View source for 18170665. Apparatus for Predicting Traffic Flow on New Road and Method Thereof simplified abstract (Kia Corporation)

=Apparatus for Predicting Traffic Flow on New Road and Method Thereof=


==Organization Name==

[[:Category:Kia Corporation|Kia Corporation]]


[[Category:Kia Corporation]]

==Inventor(s)==

[[:Category:Nam Hyuk Kim of Seoul (KR)|Nam Hyuk Kim of Seoul (KR)]][[Category:Nam Hyuk Kim of Seoul (KR)]]

[[:Category:Sang Wook Kim of Seoul (KR)|Sang Wook Kim of Seoul (KR)]][[Category:Sang Wook Kim of Seoul (KR)]]

[[:Category:Dong Kyu Chae of Seoul (KR)|Dong Kyu Chae of Seoul (KR)]][[Category:Dong Kyu Chae of Seoul (KR)]]

==Apparatus for Predicting Traffic Flow on New Road and Method Thereof - A simplified explanation of the abstract==


This abstract first appeared for US patent application 18170665 titled 'Apparatus for Predicting Traffic Flow on New Road and Method Thereof

==Simplified Explanation==

The embodiment apparatus described in the abstract is a system designed to predict traffic flow on a new road based on a prediction model that has been trained using traffic data corresponding to a default context of the road. The system can then predict traffic flow for various contexts of the new road using this model.

* The apparatus includes a memory, an input device, and a controller.
* The input device receives traffic data for the default context of the new road.
* The controller inputs this data into the prediction model stored in the memory.
* The prediction model has been trained using completed training data.
* The controller then predicts traffic flow for different contexts of the new road based on the model.

== Potential Applications ==
This technology could be applied in various fields such as urban planning, transportation management, and infrastructure development to predict traffic flow on new roads accurately.

== Problems Solved ==
This technology helps in predicting traffic flow on new roads, which can assist in optimizing traffic management, reducing congestion, and improving overall road safety.

== Benefits ==
The benefits of this technology include improved traffic flow predictions, better urban planning, enhanced transportation management, and increased road safety.

== Potential Commercial Applications ==
Potential commercial applications of this technology include selling the system to city planners, transportation departments, and infrastructure development companies to aid in predicting traffic flow on new roads.

== Possible Prior Art ==
One possible prior art could be traditional traffic flow prediction models that may not be as accurate or efficient as the system described in this patent application.

=== Unanswered Questions ===

=== How does the system handle real-time traffic data updates? ===
The abstract does not mention how the system deals with real-time traffic data updates to ensure accurate predictions.

=== What is the accuracy rate of the traffic flow predictions made by the system? ===
The abstract does not provide information on the accuracy rate of the traffic flow predictions generated by the system.


==Original Abstract Submitted==

An embodiment apparatus for predicting traffic flow on a new road includes a memory, an input device, and a controller configured to input traffic data corresponding to a default context of the new road received by the input device to a prediction model stored in the memory, training of which is completed, and to predict a traffic flow corresponding to various contexts of the new road based on the prediction model.



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