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5. Multi-scale Digital Twin: Developing a fast and physics-informed surrogate model for groundwater contamination with uncertain climate models

Author

Wang, Lijing, Kurihana, Takuya, Meray, Aurelien, Mastilovic, Ilijana, Praveen, Satyarth, Xu, Zexuan, Memarzadeh, Milad, Lavin, Alexander, and Wainwright, Haruko

Subjects
Physics - Geophysics, Computer Science - Artificial Intelligence
Abstract

Soil and groundwater contamination is a pervasive problem at thousands of locations across the world. Contaminated sites often require decades to remediate or to monitor natural attenuation. Climate change exacerbates the long-term site management problem because extreme precipitation and/or shifts in precipitation/evapotranspiration regimes could re-mobilize contaminants and proliferate affected groundwater. To quickly assess the spatiotemporal variations of groundwater contamination under uncertain climate disturbances, we developed a physics-informed machine learning surrogate model using U-Net enhanced Fourier Neural Operator (U-FNO) to solve Partial Differential Equations (PDEs) of groundwater flow and transport simulations at the site scale.We develop a combined loss function that includes both data-driven factors and physical boundary constraints at multiple spatiotemporal scales. Our U-FNOs can reliably predict the spatiotemporal variations of groundwater flow and contaminant transport properties from 1954 to 2100 with realistic climate projections. In parallel, we develop a convolutional autoencoder combined with online clustering to reduce the dimensionality of the vast historical and projected climate data by quantifying climatic region similarities across the United States. The ML-based unique climate clusters provide climate projections for the surrogate modeling and help return reliable future recharge rate projections immediately without querying large climate datasets. In all, this Multi-scale Digital Twin work can advance the field of environmental remediation under climate change., Comment: 5 pages, 2 figures, 1 table, Machine Learning and the Physical Sciences workshop, NeurIPS 2022

Published
2022

6. Comprehensive Effectiveness Evaluation Based on the Military Mission Key Operational Effectiveness Index

Author

Xu, Haixin, Wang, Lijing, Wang, JiFeng, Chen, Weixu, Li, Jiatong, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Long, Shengzhao, editor, Dhillon, Balbir S., editor, and Ye, Long, editor

Published
2024
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7. 1D-CNN Based Multi-label Aircraft Electrical Signal Classification Method

Author

Wu, Chuangui, Wan, Wan, Shi, Xiumei, Liu, Jingyi, Zhang, Jingcheng, Li, Ke, Wang, Lijing, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Long, Shengzhao, editor, Dhillon, Balbir S., editor, and Ye, Long, editor

Published
2024
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8. Autonomous Unmanned Vehicle Automatic Visual Tracking Based on SLAM and YOLO Algorithm

Author

Qu, Xiaolei, Wang, Jiaxing, Zhang, Xiulin, Feng, Xinyu, Du, Yang, Li, Ke, Wang, Lijing, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Long, Shengzhao, editor, Dhillon, Balbir S., editor, and Ye, Long, editor

Published
2024
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9. Deep Domain Adaptation by Joint Multi-order Domain Distribution Difference

Author

Wu, Chuangui, Wan, Wan, Shi, Xiumei, Wang, Donghao, Liu, Jingyi, Li, Ke, Wang, Lijing, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Long, Shengzhao, editor, Dhillon, Balbir S., editor, and Ye, Long, editor

Published
2024
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10. Design and Simulation Verification of an Auditory and Visual Channel Integrated Alarm Intervention Strategy for Pilots’ Abnormal Cognitive States

Author

Li, Runhao, Wang, Xiaolong, Liu, Qi, Zou, Jiaying, Sun, Gang, Chen, Yonghong, Wang, Lijing, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Long, Shengzhao, editor, Dhillon, Balbir S., editor, and Ye, Long, editor

Published
2024
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11. Strategies and Mechanisms for Enhancing Pilot Safety Attitudes: The Multiple Roles of Psychological Resilience and Cognitive Flexibility

Author

Wang, Lijing, Zhao, Yanzeng, Xu, Haixin, Luo, Pengyu, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Long, Shengzhao, editor, Dhillon, Balbir S., editor, and Ye, Long, editor

Published
2024
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12. Changes of the exotropia deviation in children with basic type of intermittent exotropia before and after monocular occlusion test

