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2020Äê7Ôµ½9Ô£¬Ò»¹²ÓÐ5λÓÅÐãµÄÊîÆÚʵϰѧÉú¼ÓÃËʵÑéÊÒ£¬ÕâÒ²ÊÇCRAIÊ·ÉϵÚÒ»ÅúѧÉú¡£ºÏ×÷Íê³ÉÁËÁ½¸öÏîÄ¿£¬ ¹²Í¬Ò»×÷Íê³ÉÁË2ƪ¶¥¼¶ÎÄÕÂͶ¸å»ò²Ý¸å £¨ICRA2020£¬ IEEE Trans on Human-Machine Systems£©£¬ºóÐø¹¤×÷ʵϰÉúÃÇ»áÔÚ2019Äêµ×Íê³É²¢Í¶¸åÔ¼3ƪ¶¥¼¶ÎÄÕ¡£

PI BIO£ºDr. Rui Liu is an assistant professor in the College of Aeronautics and Engineering (CAE), Kent State University, OH. He directed the Cognitive Robotics and AI lab (CRAI). Rui finished postdoc training in Carnegie Mellon University, the Robotics Institute, School of Computer Science, doing research about AI-powered robot cognition. He got the PhD degree in Colorado School of Mines. Before that, He was graduated from Shanghai Jiao Tong University in China and worked as a research engineer in the Chinese Academy of Science. He has finished more than 20 high-impact publications and patents. He currently serves as a committee member or reviewer for more than 15 journals/conferences, including leading AI/robotics conference AAMAS and ICRA. In leading robotics conference IEEE ICRA 2015 and IEEE RO-MAN 2019, his work was nominated as best-paper awards.

Introduction of Kent State University
https://www.kent.edu/cae
Kent State University, a top-ranked national public research university with eight campuses in Northeast Ohio, seeks a dynamic, strategic and collaborative leader to serve as its next president.  Kent State is a global community of learners whose dedication and discipline spark epic thinking, innovation and discoveries that better our world. Ranked in the first-tier list of Best National Universities by U.S. News & World Report, Kent State is experiencing a rising trajectory of distinctiveness and success. More than 38,000 students, more than 6,600 employees and 245,000 alumni form a dedicated and tightly knit university community bound by a common history, and a common pursuit of passion, purpose and excellence. Serving students from throughout Ohio, across the nation and around the globe, Kent State is Ohio¡¯s third-largest university; Northeast Ohio¡¯s leading public research university; and one of the nation¡¯s largest university systems. Kent State¡¯s eight campuses give the university an unparalleled ability to reach and serve the citizens of Northeast Ohio.
The College of Aeronautics and Engineering¡¯s flight training program is recognized by major airlines and the U.S. military as a world-class flight school and one of the best aeronautics programs in the country. Our graduates can be found around the world, and the Kent State University Airport was designated Airport of the Year by the Ohio Aviation Association.


One fully-funded Ph.D. position, Two summer interns and masters, in Cognitive Robotics and AI Lab, Kent State University, USA
Applications are invited for two fully-funded Ph.D. positions and several master and summer interns within the Cognitive Robotics and AI Lab (CRAI) of the College of Aeronautics and Engineering, the Kent State University at Ohio USA, in Spring 2020.
The introductions of the Kent State University and Lab director Dr. Liu are attached at the third page.
Lab Mission
The CRAI Lab is newly established in 2019 by Dr. Liu (homepage https://ruiliurobotics.weebly.com/), aiming to conduct world-class cognitive robotics research -¨C designing the ¡°Mind¡± for robotic and AI systems for seamless cooperation with a human. Robot mind is cognitive models based on AI algorithms, cognitive science and neuroscience. We envision that with cognitive models, robotics can have self-awareness and self-behavior diagnosis, also understand human attention and environmental risk, and can build a trustworthy relation with humans and other robotic systems. The applications include Human-UAVs teaming, daily assistive robots, medical AI systems, and intelligent manufacturing.
Research directions
1. AI-Powered Robot Cognition Modeling.
The combination of artificial intelligence (deep learning, game theory, computer vision) and psychological models, innovative robot learning control methods, understanding people and environment from a human-like perspective, and has independent problem analysis capabilities.
- Trust. The trust between people and robots, robots, so that cooperation is more reliable and flexible, adapt to complex environments.
- Safety/risk awareness. Design security awareness for robotics/AI systems, support secure planning and collaborative approaches.
- Attention and concern. People and robots/AI share attention and communication, and naturally communicate effectively.
- Self-awareness. Self-learning and self-behavior diagnosis.
    -Commonsense learning and sharing.
2. multi-robot/uav systems and UAV Swarm.
Multi-agent reinforcement learning, deep learning, adaptive learning and task planning supported by automatic cybernetics, including ground moving target tracking, ground-air coordination, regional alerting, and rescue under complex landscapes. The research involved has self-correction of cluster behavior, fault-tolerant cluster systems, and the cooperation of people and clusters.
3. Human-computer interaction
Focus on the design of practical human-computer collaboration systems, using machine learning and user behavior research to explain people's intentions and behavioral corrections, and to promote the integration of human and machine systems at the ideological level. The application problems involved are crawling, trajectory planning, and natural communication.
4. AI Transparency.
From the perspective of the robot, analyze the learning focus of the model, the basis of the inference decision, the protection mechanism and the social norms implied by the model, so as to design a safe and reliable robot and AI system.

