Bridge Health Monitoring System

AutoSHM - Bridge Health Monitoring System is a real-time health monitoring and data analysis platform for Bridges. The platform monitors the bridge over time using periodically sampled dynamic response measurements from various IoT devices. Inspectors can easily visualize historical data. The platform is analyzing the way inspectors use data to solve problems. The platform provides a powerful bridge health monitoring model based on automated or manually designed machine learning models trained with the bridge’s historical data.

Using this platform, building an anomaly detection model and real-time monitoring for each civil structure is performed in three stages. Initially, IoT sensors embedded in the structure are connected to the platform using MQTT(Message Query Telemetry Transport) protocol and the platform starts collecting the data from each sensor. Then, engineers select the anomaly detection monitoring frequency and annotate the collected historical data to normal and different types of anomalies based on the selected monitoring frequency. On the platform, various feature extraction formulas are implemented from the statistical and frequency domains of the raw data. After the useful features are extracted from the raw data, they are sent to the second stage of the platform. In this stage, engineers select the best model that fits the extracted features among several predefined state-of-the-art anomaly detection models, and the selected model is fine-tuned to achieve higher accuracy. Afterward, the best-trained model is sent to the next stage. In the final stage, the best-trained model predicts the data collected from the sensors at each selected monitoring frequency is normal or one of the predefined anomalies.

Structural Health Monitoring

At AutoSHMTM, we offer comprehensive insights into the stability and well-being of your infrastructure. Our system diligently assesses vital data, highlighting potential weak points. Additionally, in regions susceptible to natural disturbances or high activity, our monitoring capabilities are crucial for maintaining safety and durability.

Sensor Health Status

Utilizing advanced AI-driven algorithms, our predictive model meticulously monitors and evaluates the data flow from each sensor. This continuous assessment ensures that each sensor is operating at its peak performance, promptly identifying any irregularities or deviations. This vigilance not only verifies the health status of each sensor but also guarantees the reliability of the data being collected, enhancing the overall integrity of our monitoring system.

Environmental Analysis

External factors, from temperature fluctuations to varying humidity levels and shifting wind patterns, can exert immense stress, leading to potential wear and tear. Recognizing this, AutoSHMTM has developed a suite of advanced analytical tools tailored to capture and interpret these environmental variables. By closely monitoring temperature variations, assessing ambient humidity, and tracking wind speed and direction, our system provides a thorough understanding of how these elements interact with and influence your structure. With AutoSHM's environmental analysis, you're equipped with a holistic view, enabling you to make informed decisions and maintain the longevity of your infrastructure.

Data Visualization & Analysis

In today's data-driven world, the ability to visualize complex datasets in an intuitive manner is invaluable. AutoSHMTM excels in this area, offering a visually captivating experience through interactive graphs, charts, and heatmaps. These tools make data interpretation simpler, allowing stakeholders to gain immediate insights. Alongside this, our platform archives and analyzes historical data, providing a backdrop against which current patterns can be compared. This dual capability of real-time and historical analysis empowers users to swiftly identify and predict structural anomalies, ensuring structures remain robust and secure for the long haul.

AI-Powered Notifications

The modern infrastructural landscape demands proactive measures rather than reactive solutions. Addressing this, AutoSHMTM has incorporated cutting-edge AI into its notification system. Instead of just notifying users after an event, our platform uses AI to analyze patterns and provide alerts even before potential issues become major concerns. Whether it's an unexpected spike in stress points or a potential vulnerability identified through pattern analysis, our system ensures that stakeholders are not only informed but are also several steps ahead, safeguarding the infrastructure’s integrity.

Predictive Maintenance Recommendations

The age-old adage, "prevention is better than cure," holds even in the realm of infrastructure management. Traditional maintenance methods often relied on scheduled check-ups or reacting to evident issues. AutoSHMTM revolutionizes this approach. Harnessing the power of AI, our system analyzes vast amounts of data to predict when and where maintenance is needed. By offering precise maintenance schedule suggestions and optimal resource allocation advice, AutoSHMTM ensures infrastructures are always at their best. This predictive approach not only reduces downtime but also significantly enhances the longevity and performance of the structure.

Collaborative Features

Infrastructure management isn't a solo endeavor; it requires the synergistic efforts of multiple stakeholders, from engineers to site managers. Recognizing this, AutoSHM™ has incorporated sophisticated collaborative tools into its platform. With multi-user access, teams can simultaneously log in, view, and analyze data, promoting a collective approach to decision-making. Further enhancing its collaborative prowess, our system also features annotation and note-taking capabilities. This allows users to highlight specific data points, share insights, or flag potential issues, ensuring that everyone stays aligned, informed, and engaged in the process.

User-Centric Design

In an age where user experience determines the success of a digital platform, AutoSHM™ stands out with its keen focus on end-user needs. Acknowledging the dynamic nature of infrastructure management, where updates and monitoring often need to happen on the move, we've made our platform mobile-friendly. Whether you're on site, in a meeting, or even traveling, you have complete access to AutoSHM™ right from your mobile device. Beyond mobility, we pride ourselves on our customizable dashboard. Users can tweak, modify, and rearrange visual components to best suit their viewing preferences, ensuring a personalized and efficient monitoring experience every time they log in.