Educational Qualifications

2018
PhD, Nanyang Technological University, Singapore

2018
PhD, Graz University of Technology, Austria

2013
BSc, Sun Yat-Sen University, China

Academic and Professional Experience

2018 - 2026
Research Fellow/Senior Research Fellow, Fraunhofer Singapore Research Centre, Nanyang Technological University

Selected Publications

  • Hou Yining, Ma Yue, Liang Shuang, Liu Yisi, Lan Zirui, "The application of neuroscience technology in human assist devices", Frontiers in Neuroscience, vol. 19, pp. 1589378, 2025.
  • Lan Zirui, Choong Wei Herng, Kao Ching-Yu, Wang Yi, Dehm Mathias, Sperl Philip, Böttinger Konstantin, Kasper Michael, "CARLA-based Adversarial Attack Assessment on Autonomous Vehicles", NDSS Symposium on Vehicles Security and Privacy, 2024.
  • Cui Jian, Lan Zirui, Liu Yisi, Li Ruilin, Li Fan, Sourina Olga, Müller-Wittig Wolfgang, "A compact and interpretable convolutional neural network for cross-subject driver drowsiness detection from single-channel EEG", Methods, vol. 202, pp. 173–184, 2022.
  • Cui Jian, Lan Zirui, Sourina Olga, Müller-Wittig Wolfgang, "EEG-based cross-subject driver drowsiness recognition with an interpretable convolutional neural network", IEEE Transactions on Neural Networks and Learning Systems, vol. 34, no. 10, pp. 7921–7933, 2022.
  • Tschoerner Benedikt, Li Fan, Lan Zirui, Liu Yisi, Lim Wei Lun, Cui Jian, Wong Yu Lian, Kho Kevin, Lee Vincent, Sourina Olga, "Human factors evaluation in VR-based shunting training", The Visual Computer, vol. 37, no. 12, pp. 3063–3076, 2021.
  • Cui Jian, Lan Zirui, Zheng Tianhu, Liu Yisi, Sourina Olga, Wang Lipo, Müller-Wittig Wolfgang, "Subject-independent drowsiness recognition from single-channel EEG with an interpretable CNN-LSTM model", 2021 International Conference on Cyberworlds (CW), pp. 201–208, 2021.
  • Liu Yisi, Lan Zirui, Tschoerner Benedikt, Virdi Satinder Singh, Li Fan, Cui Jian, Sourina Olga, Zhang Daniel, Müller-Wittig Wolfgang, "VR-based Training on Handling LNG Related Emergency in the Maritime Industry", 2021 International Conference on Cyberworlds (CW), pp. 159–165, 2021.
  • Liu Yisi, Lan Zirui, Cui Jian, Krishnan Gopala, Sourina Olga, Konovessis Dimitrios, Ang Hock Eng, Mueller-Wittig Wolfgang, "Psychophysiological evaluation of seafarers to improve training in maritime virtual simulator", Advanced Engineering Informatics, vol. 44, pp. 101048, 2020.
  • Lan Zirui, Liu Yisi, Sourina Olga, Wang Lipo, Scherer Reinhold, Müller-Putz Gernot, "SAFE: An EEG dataset for stable affective feature selection", Advanced Engineering Informatics, vol. 44, pp. 101047, 2020.
  • Liu Yisi, Lan Zirui, Cui Jian, Sourina Olga, Müller-Wittig Wolfgang, "Inter-subject transfer learning for EEG-based mental fatigue recognition", Advanced Engineering Informatics, vol. 46, pp. 101157, 2020.
  • Liu Yisi, Lan Zirui, Tschoerner Benedikt, Virdi Satinder Singh, Cui Jian, Li Fan, Sourina Olga, Zhang Daniel, Chai David, Müller-Wittig Wolfgang, "Human factors assessment in VR-based firefighting training in maritime: A pilot study", 2020 International Conference on Cyberworlds (CW), pp. 157–163, 2020.
  • Li Ruilin, Lan Zirui, Cui Jian, Sourina Olga, Wang Lipo, "EEG-based recognition of driver state related to situation awareness using graph convolutional networks", 2020 International Conference on Cyberworlds (CW), pp. 180–187, 2020.
