Jiayin Guo

Title: Innovations of Jiayin Guo in Environmental Monitoring

Introduction

Jiayin Guo is an accomplished inventor based in Hangzhou, China. He has made significant contributions to the field of environmental monitoring through his innovative patents. With a total of 2 patents, his work focuses on improving the accuracy and efficiency of monitoring systems.

Latest Patents

One of Jiayin Guo's latest patents is a method, device, and medium for predicting flue dust concentration. This invention discloses a method that calculates the flue dust emission amount of each batch of coal fed into a furnace based on hourly coal consumption. It generates a general rule between the data of coal fed into the furnace and the corresponding flue dust emission amount through training a prediction model. This innovation aims to reduce workloads of manual accounting and verification while providing a reference for Continuous Emission Monitoring Systems (CEMS) flue dust monitoring data. Additionally, the use of an Adam algorithm to optimize a Back Propagation Neural Network (BPNN) allows for automatic adjustment of the learning rate for each parameter, enabling fast and efficient training of the prediction model.

Another significant patent is a layout optimization method of water quality monitoring points based on a RF-C-SOM clustering algorithm. This method involves preprocessing collected water quality data and using water quality categories as labels to train a random forest model. The model determines the feature importance of water quality indicators, selects important features, and performs dimensionality reduction on the preprocessed data. The result is a water quality section classification that aids in determining initial weight values for a self-organizing mapping algorithm, ultimately leading to an effective evaluation of water quality indices.

Career Highlights

Jiayin Guo is currently affiliated with Hunan University of Technology and Business, where he continues to advance his research in environmental monitoring technologies. His work has garnered attention for its practical applications in reducing environmental impact and improving monitoring accuracy.

Collaborations

Jiayin collaborates with notable colleagues, including Huan Li and Liang Chen, who contribute to his research endeavors. Their combined expertise enhances the development of innovative solutions in environmental monitoring.

Conclusion

Jiayin Guo's contributions to environmental monitoring through his patents demonstrate his commitment to innovation and sustainability. His work not only addresses current challenges in the field but also paves the way for future advancements.