The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Mar. 24, 2026
Filed:
Nov. 28, 2023
Dell Products, L.p., Round Rock, TX (US);
Pankaj Pande, Carlingford, AU;
Jeffrey Scott Vah, Round Rock, TX (US);
Morgan Kelley, Austin, TX (US);
Dell Products L.P., Round Rock, TX (US);
Abstract
Self-healing and distributed proxy deployment utilizing a decentralized network and reinforcement learning is presented herein. A system receives, from respective decentralized proxy nodes of a group of decentralized proxy nodes of a network, information representing a present network state of the network corresponding to respective point-to-point (P2P) communication links between the respective decentralized proxy nodes; and based on the present network state, employs a Q-learning-based reinforcement learning process for optimization, associated with a future network state of the network, of a selection of decentralized proxy nodes to be included in the group of decentralized proxy nodes, a distribution of the selection of decentralized proxy nodes within a network topology of the network, and a load balancing, among the selection of decentralized proxy nodes, of network traffic corresponding to the respective P2P communication links.