UNDERWATER VEHICLES WITH IMPROVED EFFICIENCY OVER A RANGE OF VELOCITIES

Patent №

US 8,548,656

Granted

2013-10-01

Filed 2010

Owner

Lab

AI components

3

ml · planning · hardware

Assignment

None on record

Dataset

AIPD

2023_r1 edition

Application

12824184

An autonomous underwater vehicle (AUV) uses a model of propulsive efficiency to achieve high values of propulsive efficiency over a range of forward velocities, giving a lowered energy drain on the battery. Externally monitored information, such as that on flow velocity, is conveyed to an apparatus residing in the vehicle's control unit, which in turn signals the locomotive unit to adopt kinematics, such as fin frequency and amplitude, associated with optimal propulsion efficiency. In an embodiment, the model of propulsive efficiency is generated from a multilayer perception neural network model using data from aquatic species, such as undulatory fin propulsion in the knifefish (Xenomystus nigri), and a sensitivity analysis is used to lower the number of required inputs. Power savings could protract vehicle operational life and/or provide more power to other functions, such as communications.

Machine learningPlanningAI hardwareG06N 3/08B63H 21/213G05D 1/0206G06F 30/20G06F 30/27G06N 3/04G06N 3/0499G06N 3/084+3 more

AI classification

Machine learning1.00
AI hardware1.00
Planning0.90
Knowledge representation0.01
Natural language0.00
Evolutionary computation0.00
Vision0.00
Speech0.00
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