Archive 20.06.2022

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Coffee with a Researcher (#ICRA2022)

As part of her role as one of the IEEE ICRA 2022 Science Communication Awardees, Avie Ravendran sat down virtually with a few researchers from academia and industry attending the conference. Curious about what they had to say? Read their quotes below!

“I really believe that learned methods, especially imitation and transfer learning, will enable scalable robot applications in human and unstructured environments We’re on the cusp of seeing robot agents dynamically adapt and solve real world problems”

– Nicholas Nadeau, CTO, Halodi Robotics

“On one hand I think that the interplay of perception and control is quite exciting, in terms of the common underlying principles, while on the other, it’s both cool and inspiring to see more robots getting out of the lab”

– Matías Mattamala, PhD Student, Oxford Dynamic Robot Systems, Oxford Robotics Institute

“I believe that incorporating priors regarding the existing scene geometry and the temporal consistency that’s present in the context of mobile robotics, can be used to guide the learning of more robust representations”

– Kavisha Vidanapathirana, QUT & CSIRORobotics

“At the moment, I am aiming to find out what researchers need in order to take care of their motivation and wellbeing”

– Daniel Carrillo-Zapata, Founder, Scientific Agitation

“We have an immense amount of unsupervised knowledge and we’re always updating our priors. Taking advantage of large-scale unsupervised pretraining and having a lifelong learning system seems like a significant step in the right direction”

– Nitish Dashora, Researcher, Berkeley AI Research & Redwood Center for Theoretical Neuroscience

“When objects are in clutter, with various objects lying on top of one another, the robot needs to interactively and autonomously rearrange the scene in order to retrieve the pose of the target object with minimal number of actions to achieve overall efficiency. I work on pose estimation algorithms to process dense visual data as well as sparse tactile data”

– Prajval Kumar, BMW & University of Glasgow

“Thinking of why the robots or even the structures behave the way they do, and framing and answering questions in that line satisfies my curiosity as a researcher”

– Tung Ta, Postdoctoral Researcher, The University of Tokyo

“I sometimes hear that legged locomotion is a solved problem, but I disagree. I think that the standards of performance have just been raised and collectively we can now tackle more dynamic, efficient and reliable gaits”

– Kevin Green, PhD Candidate, Oregon State University

“My goal in robotics research is to bring down the cost and improve the capabilities of marine research platforms by introducing modularity and underactuation into the field. We’re working on understanding how to bring our collective swimming technology into flowing environments now”

– Gedaliah Knizhnik, PhD Candidate, GRASP Laboratory & The modular robotics laboratory, University of Pennsylvania

“I am interested in how we can develop the algorithms and representations needed to enable long-term autonomous robot navigation without human intervention, such as in the case of an autonomous underwater robot persistently mapping a marine ecosystem for an extended period of time. There are lots of challenges like how can we build a compact representation of the world, ideally grounded in human-understandable semantics? How can we deal gracefully with outliers in perception that inevitably occur in the lifelong setting? and also how can we scale robot state estimation methods in time and space while bounding memory and computation requirements?”

– Kevin Doherty, Computer Science and AI Lab, MIT & Woods Hole Oceanographic Institution

