2results about How to "Effective establishment" patented technology

The invention provides a process industry soft measurement modeling method for cross-production-line transverse information fusion, and the method is based on an end-to-end neural network model which is formed by connecting a time sequence feature extraction network in a self-encoder form and a regression network in a front-and-back manner. A two-stage soft measurement model training strategy of pre-training-time sequence feature information fusion training is provided, and a performance index soft measurement model is safely, effectively and accurately established on a process industrial production line with insufficient data accumulation by introducing data of the production line with rich data accumulation. Therefore, soft measurement is carried out on some performance indexes which are difficult to directly measure or high in measurement cost in the process industry, and reference and guidance are provided for monitoring, optimizing and controlling various parameters in the production process of the process industry.

This application relates to the field of biomedical sensing and wearable health monitoring technology, and discloses a photoelectrochemical sensing microneedle and its preparation method, monitoring system, and detection method. The sensing microneedle comprises a swellable dual-network hydrogel microneedle matrix, a three-dimensional conductive network composed of high aspect ratio metal nanowires with localized surface plasmon resonance effect, and a semiconductor nanostructure composited on the surface of the metal nanowires to form a Schottky heterojunction. The mechanical constraint of the rigid polymer framework and the high aspect ratio of the metal nanowires synergistically ensure the continuity of the conductive network in the swelled state. Under excitation light irradiation, hot electrons migrate through the built-in electric field of the Schottky junction to the semiconductor surface to generate reactive oxygen free radicals. These free radicals then non-enzymatically catalyze the oxidation of target analytes in the interstitial fluid under zero or low bias voltage, generating a photocurrent signal, thus integrating minimally invasive sampling with in-situ highly selective detection.