Research directions 1-4 all involve AI models including GNN, CNN, adversarial learning, GAN, active learning, LSTM, meta-learning, multi-agent reinforcement learning.


Attachment: Summary of summer 2019 internships.
From July to September 2019, a total of 5 outstanding summer intern students joined the lab, which is also the first batch of students in the history of CRAI. The cooperation completed two projects and completed two top-level article submissions or drafts (ICRA2020, IEEE Trans on Human-Machine Systems). The follow-up interns will complete and submit about three top articles by the end of 2019.

Candidate Preference
The Ph.D. students are expected to involve in one or two research directions listed above, with top-tier publication outcomes. Candidates with the following backgrounds are preferred.
1. Highly self-motivated.
2. Master degree (or excellent undergraduate) in Robotics, AI, CS, EE, Control, Mechatronics, Automation or Information Systems.
3. Concrete knowledge on robot control, machine learning (CNN, RNN, DRL, GAN), UAV models and math.
4. Hands-on project experience in robotics, UAV and AI; publications in Robotics and AI will be a plus.
5. Experience in Robot Operation Systems (ROS); Skilled in one programing language: python, matlab or C++.
6. Excellent English in reading, writing and speaking; for internationals, need Good TOEFL and GRE score.

PI BIO
Dr. Liu is an assistant professor in the College of Aeronautics and Engineering (CAE), Kent State University, OH. He directed the Cognitive Robotics and AI lab (CRAI). Rui finished postdoc training in Carnegie Mellon University, the Robotics Institute, School of Computer Science, doing research about AI-powered robot cognition. He got the PhD degree in Colorado School of Mines. Before that, He was graduated from Shanghai Jiao Tong University in China and worked as a research engineer in the Chinese Academy of Science. He has finished more than 20 high-impact publications and patents. He currently serves as a committee member or reviewer for more than 15 journals/conferences, including leading AI/robotics conference AAMAS and ICRA. In leading robotics conference IEEE ICRA 2015 and IEEE RO-MAN 2019, his work was nominated as best-paper awards.
Introduction of Kent State University
https://www.kent.edu/cae
Kent State University, a top-ranked national public research university with eight campuses in Northeast Ohio, seeks a dynamic, strategic and collaborative leader to serve as its next president. Kent State is a global community of learners whose dedication and discipline spark epic thinking, innovation and discoveries that better our world. Ranked in the first-tier list of Best National Universities by U.S. News & World Report, Kent State is experiencing a rising trajectory of distinctiveness and success. More than 38,000 students, more than 6,600 employees and 245,000 alumni form a dedicated and tightly knit university community bound by a common history, and a common pursuit of passion, purpose and excellence. Serving students from throughout Ohio, across the nation and around the globe, Kent State is Ohio¡¯s third-largest university; Northeast Ohio¡¯s leading public research university; and one of the nation¡¯s largest university systems. Kent State¡¯s eight campuses give the university an unparalleled ability to reach and serve the citizens of Northeast Ohio.
The College of Aeronautics and Engineering¡¯s flight training program is recognized by major airlines and the U.S. military as a world-class flight school and one of the best aeronautics programs in the country. Our graduates can be found around the world, and the Kent State University Airport was designated Airport of the Year by the Ohio Aviation Association.
Apply
For anyone interested, please send your cv, transcripts, and any demonstration materials, such as papers, drafts, patents and project reports, as well as short intro of your motivation and career plan to rliu11@kent.edu (Dr. Rui Liu) with email subject ¡°[CRAI phd/master/intern application]¡±. People using template emails will not get replies.
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