“How can robots learn to interact with and reason about themselves and the world without an intuitive feel for either? Communication is at the heart of biological and robotic systems. Inspired by control theory, information theory, and neuroscience, early work in artificial intelligence (AI) and robotics focused on a class of dynamical system known as feedback systems. These systems are characterized by recurrent mechanisms or feedback loops that govern, regulate, or ‘steer’ the behaviour of the system toward desirable stable states in the presence of disturbance in diverse environments. Feedback between sensation, prediction, decision, action, and back is a critical component of sensorimotor learning needed to realize robust intelligent robotic systems in the wild, a grand challenge of the field. Existing robots are fundamentally numb to the world, limiting their ability to sense themselves and their environment. This problem will only increase as robots grow in complexity, dexterity, and maneuverability, guided by biomimicry. Feedback control systems such as the proportional integral derivative (PID), reinforcement learning (RL), and model predictive control (MPC) are now common in robotics, as is (optimal, Bayesian) Kálmán filtering of point-based IMU-GPS signals. Lacking are the distributed multi-modal, high-dimensional sensations needed to realize general intelligent behaviour, executing complex action sequences through high-level abstractions built up from an intuitive feel or understanding of physics.While the central nervous system and biological neural networks are quantum parallel distributed processing (PDP) engines, most digital artificial neural networks are fully decoupled from sensors and provide only a passive image of the world. We are working to change that by coupling parallel distributed sensing and data processing through a neural paradigm. This involves innovations in hardware, software, and datasets. At Nervosys, we aim to make this dream a reality by building the first nervous system and platform for general robotic intelligence.”

– Adam Erickson, Founder, Nervosys

BYOL-Explore: Exploration with Bootstrapped Prediction

We present BYOL-Explore, a conceptually simple yet general approach for curiosity-driven exploration in visually-complex environments. BYOL-Explore learns a world representation, the world dynamics, and an exploration policy all-together by optimizing a single prediction loss in the latent space with no additional auxiliary objective. We show that BYOL-Explore is effective in DM-HARD-8, a challenging partially-observable continuous-action hard-exploration benchmark with visually-rich 3-D environments.

A technique to teach bimanual robots stir-fry cooking

As robots make their way into a variety of real-world environments, roboticists are trying to ensure that they can efficiently complete a growing number of tasks. For robots that are designed to assist humans in their homes, this includes household chores, such as cleaning, tidying up and cooking.

Seeing the robots at #ICRA2022 through the eyes of a robot

Accessbility@ICRA2022 and OhmniLabs provided three OhmniBots for the conference, allowing students, faculty and interested industry members to attend the expo and poster sessions. The deployment of telepresence robots was greatly appreciated by everyone, from people with medical conditions or visa issues preventing them from attending, to people who were able to sample a little bit of the conference as an introduction, including future conference organizers. 

There were more than 60 requests to “Tour ICRA 2022 via Telepresence Robots” from as far away as Africa, India, Asia Pacific, Australia and Europe, as well as across the USA. 24.6% of requests came from interested industry people, with an additional 1.8% from the investment community, 1.8% from the media and 5.3% was interest from the general public.

ICRA 2022 General Chair George Pappas commented that “​​The telepresence robots were a big hit! It added a very nice innovation and was discussed very positively on social media, particularly from registrants that could not make it.”

Thuc Vu, the CEO of OhmniLabs, the company that provided ICRA with telepresence robots, was delighted to see a conference that was taking a meaningful step for people with accessibility issues. OhmniLabs provide telepresence robots for hospitals and schools as well as for manufacturing or workplace settings and have seen first hand the difference that having a physical ‘body’ and the ability to move around makes in the experience, compared to a video call.

One ICRA researcher presented their poster session via robot, and several faculty who couldn’t attend in person were able to be there for their student’s poster sessions. 12.5% of the requests for telepresence robots came from people who had a paper or poster accepted at ICRA but couldn’t travel. PhD Student at The Sydney Institute for Robotics and Intelligent Systems (SIRIS) at Sydney University, Ahalya Ravendran said, 

“Did I tell y’all I bot-suit myself for my conference #ICRA2022 poster session? @RobotLaunch was kind enough to allocate a slot for me during my poster session and oh I had a lot of fun touring with the telepresence robot, via @OhmniLabs

“Hi from Robotic Imaging Team

Sabine Hauert, Publicity Chair at ICRA, President of Robohub and Associate Professor of Swarm Engineering at Bristol University was unable to attend ICRA in person due to pregnancy, but she still visited her student’s poster sessions and explored the conference Expo, saying 

“That was fun! The height of the telepresence robot is even accurate 😉 Thanks @OhmniLabs, @RobotLaunch and @ieee_ras_icra for making it possible for this very pregnant lady to attend #ICRA2022 remotely. Congrats on the nice work @m_alhafnawi.”

