US 2025/0028951 A1Published application

Data analysis apparatus and method

AssigneesHyundai Motor Company, Kia Corporation

InventorsJung Hwan Bang, Byeong Wook Jeon

Life of this patent

Estimating the term…

Loading patent…

Abstract

A data analysis apparatus and a method thereof are provided. The data analysis apparatus includes a memory that stores a neural network model and a program instruction and a processor that executes the program instruction. The processor inputs at least one of a first dataset, a second dataset, or any combination thereof to the neural network model, in response to identifying the second dataset obtained during a first specified duration before a time point when the first dataset is obtained. The processor obtains a governing equation corresponding to a portion of a plurality of neurons included in the neural network model. The processor changes the portion of the plurality of neurons included in the neural network model to the governing equation. The processor obtains a third dataset for predicting data during a second specified duration after the time point, from the neural network model.

Claims20

Dependent claims

A data analysis apparatus, comprising:

a memory configured to store a neural network model and a program instruction;
and
a processor configured to:
execute the program instruction;
input at least one of a first dataset, a second dataset, or any combination thereof to the neural network model, in response to identifying the second dataset obtained during a first specified duration before a time point when the first dataset is obtained using at least one of a hardware component included in a vehicle, a software component included in the vehicle, or any combination thereof;
obtain a governing equation corresponding to a portion of a plurality of neurons included in the neural network model, in response to inputting the at least one of the first dataset, the second dataset, or the any combination thereof to the neural network model;
change the portion of the plurality of neurons included in the neural network model to the governing equation, in response to obtaining the governing equation;
and
obtain a third dataset for predicting data during a second specified duration after the time point, from the neural network model, wherein the portion of the plurality of neurons of the neural network model is changed to the governing equation.

6 more elements

A data analysis method, comprising:

inputting at least one of a first dataset, a second dataset, or any combination thereof to a neural network model, in response to identifying the second dataset obtained during a first specified duration before a time point when the first dataset is obtained using at least one of a hardware component included in a vehicle, a software component included in the vehicle, or any combination thereof;
obtaining a governing equation for changing a portion of a plurality of neurons included in the neural network model, in response to inputting the at least one of the first dataset, the second dataset, or the any combination thereof to the neural network model;
changing the portion of the plurality of neurons included in the neural network model to the governing equation, in response to obtaining the governing equation;
and
obtaining a third dataset for predicting data during a second specified duration after the time point, from the neural network model, wherein the portion of the plurality of neurons of the neural network model is changed to the governing equation.

2 more elements

Dependencies are inferred from the claim text.