To chain or not to chain: A reinforcement learning approach for blockchain-enabled IoT monitoring applications

作者: Naram Mhaisen , Noora Fetais , Aiman Erbad , Amr Mohamed , Mohsen Guizani

DOI: 10.1016/J.FUTURE.2020.04.035

关键词:

摘要: … To tackle this random environment, we adopt a Reinforcement Learning (RL) approach. RL … with smart contracts. The agent is trained using reinforcement learning approaches with a …

参考文章(44)
Diederik P. Kingma, Jimmy Ba, Adam: A Method for Stochastic Optimization arXiv: Learning. ,(2014)
A.G. Barto, R.S. Sutton, Reinforcement Learning: An Introduction ,(1988)
Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A Rusu, Joel Veness, Marc G Bellemare, Alex Graves, Martin Riedmiller, Andreas K Fidjeland, Georg Ostrovski, Stig Petersen, Charles Beattie, Amir Sadik, Ioannis Antonoglou, Helen King, Dharshan Kumaran, Daan Wierstra, Shane Legg, Demis Hassabis, None, Human-level control through deep reinforcement learning Nature. ,vol. 518, pp. 529- 533 ,(2015) , 10.1038/NATURE14236
Konstantinos Christidis, Michael Devetsikiotis, Blockchains and Smart Contracts for the Internet of Things IEEE Access. ,vol. 4, pp. 2292- 2303 ,(2016) , 10.1109/ACCESS.2016.2566339
Yoshua Bengio, Ian Goodfellow, Aaron Courville, None, Deep Learning MIT Press. ,(2016)
Huizhen Yu, Ashique Rupam Mahmood, Richard S. Sutton, On Generalized Bellman Equations and Temporal-Difference Learning canadian conference on artificial intelligence. ,vol. 19, pp. 3- 14 ,(2017) , 10.1007/978-3-319-57351-9_1
Qi Xia, Emmanuel Boateng Sifah, Kwame Omono Asamoah, Jianbin Gao, Xiaojiang Du, Mohsen Guizani, MeDShare: Trust-Less Medical Data Sharing Among Cloud Service Providers via Blockchain IEEE Access. ,vol. 5, pp. 14757- 14767 ,(2017) , 10.1109/ACCESS.2017.2730843
Jianbin Gao, Kwame Omono Asamoah, Emmanuel Boateng Sifah, Abla Smahi, Qi Xia, Hu Xia, Xiaosong Zhang, Guishan Dong, GridMonitoring: Secured Sovereign Blockchain Based Monitoring on Smart Grid IEEE Access. ,vol. 6, pp. 9917- 9925 ,(2018) , 10.1109/ACCESS.2018.2806303
Hubert Ritzdorf, Karl Wust, Arthur Gervais, Guillaume Felley, Srdjan Capkun, TLS-N: Non-repudiation over TLS Enablign Ubiquitous Content Signing. network and distributed system security symposium. ,(2018) , 10.14722/NDSS.2018.23272
Ana Reyna, Cristian Martín, Jaime Chen, Enrique Soler, Manuel Díaz, On blockchain and its integration with IoT. Challenges and opportunities Future Generation Computer Systems. ,vol. 88, pp. 173- 190 ,(2018) , 10.1016/J.FUTURE.2018.05.046