Sabine’s PhD student Merihan Alhafnawi was delighted,

“Such an amazing surprise having @sabinehauert visit my poster remotely at @ieee_ras_icra! I presented MOSAIX, a swarm of expressive robot Tiles that we designed & built. Work done with Sabine, @DrEdmundHunt, @skadge & Paul O’Dowd. Check out photos from both perspectives #ICRA2022

Specially Appointed Assistant Professor at Tohoku University in Japan, Seyed Amir Tafrishi said, “I was lucky to join #icra2022 physically by my avatar robot, where two of our papers will be presented. Thanks to #Ohmnilabs for the fantastic experience with the telepresence robot! It was a great experience to talk with different experts. P.S. Person on the robot’s screen is me! :))”

Many people gave us additional information to help us understand why they wanted to access ICRA via telepresence robots, ranging from people stuck in war torn countries, to economic or visa difficulties traveling from some parts of the world. Corporate policy contributed to several people’s inability to attend in person, as sustainably minded companies seek to minimize their carbon impact. 

There was also interest from roboticists researching the telepresence experience as well as from future robotics conference organizers. And there were a wide range of medical reasons underpinning the requests for telepresence. Some medical issues are temporary conditions but some roboticists have permanent conditions requiring accessibility support. As telepresence robots become more of the norm, we will be helping to empower researchers who are otherwise isolated from the rest of the community. 

Kavita Krishnaswamy is a Google Lime Scholar and Microsoft Research Fellow, with a Ford Foundation Predoctoral and National Science Foundation Graduate Research Fellowship. She is currently a Ph.D. candidate in Computer Science at University of Maryland working with Dr. Tim Oates. Kavita was one of the researchers who was only able to attend ICRA through the use of a telepresence robot, due to her permanent medical conditions. 

As a professional researcher with a physical disability, Kavita is highly motivated to develop robotics systems to provide assistance and increase independence for people with disabilities. She is developing prototype robotics systems to support transferring, repositioning and personal care, with a focus on usable interfaces for people with severe disabilities. 

Kavita was interviewed by Robohub attending ICRA 2015 via telepresence robot and was excited to hear that IEEE RAS and OhmniLabs are working on making telepresence a permanent conference feature. 

https://robohub.org/robotic-assistive-devices-for-independent-living/

And of course, without dedicated volunteers managing the robots and helping visitors maneuver around the conference, we wouldn’t have been able to do anything. Many thanks to everyone who volunteered, the visitors who shared their experiences with us, and to the team at OhmniLabs for their generosity and support.

Interested in getting an Ohmni yourself? Reach out to Ohmni team at sales@ohmnilabs.com.

Links to original tweets or posts used in the report:

https://twitter.com/sabinehauert/status/1529809074338021377

https://twitter.com/m_alhafnawi/status/1529790038246141952

https://twitter.com/girlinrobotics/status/1529282946095804417

https://www.linkedin.com/feed/update/urn:li:activity:6935214535754555392/

 

Unlocking High-Accuracy Differentially Private Image Classification through Scale

According to empirical evidence from prior works, utility degradation in DP-SGD becomes more severe on larger neural network models – including the ones regularly used to achieve the best performance on challenging image classification benchmarks. Our work investigates this phenomenon and proposes a series of simple modifications to both the training procedure and model architecture, yielding a significant improvement on the accuracy of DP training on standard image classification benchmarks.

Neuromorphic chip dramatically reduces power requirements for rolling robot

A team of researchers at Tsinghua University's Center for Brain-Inspired Computing Research in Beijing, China, has developed a neuromorphic chip that can reduce the power consumption of a cat-and-mouse-type rolling robot by approximately half, compared to a conventional NVIDIA chip designed for AI applications. In their paper published in the journal Science Robotics, the group describes design concepts they used to build the chip and how well it worked when tested.

