The present invention is a deep learning-based road surface condition monitoring system performed by a computer, comprising: a plurality of individual observation units (100) that measure vibration information generated from a road surface when a vehicle is driven; an individual calculation unit (200) that calculates characteristic values for each individual observation unit (100) through the measured vibration information; and a cluster calculation unit (300) that calculates the degree of abnormality of the road surface after integrating and selecting each of the characteristic values by learning the selected characteristic values through deep learning. Thus, the present invention is to utilize various information such as friction sounds and image tremors so as to acquire vibration information.
본 발명은 컴퓨터에 의해 수행되는 딥러닝 기반의 노면 상태 모니터링 시스템으로서, 차량 주행시 노면에서 발생되는 진동 정보를 측정하는 복수의 개별 관측부(100); 측정된 진동 정보를 통해, 각 개별 관측부(100) 별로 특성값을 연산하는 개별 연산부(200); 및 상기 각 특성값을 통합 및 선택한 후, 선택된 특성값을 딥러닝으로 학습시켜 노면의 비정상 정도를 산출하는 군집 연산부(300)를 포함하는 것을 특징으로 하는 딥러닝 기반의 노면 상태 모니터링 시스템이다.
Deep Learning-based Road Condition Monitoring System and Method
딥러닝 기반의 노면 상태 모니터링 시스템 및 모니터링 방법
2023-06-07
Patent
Electronic Resource
Korean
IPC: | E01C Bau von Straßen, Sportplätzen oder dgl., Decken dafür , CONSTRUCTION OF, OR SURFACES FOR, ROADS, SPORTS GROUNDS, OR THE LIKE / G01H MEASUREMENT OF MECHANICAL VIBRATIONS OR ULTRASONIC, SONIC OR INFRASONIC WAVES , Messen von mechanischen Schwingungen oder Ultraschall-, Schall- oder Infraschallwellen / G01P MEASURING LINEAR OR ANGULAR SPEED, ACCELERATION, DECELERATION OR SHOCK , Messen der Linear- oder Winkelgeschwindigkeit, der Beschleunigung, der Verzögerung oder des Stoßes / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS |
Deep Learning-based Road Condition Monitoring System and Method
European Patent Office | 2023
Road Traffic Condition Monitoring using Deep Learning
IEEE | 2020
|