Predictive Infrastructure Health Detection Service System

Abstract

The invention presents a predictive system that services a 6G-based sensing infrastructure to monitor the health of critical infrastructure. The system continuously monitors the infrastructure's condition non-contactly by analyzing structural vibrations and RF reflection patterns together. Multi-source data is processed using time-frequency analysis, pattern recognition, and machine learning to detect early signs of deterioration and generate potential risk scenarios. Ultimately, this system offers a continuous, predictive, and decision-supported service model for infrastructure operators.

Description

1 TARIFF Predictive Infrastructure Health Detection Service System Technical Area 5 The invention addresses sensor density, coverage, and predictive gaps in monitoring critical infrastructure. a predictive sensing system that deploys a 6G-based sensing infrastructure to address this issue The system uses structural vibrations and RF reflection patterns together to analyze physical processes. It continuously and non-contactly monitors the condition of the infrastructure. Communication Evaluation of RF signals, which are a natural part of the infrastructure, for detection purposes 10 Thanks to this, wide-area monitoring is provided without the need for additional sensor installation. State of the Art Today, critical infrastructures (for example, telecommunications networks, power plants, transportation) (systems) reliability and performance, operational efficiency and system security in terms of 15 It is of great importance that these infrastructures are continuously monitored and kept in good condition. Various sensors and monitoring systems are used to ensure this. However, current monitoring These methods generally require physical contact, are expensive, have limited coverage, and are not real. These are systems that are inadequate in providing timely data. In current technology, monitoring critical infrastructure typically involves sensors that require physical contact. or is carried out using monitoring systems that provide limited coverage. This Because these types of systems generally require physical contact, infrastructures can be mobile or remote. This makes monitoring in these areas difficult and therefore lacks complete coverage. It does not provide this. In addition, existing systems generally use expensive equipment and This also increases operating costs. Furthermore, it is inadequate in providing real-time data. 25 Because of their location, this makes it difficult to monitor the real-time status of critical infrastructure. The shortcomings prevent existing systems and infrastructures from functioning properly and reliably. This leads to insufficient provision. Another significant shortcoming in current technology is that monitoring systems lack information about the condition of the infrastructure. The problem is that it doesn't provide enough detailed information. Existing systems generally only provide information for a specific 30 We are limited to monitoring parameters, which does not provide a complete picture of the overall condition of the infrastructure. This makes it difficult to understand. This deficiency makes it difficult to detect early signs of infrastructure deterioration. This makes it difficult to detect and intervene in advance, thus compromising system reliability and This leads to negative impacts on operational efficiency. Therefore, current monitoring... The insufficient level of information and detail provided by these methods makes it difficult to maintain the health of the infrastructures. 35 2 insufficient provision negatively impacts the reliability and performance of the systems. This causes it to be affected. As a result, the inadequate coverage provided by current systems and the use of expensive equipment and the ability to provide limited real-time data, infrastructures require continuous and detailed This makes monitoring difficult. These shortcomings mean that the infrastructure of monitoring systems in current technology is 5 This leads to a failure to ensure its reliability and performance, and this situation... Significant challenges in ensuring that infrastructures function in a healthy and reliable manner. This creates problems due to the negative consequences described above and the current solutions. Due to its shortcomings, it has become necessary to make improvements in the relevant technical field. Purpose of the Invention The invention represents a new breakthrough in this field, unlike the structures used in existing technology. The aim is to create a structure with different technical specifications that bring these elements together. The invention aims to improve sensor density, coverage, and prediction in monitoring critical infrastructure. a predictive 15 that deployed a 6G-based sensing infrastructure to address its shortcomings The goal is to provide a sensing system. Another aim of the invention is to combine structural vibrations with RF reflection patterns. It continuously and non-contactly monitors the condition of physical infrastructure. Communication Evaluation of RF signals, which are a natural part of the infrastructure, for detection purposes. Thanks to this, wide-area monitoring is provided without the need for additional sensor installation. 20 Another aim of the invention is time-frequency analysis and pattern recognition of multi-source sensing data. and is processed with machine learning-based predictive models. In structural behavior Small changes are identified as early indicators of deterioration, and these indicators Potential risk scenarios are created by correlating them with historical data. The results obtained... The results are presented in the form of infrastructure health assessment services, so that infrastructure operators 25 and a continuous, predictive and decision-supporting service model for relevant authorities. is being created. To achieve the objectives described above, the invention is used in monitoring critical infrastructure. 6G-based sensing to address sensor density, coverage, and prediction gaps. It is a predictive sensing system that services its infrastructure. 