Wenxing Liu Hanlin Niu Robert Skilton Joaquin Carrasco
When transferring a Deep Reinforcement Learning (DRL) model from simulation to the real world, the performance could be unsatisfactory since the simulation cannot imitate the real world well in many circumstances. This results in a long period of fine-tuning in the real world. This paper proposes a self-supervised vision-based DRL method that al…
PurchaseWenxing Liu Hanlin Niu Wei Pan Guido Herrmann Joaquin Carrasco
Sim-and-real training is a promising alternative to sim-to-real training for robot manipulations. However, the current sim-and-real training is neither efficient, i.e., slow convergence to the optimal policy, nor effective, i.e., sizeable real-world robot data. Given limited time and hardware budgets, the performance of sim-and-real training is …
PurchaseAlice Cryer Alfie Sargent Fumiaki Abe Paul Dominick Baniqued Ipek Caliskanelli Hasan Kivrak Hanlin Niu Salvador Pacheco-Gutierrez Alexandros Plianos Masaki Sakamoto Tomoki Sakaue Wataru Sato Shu Shirai Yoshimasa Sugawara Harun Tugal Andika Yudha Robert Skilton
The maturation of Virtual Reality software introduces new avenues of nuclear decommissioning research. Digital Mockups are an emerging technology which provide a virtual representation of the environment, objects or processes, supporting the whole lifecycle of product development and operations. This paper provides a survey on currently available s…
PreprintAlice Cryer Alfie Sargent Fumiaki Abe Paul Dominick Baniqued Ipek Caliskanelli Hasan Kivrak Hanlin Niu Salvador Pacheco-Gutierrez Alexandros Plianos Masaki Sakamoto Tomoki Sakaue Wataru Sato Shu Shirai Yoshimasa Sugawara Harun Tugal Myles Verdon Andika Yudha Robert Skilton
The maturation of Virtual Reality software introduces new avenues of nuclear decommissioning research. Digital Mockups are an emerging technology which provide a virtual representation of the environment, objects or processes, supporting the whole lifecycle of product development and operations. This paper provides a survey on currently available …
PreprintS. Pacheco-Gutierrez H. Niu I. Caliskanelli R. Skilton
In robotic teleoperation, the knowledge of the state of the remote environment in real-time is a paramount. Advances in the development of highly accurate 3D cameras able to provide high quality point clouds appear to be a feasible solution for generating live, up-to-date virtual environments. Unfortunately, the exceptional accuracy and high densit…
Preprint Published