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Which clippings match 'Decision-making Capabilities' keyword pg.1 of 1
31 JANUARY 2016

The 10 skills you need to thrive in the Fourth Industrial Revolution

"By 2020, the Fourth Industrial Revolution will have brought us advanced robotics and autonomous transport, artificial intelligence and machine learning, advanced materials, biotechnology and genomics.

These developments will transform the way we live, and the way we work. Some jobs will disappear, others will grow and jobs that don't even exist today will become commonplace. What is certain is that the future workforce will need to align its skillset to keep pace.

A new Forum report, The Future of Jobs, looks at the employment, skills and workforce strategy for the future."

(Alex Gray, 19 January 2016, World Economic Forum)



202021st Century skills • advanced materials • advanced robotics • artificial intelligence • autonomous transport • biotechnologycareer futurescognitive abilities • cognitive flexibility • complex problem-solving • coordinating with others • creativity skillscritical skillscritical thinkingdecision-making capabilitiesdisruptive innovationeconomic change • emotional intelligence • employment opportunitiesexponentially advancing technologiesflexibility and innovation • fourth industrial revolution • future careerfuture casting • future of jobs • genomicsgrowth needsincreasingly complex opportunitiesindustrial revolutionjobsmachine learningnegotiation • people management • predicting the futureproblem-solvingreportroboticsservice design • service orientation • skilled workforce • sound judgment • sustaining innovationstransformational innovation • World Economic Forum


Simon Perkins
13 FEBRUARY 2015

The Creepy Collective Behavior of Boston Dynamics' New Robot Dog

"Robotics company Boston Dynamics has a new four–legged addition to its family: a 160–pound quadruped named Spot...

We know from Spot's reaction to that kick that he can dynamically correct his stability–behavior that's modeled after biological systems. From what Couzin can tell, the robots' collective movement is an organic outgrowth of that self–correction. When the two Spots collide at the 1:25 mark, they're both able to recover quickly from the nudge and continue on their route up the hill. 'But the collision does result in them tending to align with one another (since each pushes against the other),' Couzin wrote in an email. 'That can be an important factor: Simple collisions among individuals can result in collective motion.'

In Couzin's research on locusts, for example, the insects form plagues that move together by just barely avoiding collisions. 'Recently, avoidance has also been shown to allow the humble fruit fly to make effective collective decisions,' he wrote.

It doesn't look like Spot is programmed to work with his twin brothers and sisters–but that doesn't matter if their coordination emerges naturally from the physical rules that govern each individual robot. Clearly, bumping into each other isn't the safest or most efficient way to get your robot army to march in lock step, but it's a good start. And it's relatively easy to imagine several Spots working together in organized ways if the LIDAR sensors fitted on their 'heads' were programmed to create avoidance behaviors–like those locusts–rather than simply reacting to collisions.

Spot's life–like motions are uncanny, but when you add this emergent, collective behavior–which can sometimes be unpredictable–the possibilities get downright scary. Will Spot's group dynamics stop at the point of swarming like locusts? (Ominous.) Will they cluster into self–protecting balls like sardines? (Less so.) Or could they end up as smart and responsive as humans?

Couzin goes so far as to call this bump–and–grind between Spots One and Two a social interaction. 'No matter how primitive, there's no doubt that these interactions could enhance the decision–making capabilities of such robots when they must make their own, autonomous, decisions in an uncertain world,' he wrote. We'll just have to hope that decision–making involves not trampling us when a pack of Spots starts stampeding like wildebeest."

(Neel V. Patel, 11 February 2015 Wired News)



2015animal locomotionartificial lifeautomataautonomous creature • avoidance behaviour • biological systems • Boston Dynamics • bumping • collective animal behavior • collective behaviour • collective decisions • collective motion • collective movement • collision detection • decision-making capabilitiesdogfruit flyherd • Iain Couzin • LIDARlocomotionmechanical being • nudge • physical rules • quadruped • robot army • robot dog • robot machinesrobotic creaturerobotics • self-correction • social interactionspeculative engineering • Spot (robot) • stabilityswarming • swarming locusts • walkingWired (magazine) • Wired News


Simon Perkins

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