Middleware Platform for Distributed Applications Incorporating Robots, Sensors and the Cloud

作者: Elias De Coninck , Steven Bohez , Sam Leroux , Tim Verbelen , Bert Vankeirsbilck

DOI: 10.1109/CLOUDNET.2016.23

关键词:

摘要: Cyber-physical systems (CPS) in the factory of thefuture will consist cloud-hosted software governing an agileproduction process that is executed by mobile robots and thatis controlled analyzing data from a vast number ofsensors. CPSs thus operate on distributed production floorinfrastructure set-up continuously changes with eachnew manufacturing task. In this paper, we present our OSGibasedmiddleware abstracts deployment servicebasedCPS components platformcomprising robots, actuators, sensors cloud. Moreover, middleware provides specific support to develop componentsbased artificial neural networks, technique recentlybecame very popular for sensor analytics robot control. We demonstrate system where takes actions based onthe input its vicinity.

参考文章(23)
Sam Leroux, Steven Bohez, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt, Resource-constrained classification using a cascade of neural network layers international joint conference on neural network. pp. 1- 7 ,(2015) , 10.1109/IJCNN.2015.7280601
Kostas Bekris, Rahul Shome, Athanasios Krontiris, Andrew Dobson, Cloud Automation: Precomputing Roadmaps for Flexible Manipulation IEEE Robotics & Automation Magazine. ,vol. 22, pp. 41- 50 ,(2015) , 10.1109/MRA.2015.2401291
Dmitry Berenson, Pieter Abbeel, Ken Goldberg, A robot path planning framework that learns from experience international conference on robotics and automation. pp. 3671- 3678 ,(2012) , 10.1109/ICRA.2012.6224742
Jelle Nelis, Tom Verschueren, Dieter Verslype, Chris Develder, DYAMAND: DYnamic, Adaptive MAnagement of Networks and Devices 37th Annual IEEE Conference on Local Computer Networks. pp. 192- 195 ,(2012) , 10.1109/LCN.2012.6423604
Javier Salmeron-Garcia, Pablo Inigo-Blasco, Fernando Diaz-del-Rio, Daniel Cagigas-Muniz, A Tradeoff Analysis of a Cloud-Based Robot Navigation Assistant Using Stereo Image Processing IEEE Transactions on Automation Science and Engineering. ,vol. 12, pp. 444- 454 ,(2015) , 10.1109/TASE.2015.2403593
L. Riazuelo, Javier Civera, J.M.M. Montiel, C2TAM: A Cloud framework for cooperative tracking and mapping Robotics and Autonomous Systems. ,vol. 62, pp. 401- 413 ,(2014) , 10.1016/J.ROBOT.2013.11.007
Tara N. Sainath, Brian Kingsbury, George Saon, Hagen Soltau, Abdel-rahman Mohamed, George Dahl, Bhuvana Ramabhadran, Deep Convolutional Neural Networks for Large-scale Speech Tasks Neural Networks. ,vol. 64, pp. 39- 48 ,(2015) , 10.1016/J.NEUNET.2014.08.005
Abdelghani Chibani, Yacine Amirat, Samer Mohammed, Eric Matson, Norihiro Hagita, Marcos Barreto, Ubiquitous robotics: Recent challenges and future trends Robotics and Autonomous Systems. ,vol. 61, pp. 1162- 1172 ,(2013) , 10.1016/J.ROBOT.2013.04.003
Steven Bohez, Elias De Coninck, Tim Verbelen, Pieter Simoens, Bart Dhoedt, Enabling component-based mobile cloud computing with the AIOLOS middleware adaptive and reflective middleware. pp. 2- ,(2014) , 10.1145/2677017.2677019
Jürgen Schmidhuber, Deep learning in neural networks Neural Networks. ,vol. 61, pp. 85- 117 ,(2015) , 10.1016/J.NEUNET.2014.09.003