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.

Date of Patent:
Dec. 13, 2022

Filed:

Jun. 05, 2020
Applicant:

Tata Consultancy Services Limited, Mumbai, IN;

Inventors:

Brojeshwar Bhowmick, Kolkata, IN;

Krishnam Madhava Krishna, Hyderabad, IN;

Sriram Nochur Narayanan, Hyderabad, IN;

Gourav Kumar, Hyderabad, IN;

Abhay Singh, Hyderabad, IN;

Siva Karthik Mustikovela, Hyderabad, IN;

Saket Saurav, Hyderabad, IN;

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G05D 1/02 (2020.01); G05D 1/10 (2006.01); G05B 13/02 (2006.01); G05D 1/00 (2006.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G05D 1/0221 (2013.01); G05B 13/027 (2013.01); G05D 1/0088 (2013.01); G05D 1/0214 (2013.01); G05D 1/0248 (2013.01); G05D 1/0255 (2013.01); G05D 1/101 (2013.01); G06N 3/0445 (2013.01); G06N 3/08 (2013.01);
Abstract

The disclosure herein generally relates to the field of autonomous navigation, and, more particularly, to a diverse trajectory proposal for autonomous navigation. The embodiment discloses a hierarchical network based diverse trajectory proposal for autonomous navigation. The hierarchical 2-stage neural network architecture maps the perceived surroundings to diverse trajectories in the form of trajectory waypoints, that an autonomous navigation system can choose to navigate/traverse. The first stage of the disclosed hierarchical 2-stage Neural Network architecture is a Trajectory Proposal Network which generates a set of diverse traversable regions in an environment which can be occupied by the autonomous navigation system in the future. The second stage is a Trajectory Sampling network which predicts a fine-grained trajectory/trajectory waypoint over the diverse traversable regions proposed by Trajectory Proposal Network.


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