Insect-inspired AI for autonomous robots

Small autonomous mobile robots, such as drones, rovers, and legged robots, promise to perform a wide range of tasks, from autonomously monitoring crops in greenhouses to last-kilometer delivery. These applications require robots to operate for extended periods while performing complex tasks, often in unknown, changing, and complicated environments.

New prototype exoskeletons for industrial workers

Researchers at IIT-Istituto Italiano di Tecnologia (Italian Institute of Technology) and INAIL (Italian Worker's Compensation Authority) have designed and created innovative prototypes of wearable robotic exoskeletons for industrial use to make work in the industrial and manufacturing sectors safer. Via electric motors and artificial intelligence algorithms, these wearable robotic devices will assist workers engaged in the most physically demanding tasks, significantly reducing the effort required by up to 40% and lowering the percentage of accidents at work and chronic occupational disorders. Researchers are starting to test the prototypes in real scenarios and are planning further development in order to reach the technological level required to bring them to the market in few years.

Communicating innovation: What can we do better?

Have you ever seen a bridge collapse on TV? We only care about inspection and maintenance if it does not work. However, robotics are changing the inspection & maintenance landscape, and significant societal and political implications follow the magnitude of innovation. To pay due attention to these developments, the communication on innovation in robotics for inspection & maintenance has to play a role in informing and influencing the target groups for the successful adoption of robotics technologies.

The question on what role communications play in forming the perception of innovative technology was discussed in the workshop “Communicating innovation: What can we do better?” on May 25th, 2022. Experts explained how the innovation uptake should be supported by effective communication of innovations: explaining the benefits, tackling risks and fears of the audiences, and taking innovation closer to the general public.

Innovation & communication experts Marta Palau Franco and Juan Antonio Pavón Losada presented these topics in depth. Also, the recipe for successful innovation communication in robotics in inspection and maintenance was presented by Carlos Matilla Codesal, CEO of FuVeX.

Marta Palau Franco, project officer at euRobotics, working on digital innovation, presented how social context and perception can affect the way we communicate innovative technologies. For example, mentioning the word “drone” in 2014 and in 2022 may not bring the same images to mind to a person. This is due to changes in context and perception around the technology over the years, going from a more military-surveillance use to others such as logistics (e.g. Amazon shipping), entertainment (e.g. drone lights, filming, drone races, etc.), inspection & maintenance, agriculture, etc.

This example emphasizes that intentional engagement with the audience requires a good understanding of the different communication contexts (i.e. social, physical, cultural) and their perception or future expectations of the technology. How can we change someone‘s perception or expectations? We can do that by changing their current references or their interpretation of their prior references.

The people’s perception of innovation might not necessarily correlate with the technological level of innovation. Marta introduced how good and bad communication can create different impressions on the technology. She presented 4 scenarios depending on the level of technological innovation and perception of being innovative (by people) (see the picture below).

The Balanced scenario is where the company’s technological innovation is high and the company is perceived as such. When there is a high level of technological innovation, but the company is not perceived as innovative, we are in the scenario of the Bad communicator. Companies that find themselves in this group should review their communications and marketing strategy and plan. The scenario of the Illusionists presents a company with low technological innovation, but with strong communication and marketing skills.The company manages to raise audience’s expectations, but risks losing the audience’s trust if the technological innovation is not delivered.

To escape the trap of a bad communicator, whose message does not come across to the audience, Marta offered some advice:

  • Be aware of your communication context(s).
  • Do you know what people’s perception of your company and technology is? If the perception is negative, try to change it.
  • Communicate strategically at different stages of technology development. Be flexible and adapt your communication strategy/plan when necessary. If you are in silence for a prolonged period, you are losing attention. Others will be filling in this gap.
  • Listen to feedback provided by your audience and value other perspectives. (e.g., surveys). Burst your bubble, and let in the external input.
  • Look for professional marketing and communications advice when needed. Take it seriously.
  • By communicating about your innovative technology, you are changing the social and cultural context, contributing to smoother (and safer) adoption of your technology.
  • Failure is part of the learning process.

