Company Filing History:
Years Active: 2022-2023
Title: Innovations by Hengyang Lu: Pioneering Methods in Text Classification and Air Quality Prediction
Introduction
Hengyang Lu, an accomplished inventor based in Wuxi, China, has made significant contributions to the fields of data science and environmental protection through his innovative patents. With a total of two patents to his name, Lu's work showcases the intersection of technology and real-world applications.
Latest Patents
Hengyang Lu's most recent inventions include:
1. **Text classification backdoor attack prediction method, system, and device**: This invention presents a novel approach to predicting backdoor attacks in text classification systems. The method involves training a clean model with a clean training set and generating a pseudo label dataset using a positioning label generator. By employing a Sequence-to-Sequence model and multi-task training, the locator model predicts backdoor attack locations in a text sequence dynamically. This process enhances prediction accuracy without the need for manual annotation, showcasing a significant advancement in cybersecurity measures.
2. **Deep spatial-temporal similarity method for air quality prediction**: This patent pertains to environmental protection, introducing a method that effectively combines temporal changes in air pollution with spatial diffusion relationships. By utilizing a long short-term memory (LSTM) network to process air quality monitoring data from various sites, this innovation improves the accuracy of predicting air quality-related indices at target locations. The method integrates meteorological data with spatial-temporal similarities to deliver more reliable environmental forecasts.
Career Highlights
Hengyang Lu is currently associated with Jiangnan University, where he engages in cutting-edge research. His work not only reflects his expertise in data analysis and machine learning but also his commitment to using technology for addressing pressing environmental issues.
Collaborations
During his tenure, Lu has collaborated with notable colleagues including Wei Fang and Jun Sun. These collaborations enhance the depth and breadth of his research, fostering an environment of innovation and discovery.
Conclusion
In summary, Hengyang Lu exemplifies the spirit of innovation in today's technological landscape. With his groundbreaking patents in text classification and air quality prediction, he continues to contribute valuable solutions to both the fields of cybersecurity and environmental management, highlighting the crucial role of inventors in shaping our future.