  • Liu Yisi, Trapsilawati Fitri, Lan Zirui, Sourina Olga, Johan Henry, Li Fan, Chen Chun-Hsien, Mueller-Wittig Wolfgang, "Human factors evaluation of ATC operational procedures in relation to use of 3D display", International Conference on Applied Human Factors and Ergonomics, pp. 715–726, 2019.
  • Liu Yisi, Lan Zirui, Cui Jian, Sourina Olga, Müller-Wittig Wolfgang, "EEG-based cross-subject mental fatigue recognition", 2019 International Conference on Cyberworlds (CW), pp. 247–252, 2019.
  • Liu Yisi, Lan Zirui, Trapsilawati Fitri, Sourina Olga, Chen Chun-Hsien, Müller-Wittig Wolfgang, "EEG-based human factors evaluation of air traffic control operators (ATCOs) for optimal training", 2019 International Conference on Cyberworlds (CW), pp. 253–260, 2019.
  • Liu Yisi, Li Fan, Tang Lin Hei, Lan Zirui, Cui Jian, Sourina Olga, Chen Chun-Hsien, "Detection of humanoid robot design preferences using EEG and eye tracker", 2019 International Conference on Cyberworlds (CW), pp. 219–224, 2019.
  • Lan Zirui, Sourina Olga, Wang Lipo, Scherer Reinhold, Müller-Putz Gernot R, "Domain adaptation techniques for EEG-based emotion recognition: a comparative study on two public datasets", IEEE Transactions on Cognitive and Developmental Systems, vol. 11, no. 1, pp. 85–94, 2018.
  • Liu Yisi, Lan Zirui, Khoo Han Hua Glenn, Li King Ho Holden, Sourina Olga, Mueller-Wittig Wolfgang, "EEG-based evaluation of mental fatigue using machine learning algorithms", 2018 International Conference on Cyberworlds (CW), pp. 276–279, 2018.
  • Lan Zirui, Sourina Olga, Wang Lipo, Liu Yisi, Scherer Reinhold, Müller-Putz Gernot R, "Stable feature selection for EEG-based emotion recognition", 2018 International Conference on Cyberworlds (CW), pp. 176–183, 2018.
  • Liu Yisi, Lan Zirui, Sourina Olga, Liew Hui Ping, Krishnan Gopala, Konovessis Dimitrios, Ang Hock Eng, "EEG-based cadets training and performance assessment system in maritime virtual simulator", 2018 International Conference on Cyberworlds (CW), pp. 214–220, 2018.
  • Lan Zirui, Sourina Olga, Wang Lipo, Scherer Reinhold, Müller-Putz Gernot, "Unsupervised feature learning for EEG-based emotion recognition", 2017 International Conference on Cyberworlds (CW), pp. 182–185, 2017.
  • Lan Zirui, Sourina Olga, Wang Lipo, Liu Yisi, "Real-time EEG-based emotion monitoring using stable features", The Visual Computer, vol. 32, no. 3, pp. 347–358, 2016.
  • Hou Xiyuan, Liu Yisi, Lim Wei Lun, Lan Zirui, Sourina Olga, Mueller-Wittig Wolfgang, Wang Lipo, "CogniMeter: EEG-based brain states monitoring", Transactions on Computational Science XXVIII: Special Issue on Cyberworlds and Cybersecurity, pp. 108–126, 2016.
  • Lan Zirui, Müller-Putz Gernot R, Wang Lipo, Liu Yisi, Sourina Olga, Scherer Reinhold, "Using Support Vector Regression to estimate valence level from EEG", 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 2558–2563, 2016.
  • Lan Zirui, Liu Yisi, Sourina Olga, Wang Lipo, "Real-time EEG-based user's valence monitoring," 2015 10th International Conference on Information, Communications and Signal Processing (ICICS), pp. 1–5, 2015.
  • Lan Zirui, Sourina Olga, Wang Lipo, Liu Yisi, "Stability of features in real-time EEG-based emotion recognition algorithm", 2014 International Conference on Cyberworlds, pp. 137–144, 2014.

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