The advice on building trust with stakeholders and communicating in a crisis was suggested by Juan Antonio Pavón Losada, a Project Manager Assistant at PRISMA Lab in the Department of Electrical Engineering and Information Technology at the University of Naples Federico II. Juan is working on the internal and external design and management of European projects’ communication and dissemination.

Juan presented what symptoms define inefficient communication. Firstly, the communication misses the point if it is not consistent and relies on minimal efforts, i.e., “checking the boxes”. In addition, the lack of a defined value proposition (communicating features and activities instead of value) and strategic positioning for the different audiences drives the communication astray from its goal.

How can we solve these mistakes and create efficient communication for inspection and maintenance? Juan has elaborated on the key concepts that are especially relevant in the field of inspection & maintenance. First, the goal of communication is to build relationships, not explain things. Trust, reliability and good reputation are the key goals. In the worst-case scenario, even when an accident happens, if the relationship with stakeholders is firm it will endure the crisis. The trust will absorb the impact of the issue. Also, sufficient attention to communication includes preparation for crisis – identifying who is eligible to speak? What would be the best channel to communicate? What should be the outputs: press release? Press conference? What would be the messages and possible consequences of the messages? Such preparation would help to react quicker and mitigate the crisis.

But, to build trust you need time. That means that the communication about your innovative solution has to be consistent and start early in the process. Apart from this, Juan proposed other tips for effective communication of innovation:

  • To be an engaged listener, know the domain and stakeholders, and learn the domain-specific language.
  • Express yourself clearly & constantly. Communication is like any relationship – don’t expect people to be there to hear you when you have time. Make some time and show up more than once each 6 months.
  • Connect your content to the events happening in the world simultaneously.
  • Get communication professionals to do the work and develop high-quality material.
  • Engage in new collaborations & break the bubble of your organization to receive new inputs.
  • Make intentional language choices and find a balance between technical language and superficial claims without evidence (see the picture below).

Even though robotics in inspection & maintenance seems to be a rather technical and hardly engaging field for the general audience, Juan encouraged the audience to pay substantial attention to communication in their projects. The due attention converts to allocated budget, planning efforts, strategic positioning, and consistency. However, the main idea for the communication in this field revolves around the TRUST, which is built among stakeholders, whether they are tech providers, projects, institutions, developers, politicians, citizens, etc.

FuVex is a practical example of the successful communication of innovative robotics solutions in inspection & maintenance. FuVeX is a start-up whose mission is to replace manned helicopters with long-range drones in power line inspection and other aerial data capture operations. Carlos Matilla Codesal, CEO and co-founder of FuVeX, highlighted the importance of the intent behind the communication – every word must serve to reach the goal, whether it is to raise awareness, attract investment or find clients. In addition, instead of talking about technical details, which might be the most exhilarating on earth for the developers and engineers, the communication must revolve around the problem you solve. In robotics, this problem is not obviously and easily relatable to the general public (compared to, for example, problems in medicine). However, the responsibility to identify this value proposition and story is not on the audience but the one delivering the message. Vanity is not a strategy. Do not get into the trap of doing things because it feels great but is not valuable for the company. If you are communicating to an audience that is neither your customer nor your investor, but it feels great at the end of the day, you are wasting the resources on the things that matter just to your ego.

The next workshop “Policy issues in Robotics for Infrastructure & Maintenance” will be held during the European Robotics Forum in Rotterdam. If you happen to participate in the Forum, you are welcome to join the workshop on June 29th, at 9.50am (CEST). The experts will discuss how AI regulation affects the domain of Robotics for Infrastructure and Maintenance, what direction the policy is moving to and what are the issues in the pan-European legislation.

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