Mekawy Moataz, Terada Eiji, Inoue Shinji, Sakamoto Yukihiro, Kawakita Jin
National Institute for Materials Science, 1-1, Namiki, Tsukuba 305-0044, Japan.
Chiba Institute of Technology, 2-17-1, Tsudanuma, Chiba 275-0016, Japan.
ACS Omega. 2021 Nov 4;6(45):30818-30825. doi: 10.1021/acsomega.1c05161. eCollection 2021 Nov 16.
Evaluating the presence of a slight amount of water plays a crucial role in practical applications such as the advanced detection of dew condensation and the microdetermination of perspiration and transpiration. For this purpose, we have developed a configuration for the moisture sensor that consists of a microgalvanic cell composed of narrow metal arrays. It is inferred that the output response current arising from this sensor should depend on the geometric parameters (e.g., number, area, volume, etc.) of water droplets attaching on the sensor surface. In this study, the output current was recorded, while the microscopic images of the sensor surface were captured. The droplets on the sensor surface were analyzed manually and by computational image processing with deep learning and ImageJ. The deep learning technique shortened the processing time to 1/1000 of the manual one and was able to match 90-100% of the manual count. The results revealed that the response current increased with the total projected area of droplets bridging the galvanic-coupled arrays on the sensor surface. In addition, a straight line with relatively strong positive correlation was obtained between the response current and the total volume of the bridging droplets. These findings suggested that our sensor can be practically used to estimate the presence of a slight amount of water.
评估微量水的存在对于诸如露凝结的高级检测以及汗液和蒸腾作用的微量测定等实际应用起着至关重要的作用。为此,我们开发了一种用于湿度传感器的配置,该配置由由窄金属阵列组成的微电池构成。据推测,该传感器产生的输出响应电流应取决于附着在传感器表面的水滴的几何参数(例如数量、面积、体积等)。在本研究中,记录了输出电流,同时捕获了传感器表面的微观图像。通过深度学习和ImageJ对传感器表面的水滴进行了手动和计算图像处理分析。深度学习技术将处理时间缩短至手动处理时间的1/1000,并且能够与手动计数的90 - 100%相匹配。结果表明,响应电流随着横跨传感器表面电偶耦合阵列的水滴的总投影面积而增加。此外,在响应电流与桥接水滴的总体积之间获得了具有相对较强正相关性的直线。这些发现表明,我们的传感器可实际用于估计微量水的存在。