Author

Liu Yurong, Liu Yangzi, Sun Siyu, and Wang Lijing

Subjects
intermittent exotropia, monocular occlusion test, exotropia deviation, Ophthalmology, RE1-994
Abstract

AIM: To compare the changes of exotropia deviation in children with basic type of intermittent exotropia before and after monocular occlusion test.METHODS: Prospective clinical study. A total of 258 children with basic type of intermittent exotropia who underwent strabismus correction in our hospital from July 2021 to September 2022 were selected, including 122 males and 136 females, aged from 5 to 12 years, with an average age of 8.0±3.1 years. The exotropia deviation was measured at distance(6 m)and near(33 cm)fixation by prism alternating occlusion method, and the exotropia deviation was checked again after covering the non-dominant eyes of children for 40 min.RESULTS: Before and after the monocular occlusion test, the exotropia deviation at distance(6 m)fixation was 28.23△±10.79△ and 29.79△±10.85△, respectively(t=-0.903, P=0.368), while the exotropia deviation at near(33 cm)fixation was 33.14△±8.89△ and 36.90△±10.76△, respectively(t=-2.377, P=0.019).CONCLUSIONS: Monocular occlusion test has a great impact on the exotropia deviation at near(33 cm)fixation in children with basic type of intermittent exotropia before surgery. It can expose the maximum exotropia deviation, reduce the rate of undercorrection after strabismus surgery, and provide a reliable surgical plan.

Published
2024
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17. List of contributors

Author

Abou Taleb, Marwa, primary, Adamu, Biruk Fentahun, additional, Ammayappan, L., additional, Barani, Hossein, additional, Basak, S., additional, Baskan-Bayrak, Havva, additional, Devi, Laimayum Jogeeta, additional, Dubey, Iti, additional, El-Sayed, Hosam, additional, Fadakar Sarkandi, Aida, additional, Gopalakrishnan, M., additional, Grewal, Sumeet, additional, Haji, Aminoddin, additional, Harland, Duane P., additional, Heliopoulos, Nikolaos S., additional, Honaramiz Fahim, Negar, additional, Jha, N.K., additional, Jose, Seiko, additional, Kadam, Vinod, additional, Karakas, Hale, additional, Kasaw, Esubalew, additional, Khosravi, Fereshteh, additional, Kilinc, Mehmet, additional, Kilinc, Nur, additional, Komporozos, George A., additional, Korkmaz, Gursel, additional, Kut, Dilek, additional, Lebedytė, Milda, additional, Maleki, Homa, additional, Mianehro, Ali, additional, Montazer, Majid, additional, Mowafi, Salwa, additional, Ozek, Hikmet Ziya, additional, Papageorgiou, Sergios K., additional, Parker, Kim L., additional, Plowman, Jeffrey E., additional, Prabhu, G.T.V., additional, Prasad, G. Krishna, additional, Rajna, Salim, additional, Rani, Sushma, additional, Richena, Marina, additional, Rose, Neelam M., additional, Saini, Hemraj, additional, Saravanan, D., additional, Senthilkumar, T., additional, Shaid, Abu, additional, Siddiqui, Muhammad Owais Raza, additional, Sun, Danmei, additional, Surjit, R., additional, Tadesse, Melkie Getnet, additional, Verma, Kamakshi, additional, Verma, Pratishtha, additional, Wang, Lijing, additional, and Yadav, Saroj, additional

Published
2024
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18. The mechanisms linking perceived stress to pilots’ safety attitudes: a chain mediation effect of job burnout and cognitive flexibility

Author

Zhao Yanzeng, Zhu Keyong, Cai Hongmin, Liu Ziyu, Luo Pengyu, and Wang Lijing

Subjects
perceived stress, safety attitudes, job burnout, cognitive flexibility, pilots, mediation effect, Public aspects of medicine, RA1-1270
Abstract

IntroductionPilots’ safety attitude is crucial for aviation safety. Current research shows a correlation between perceived stress and safety attitude, yet the mechanism underlying this association remains unclear. Against the backdrop of heightened attention to pilots’ stress, this study aims to thoroughly explore the inherent connection between pilot safety attitudes and their perceived stress, offering targeted insights into preventing and addressing safety attitude issues arising from pilot stress.MethodsThrough path analysis of questionnaire data from 106 civil aviation pilots in China, this study systematically investigates the roles of job burnout and cognitive flexibility in the relationship between perceived stress and safety attitude. The study reveals the chain-mediated mechanism of these two factors.ResultsThe results demonstrate a significantly negative correlation between pilots’ perceived stress and safety attitude, with cognitive flexibility and job burnout fully mediating this relationship, and cognitive flexibility affecting job burnout. A detailed analysis of the three dimensions of job burnout reveals varying impacts of emotional exhaustion, depersonalization, and reduced personal accomplishment on the aforementioned path. The research model exhibits a good fit (GFI=0.902), providing new theoretical perspectives on the association between pilots’ perceived stress and safety attitude.DiscussionThe findings offer practical implications for improving pilots’ safety attitude by proposing targeted measures to alleviate the adverse impacts of perceived stress on safety attitude, thereby promoting aviation safety.

