Dr.-Ing. Xiang Xie
- 31.01.2023
- Artificial Intelligence for Spectral Analysis: a Comprehensive Framework
- Group: Prof. Stork
- Phone: +49 721 608-42499
- xiang xie ∂does-not-exist.kit edu
Engesserstr. 5
76131 Karlsruhe
Dr.-Ing. Xiang Xie
Curriculum Vitae
- Bachelor degree in mechatronics from Tongji University, Shanghai
- Bachelor thesis: Design and implementation of a stand-alone software for automated analysis and display of measurement data at VW AG in Wolfsburg, Germany
- Master studies in electrical engineering and information technology at KIT
- Master thesis: Evaluation and optimization of the filter approach for feature selection based on evaluation data sets
- Research associate at ITIV since July 2019
- PhD finished in January 2023: "Artificial Intelligence for Spectral Analysis: a Comprehensive Framework"
Supervised completed student theses (selection)
- MA: "Conception and Optimization of an X-Ray Flouresence based Thickness and Concentration Measurement Method of Coating using Neural Networks and Meta Learning Techniques"
- MA: "Implementation, Optimization and Evaluation of a Feature Selection Method with Evolutionary Algorithm".
- MA: "Application of Reinforcement Learning Algorithms in Spectral Analysis".
- MA: "Implementation and Evaluation of Deep Reinforcement Learning Algorithms and their Ability to Generalize in a Virtual Environment".
- MA: "Implementation and Evaluation of a Recommender System based on Multi-Label Classication Algorithms for the Identication of Composition of Unknown Alloys"
- MA: "Feature-Selection-Based Iterative Pruning for Neural Network Compression".
- MA: "Automatic Calibration of Neural-Network-Based X-Ray fluorescence Analysis Using Meta-Learning Techniques"
- MA: "Adaptation and Extension of Deep Reinforcement Learning Algorithms for Applicability to a TurtleBot3"