Automation and Computerization of (Bio)sensing Systems.
Chamarthi Maheswar RajuDecibel P ElpaPawel L UrbanPublished in: ACS sensors (2024)
Sensing systems necessitate automation to reduce human effort, increase reproducibility, and enable remote sensing. In this perspective, we highlight different types of sensing systems with elements of automation, which are based on flow injection and sequential injection analysis, microfluidics, robotics, and other prototypes addressing specific real-world problems. Finally, we discuss the role of computer technology in sensing systems. Automated flow injection and sequential injection techniques offer precise and efficient sample handling and dependable outcomes. They enable continuous analysis of numerous samples, boosting throughput, and saving time and resources. They enhance safety by minimizing contact with hazardous chemicals. Microfluidic systems are enhanced by automation to enable precise control of parameters and increase of analysis speed. Robotic sampling and sample preparation platforms excel in precise execution of intricate, repetitive tasks such as sample handling, dilution, and transfer. These platforms enhance efficiency by multitasking, use minimal sample volumes, and they seamlessly integrate with analytical instruments. Other sensor prototypes utilize mechanical devices and computer technology to address real-world issues, offering efficient, accurate, and economical real-time solutions for analyte identification and quantification in remote areas. Computer technology is crucial in modern sensing systems, enabling data acquisition, signal processing, real-time analysis, and data storage. Machine learning and artificial intelligence enhance predictions from the sensor data, supporting the Internet of Things with efficient data management.
Keyphrases
- machine learning
- artificial intelligence
- big data
- deep learning
- electronic health record
- ultrasound guided
- high throughput
- endothelial cells
- type diabetes
- healthcare
- metabolic syndrome
- adipose tissue
- high frequency
- working memory
- ms ms
- weight loss
- single cell
- liquid chromatography
- skeletal muscle
- induced pluripotent stem cells
- glycemic control