30 The structural and characteristic features and all the advantages of the invention are given in the figures below. Thanks to the detailed explanation written with references to the figures, it becomes clearer. It will be understood. Figures to Help Understand the Invention 35 Figure 1 shows a general representation of the system that is the subject of the invention. 3 Explanation of Part References 10. RF detection and communication infrastructure 20. Structural vibration collection module 30. RF reflection pattern analysis module 40. Multi-source data fusion module 5 50. Feature extraction and anomaly detection module 60. Predictive analysis and risk assessment module 70. Infrastructure health service management module 80. Service interface module 90. Reporting and warning system 10 Detailed Description of the Invention In this detailed explanation, the preferred configurations of the invention are not merely for better understanding the subject. The invention, aimed at facilitating understanding and without imposing any limiting effects, relates to critical infrastructures. To address sensor density, coverage, and prediction deficiencies in monitoring, a 6G-based 15 It offers a predictive sensing system that services the sensing infrastructure. The system is structural. By combining vibrations with RF reflection patterns, the condition of physical infrastructures can be continuously monitored. and observes in a contactless manner. RF is a natural part of the communication infrastructure. By evaluating the signals for detection purposes, there is no need for additional sensor installation. Wide-area monitoring is provided without being detected. 20 In a preferred application of the invention, multi-source sensing data is analyzed in time-frequency fashion. The analysis is processed using pattern recognition and machine learning-based predictive models. Small changes in structural behavior are identified as early indicators of deterioration, and These indicators are correlated with historical data to create potential risk scenarios. The results obtained are presented in the form of infrastructure health sensing services, thus enabling infrastructure 25 A continuous, predictive and decision-supporting service model for businesses and relevant authorities. is being created. In a preferred application of the invention, the RF sensing and communication infrastructure (10) RF signals are transmitted and received back from the medium. Structural Vibration information is obtained by the Structural Vibration Acquisition Module (20) and RF 30 Extraction of reflection patterns by RF Reflection Pattern Analysis Module (30) Vibration and RF data are provided via the Multi-Source Data Fusion Module (40). The merging of data is ensured. Feature Extraction and structural features are extracted from the merged data. Early deterioration is determined by the Anomaly Detection Module (50). Predictive Analysis and Risk Assessment Module (60) 35 based on indicators of risk estimations This is ensured by the Infrastructure Health Service, which provides infrastructure health information. 4 The service outputs are made available by the Management Module (70). Risk reports and are shared via the Service Interface (API) Module (80). Warnings are transmitted through the Reporting and Alert System (90). The operating principle of the system described in the invention is that the 6G-based communication infrastructure also It is based on the principle of being used as a wide-area sensing system. RF Sensing and 5 Signals provided by the Communication Infrastructure (10) are used by the Structural Vibration Collection Module. (20) and the physical condition of the infrastructure through the RF Reflection Pattern Analysis Module (30). It produces data related to this. This data is processed by the Multi-Source Data Fusion Module (40). By integrating them, the real-time behavior of the infrastructure is represented. The resulting holistic dataset is processed by the Feature Extraction and Anomaly Detection Module (50) 10 These are analyzed and deviations from normal structural behavior are identified. These deviations, Future risk assessment by the Predictive Analysis and Risk Assessment Module (60) They are converted into indicators. In the final stage, the Infrastructure Health Service Management Module. (70) provides this information as a service through the Service Interface (80) and Timely notification of relevant stakeholders through the Reporting and Alert System (90) 15 This ensures that the system provides continuous, contactless, and predictive monitoring of infrastructure health. This makes it possible to monitor them.

Claims

REQUESTS 1. Sensor density, coverage, and predictive gaps in monitoring critical infrastructure. a predictive sensing system that deploys a 6G-based sensing infrastructure to address this issue Its characteristic is; • RF 5, which enables the generation and detection of RF signals over 6G-based network components. sensing and communication infrastructure (10), • structural vibration collection module (20) which detects vibration information originating from the infrastructure, • RF reflection pattern analysis, which analyzes environmental and structural reflections of RF signals. module (30), • Multi-source data fusion module (40) which integrates and processes vibration and RF reflection data, 10 • Feature extraction and anomaly detection that identifies unusual changes in structural behavior module (50), • Predictive analysis and risk assessment based on early deterioration indicators evaluation module (60), • Infrastructure health service management module (70), which turns infrastructure health information into a service, 15 • Service interface module that enables the provision of infrastructure health services to external systems. (80), • Reporting and warning system that communicates risk and status information to relevant parties (90), • infrastructure health services through the service interface module (80) to external systems It includes an API module that enables its presentation. 20

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