Crowdsourced failure mode prediction
First Claim
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1. A fleet health monitoring server, comprising:
- a network interface configured to communicatively couple the apparatus to a sensor network of mechanical or acoustic sensors attached to vehicles of a fleet of similar vehicles;
a data store comprising a sensor input profile for vehicles of the fleet, the input profile comprising an aggregation of crowd-sourced sensor inputs into a normal behavior model of the mechanical or acoustic sensors of the sensor network; and
one or more logic elements comprising a data aggregator engine to;
receive an input from a mechanical or acoustic sensor of the sensor network; and
incorporate the input into an input profile associated with the vehicles of the fleet.
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Abstract
In an example, there is disclosed a smart sensor for monitoring a vehicle, including: a sensor array comprising a mechanical input sensor; a network interface; a processor; and one or more logic elements providing a data engine to: collect an vibration input from the mechanical input sensor; and report the data from the mechanical input sensor to a data aggregator via the network interface. There is also disclosed a data aggregation server engine to aggregate and correlate inputs from the smart sensor.
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Citations
25 Claims
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1. A fleet health monitoring server, comprising:
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a network interface configured to communicatively couple the apparatus to a sensor network of mechanical or acoustic sensors attached to vehicles of a fleet of similar vehicles; a data store comprising a sensor input profile for vehicles of the fleet, the input profile comprising an aggregation of crowd-sourced sensor inputs into a normal behavior model of the mechanical or acoustic sensors of the sensor network; and one or more logic elements comprising a data aggregator engine to; receive an input from a mechanical or acoustic sensor of the sensor network; and incorporate the input into an input profile associated with the vehicles of the fleet. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12)
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13. One or more tangible, non-transitory computer-readable storage mediums having stored thereon executable instructions to instruct a processor to:
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access a network interface configured to communicatively couple the processor to a sensor network of mechanical or acoustic sensors attached to vehicles of a fleet of similar vehicles; provide a data store comprising a sensor input profile for vehicles of the fleet, the input profile comprising an aggregation of crowd-sourced sensor inputs into a normal behavior model of the mechanical or acoustic sensors of the sensor network; and provide a data aggregator engine to; receive an input from a mechanical or acoustic sensor of the sensor network; and incorporate the input into an input profile associated with the vehicles of the fleet. - View Dependent Claims (14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24)
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25. A computer-implemented method, comprising:
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accessing a network interface configured to communicatively couple an apparatus to a sensor network of mechanical or acoustic sensors attached to vehicles of a fleet of similar vehicles; providing a data store comprising a sensor input profile for vehicles of the fleet, the input profile comprising an aggregation of crowd-sourced sensor inputs into a normal behavior model of the mechanical or acoustic sensors of the sensor network; and receiving an input from a mechanical or acoustic sensor of the sensor network; and incorporating the input into an input profile associated with the vehicles of the fleet.
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Specification