APPARATUS AND METHOD FOR DETERMINING CARELESS DRIVING
First Claim
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1. An apparatus for determining careless driving, comprising:
- a memory configured to store program instructions; and
a processor configured to execute the program instructions, the program instructions when executed configured to;
collect driving performance data;
generate driving patterns using the collected driving performance data;
store normal driving patterns and careless driving patterns;
detect the careless driving patterns from the driving patterns, based on the normal driving patterns and store the detected careless driving patterns;
decide boundary values between the normal driving patterns and the careless driving patterns using an artificial neural network (ANN) technique;
determine whether the driving patterns within a threshold time unit are the careless driving patterns, based on the decided boundary values; and
store the driving patterns generated within a reference time at a beginning of driving as the normal driving patterns.
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Abstract
An apparatus and a method for determining careless driving are provided and determine more reliable careless driving by generating normal driving patterns using driving performance data for a reference time at the beginning of driving. In addition, careless driving patterns greater than a predetermined number are detected using the normal driving pattern and a boundary between the normal driving and the careless driving is determined using a supervised learning method. The careless driving of the driver is then determined based on the determined boundary.
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Citations
17 Claims
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1. An apparatus for determining careless driving, comprising:
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a memory configured to store program instructions; and a processor configured to execute the program instructions, the program instructions when executed configured to; collect driving performance data; generate driving patterns using the collected driving performance data; store normal driving patterns and careless driving patterns; detect the careless driving patterns from the driving patterns, based on the normal driving patterns and store the detected careless driving patterns; decide boundary values between the normal driving patterns and the careless driving patterns using an artificial neural network (ANN) technique; determine whether the driving patterns within a threshold time unit are the careless driving patterns, based on the decided boundary values; and store the driving patterns generated within a reference time at a beginning of driving as the normal driving patterns. - View Dependent Claims (2, 3, 4, 5, 6, 7)
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8. A method for determining careless driving, comprising:
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collecting, by a controller, driving performance data; storing, by the controller, driving patterns generated within a reference time at a beginning of driving as normal driving patterns; detecting, by the controller, careless driving patterns from the driving patterns, based on the normal driving patterns; determining, by the controller, boundary values between the normal driving patterns and the careless driving patterns using an artificial neural network (ANN) technique; and determining, by the controller, whether driving patterns within a threshold time unit are the careless driving patterns, based on the boundary values. - View Dependent Claims (9, 10, 11, 12)
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13. A non-transitory computer readable medium containing program instructions executed by a controller, the computer readable medium comprising:
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program instructions that collect driving performance data; program instructions that store driving patterns generated within a reference time at a beginning of driving as normal driving patterns; program instructions that detect careless driving patterns from the driving patterns, based on the normal driving patterns; program instructions that determine boundary values between the normal driving patterns and the careless driving patterns using an artificial neural network (ANN) technique; and program instructions that determine whether driving patterns within a threshold time unit are the careless driving patterns, based on the boundary values. - View Dependent Claims (14, 15, 16, 17)
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Specification