Rapid Liquid Contaminant Detection System for Industrial and Healthcare Applications

The client faces delays and inefficiencies in detecting contaminants within liquids, traditionally requiring hours or days for analysis. This sluggish process hampers timely decision-making in critical environments such as healthcare facilities and manufacturing plants. They need a reliable, rapid solution capable of delivering contaminant detection in under 5 minutes, integrated with IoT sensors and data processing software to streamline workflows.

A mid-sized enterprise specializing in quality control and safety testing of liquids, seeking to improve analysis speed and accuracy.

• Design and develop a desktop application to control liquid analysis hardware components, including valves and pumps.
• Implement an IoT-based data capture system that processes samples with high throughput, generating approximately 50,000 data points per second.
• Create machine learning algorithms, such as Random Forest classifiers, to characterize particle shapes and identify contaminants rapidly.
• Enable visualization features such as graphs and charts for understanding liquid sample particularities.
• Integrate cloud connectivity for easier interpretation of results and remote device management.
• Ensure the system can detect contaminants within 5 minutes to meet operational speed requirements.
• Develop a cost-effective solution aligned with client budgets and project timelines.

• Control interface for IoT-enabled liquid analysis device (valves, pumps, sensors).
• Real-time data capture at high throughput (~50,000 data points/sec).
• Data filtering and calibration modules for preprocessing samples.
• Machine learning module employing algorithms such as Random Forest to build sample fingerprints, detect, and classify particles as contaminants or benign.
• Graphical dashboards displaying particle shape estimations and sample profiles.
• Cloud integration to facilitate remote access to analysis results and device status.
• Speed optimization to deliver contaminant detection results within 5 minutes.

• IoT sensors and hardware control modules
• Cloud platforms for data storage and remote management
• Data visualization tools for graph/chart display
• Security protocols for device and data protection

• Ability to process approximately 50,000 data points per second.
• Results available within 5 minutes of sample processing.
• Scalable architecture to accommodate increased sample throughput.
• Secure communication protocols for device and data security.
• User-friendly interface for non-technical users, with minimal setup time.

Implementation of this rapid liquid analysis system aims to enable clients to detect contaminants within 5 minutes, dramatically reducing traditional analysis times. This will enhance decision-making speed in critical sectors such as healthcare and manufacturing, improve safety standards, and optimize operational efficiency. The solution's high throughput and cloud integration capabilities are expected to support broader client adoption and improve overall quality control processes.