monitored patients re-        especially as robots are predicted to take
                                                                                                       motely, picked up and delivered prescrip-     on more meaningful roles within the            • Sanbot
                                                         essential workers.
                                                                                                       tions, took our temperatures, made pizzas     workplace and in society. The European         • Zipline
                                                                                                       and salads, and assisted front-line medical   Union is already discussing whether            • Starship Technologies
                                                                                                       workers. Some robots required direct          there ought to be a special legal status of
                                                                                                       supervision, but many of them worked          “electronic persons” to protect sophisti-      • JD.com
                                                                                                       alone. In Austin, Texas, robots developed     cated robots.                                  • ZoraBots
                                                         Governments need to create                    by Diligent Robotics retrieved supplies
                                                                                                                                                                                                    • UVD Robots
                                                         national registries of robots.                for hospital rooms, which freed staff to
                                                                                                       spend more time with their patients.
                                                         Such a registry would let
                                                         citizens and law enforcement
Robots retrieved supplies so hospital staff could        look up the owner of any
focus on patient care.
Image courtesy of Diligent Robotics.
                                                         roaming robot, as well as
                                                         learn that robot’s purpose.
                                                         It’s not a far-fetched idea:
                                                         The U.S. Federal Aviation
                                                         Administration already has a
                                                         registry for drones.

                                                         — Stacey Higginbotham, tech journalist

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00   01   02   03   04   05   06   07   08   09   10   11   12

Expert Insight

                                                                   The Next                               telepresence for tele-health. How-
                                                                                                          ever most of these robots were
                                                                   Generation of                          limited to simple, pre-scripted
                                                                                                          routines or required teleoperation
                                                                   Robots Must                            by a human.

                                                                   Be Adaptable,                          This underscores the challenge fac-
                                                                                                          ing robots today: Deploying robots
                                                                   Customizable and                       in the chaos of hospitals or grocery
                                                                   Trainable                              stores is much more complex than
                                                                                                          deploying them in the relatively
                                                                                                          consistent and controllable envi-
                                                                                                          ronment of factories and ware-
                                                                   Dr. Henny Admoni                       houses. As robotics moves forward,
                                                                   A. Nico Habermann Assistant            the field must grapple with dynam-
                                                                   Professor, Human-Computer              icism at every part of the robot’s
                                                                   Interaction Institute,                 sense-plan-act loop.
                                                                   Carnegie Mellon University             One way to deal with dynamic or
                                                                                                          surprising environments is to be
                                                                                                          adaptable, and robot learning thus
                                                                   With COVID-19 locking us all at        continues to be a perennial theme.
                                                                   home, robots should have had their     The field has gotten pretty good
                                                                   moment in 2020, taking over basic      at making robots that perform
                                                                   tasks that keep society functioning.   pre-scripted tasks, and now the big
                                                                                                          challenge is creating robots that
                                                                   We did see some examples of
                                                                                                          are adaptable, customizable, and
                                                                   robots disinfecting public spaces,
                                                                                                          trainable.
                                                                   taking temperatures, and enabling
                                                                                                                              © 2021 Future Today Institute
00   01   02   03   04   05   06    07   08   09    10    11   12    5G, Robots and Transportation

                                                         both promising approaches. Robot                  much of robotics and AI, it’s more     **
                                                         learning will likely continue to be a             complicated than it initially seems.
                                                         hot topic in academic programs,                                                          Henny Admoni is an Assistant Pro-
     Robot learning will                                 research, and industry for several
                                                                                                           Of course, it’s impossible to talk     fessor in the Robotics Institute at
     likely continue to be a                             years.
                                                                                                           about robotics (and its close cousin   Carnegie Mellon University, and
                                                                                                           AI) without mentioning robot ethics.   also has a courtesy appointment
     hot topic in academic                               If the 2010s was the decade for                   The past year has seen increased       in the Human-Computer Interac-
     programs, research,                                 dreams about autonomous vehi-                     social consciousness along a
                                                                                                                                                  tion Institute at CMU. She leads
                                                         cles, the 2020s are the decade in                 number of dimensions, not least
     and industry for several                            which we wake up and realize it’s                 of which is the societal impact of
                                                                                                                                                  the Human And Robot Partners
                                                                                                                                                  (HARP) Lab, which studies how to
     years.                                              not as easy as we thought. (By the                automated systems. In late 2020,
                                                                                                                                                  develop intelligent robots that can
                                                         way, I’m not picking on AVs; this is a            Google fired researcher Timnit
                                                         recurring trend in robotics.)                     Gebru, launching a national con-       assist and collaborate with humans
     Deep learning (DL) continues to                                                                                                              on complex tasks like preparing a
                                                                                                           versation around accountability
     be a dominant force in this area,                   The end of 2020 saw big news with                                                        meal. She holds an MS and PhD in
                                                                                                           and ethics in AI. Even before that,
     especially in perception and natu-                  Uber selling off its autonomous
                                                                                                           though, we saw major AI failures       Computer Science from Yale Uni-
     ral language generation. However,                   driving unit to Aurora Innovation,
                                                                                                           in vaccine distribution, education,    versity, and a BA/MA joint degree in
     people are also finding the limits                  a startup with deep robotics ex-
                                                                                                           and policing. One heartening trend     Computer Science from Wesleyan
     of DL systems—such as their reli-                   pertise. Many of the bold promises
                                                                                                           is an increased awareness and          University.
     ance on very large data sets and                    about autonomous vehicles from
                                                                                                           interest in AI ethics. For example,
     their brittleness to novel inputs.                  the last few years have not panned
                                                                                                           universities are starting to offer
     Human-in-the-loop learning (in                      out, and the industry seems to be
                                                                                                           more tech ethics courses and
     which a person curates input or                     settling down now to solve the very
                                                                                                           students are increasingly asking for
     provides feedback on a robot’s                      real, very hard problems of per-
                                                                                                           ethics to be included in their tech-
     performance) and active learning                    ception, prediction, controls, and
                                                                                                           nical education.
     (in which a robot seeks out the                     human-robot interaction. I’m con-
     most relevant new information) are                  fident we’ll get there, but, as with

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