Published
2024
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35. Immediate and long-term outcomes after treat-all among people living with HIV in China: an interrupted time series analysis

Author

Wu, Xinsheng, Wu, Guohui, Ma, Ping, Wang, Rugang, Li, Linghua, Sun, Yinghui, Xu, Junjie, Li, Yuwei, Zhang, Tong, Li, Quanmin, Yang, Yuecheng, Wang, Lijing, Xin, Xiaoli, Qiao, Ying, Fang, Bingxue, Lu, Zhen, Zhou, Xinyi, Chen, Yuanyi, Liu, Qi, Fu, Gengfeng, Wei, Hongxia, Huang, Xiaojie, Su, Bin, Wang, Hui, and Zou, Huachun

Published
2023
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39. NF-κB Activator 1 downregulation in macrophages activates STAT3 to promote adenoma-adenocarcinoma transition and immunosuppression in colorectal cancer

Author

Wang, Shunyi, Kuai, Yihe, Lin, Simin, Li, Li, Gu, Quliang, Zhang, Xiaohan, Li, Xiaoming, He, Yajun, Chen, Sishuo, Xia, Xiaoru, Ruan, Zhang, Lin, Caixia, Ding, Yi, Zhang, Qianqian, Qi, Cuiling, Li, Jiangchao, He, Xiaodong, Pathak, Janak L., Zhou, Weijie, Liu, Side, Wang, Lijing, and Zheng, Lingyun

Published
2023
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40. A Derivation of Classical Orthogonal Polynomials using Generalized Vandermonde Determinants

Author

Wang, Lijing

Subjects
Mathematics - Rings and Algebras, Mathematical Physics, Mathematics - Functional Analysis, Primary 15B05, 42C05, Secondary 15A63, 15A75
Abstract

We present a derivation of classical Hermite, Laguerre, and Jacobi orthogonal polynomials directly through the Gram-Schmidt orthogonization process. The derivation uses certain generalized Vandermonde determinants with entries defined by Gamma and Beta functions. We also provide a geometric formulation of Gram-Schmidt orthogonalization using the Hodge star operator.

Published
2021

41. Pancytopenia as an initial manifestation of hypothyroidism: a case report

Author

Wang Lijing, Chen Li, Tong Zhouxin, Cai Huili, Guo Jingming

Subjects
hypothyroidism, pancytopenia, levothyroxine, Medicine
Abstract

Hypothyroidism is not only involved with multiple organs and systems， but also the hematopoietic system. Anemia is the most common hematological involvement， whereas the influence of other cell lines is extremely rare. In this article， the diagnosis and treatment of a 55-year-old female patient with hypothyroidism presenting with pancytopenia as the initial manifestation were reported， and relevant literature review was conducted， aiming to improve clinicians’ diagnosis and treatment levels for this disease.

Published
2023
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47. Cohorting to isolate asymptomatic spreaders: An agent-based simulation study on the Mumbai Suburban Railway

Author

Talekar, Alok, Shriram, Sharad, Vaidhiyan, Nidhin, Aggarwal, Gaurav, Chen, Jiangzhuo, Venkatramanan, Srini, Wang, Lijing, Adiga, Aniruddha, Sadilek, Adam, Tendulkar, Ashish, Marathe, Madhav, Sundaresan, Rajesh, and Tambe, Milind

Subjects
Computer Science - Multiagent Systems
Abstract

The Mumbai Suburban Railways, \emph{locals}, are a key transit infrastructure of the city and is crucial for resuming normal economic activity. To reduce disease transmission, policymakers can enforce reduced crowding and mandate wearing of masks. \emph{Cohorting} -- forming groups of travelers that always travel together, is an additional policy to reduce disease transmission on \textit{locals} without severe restrictions. Cohorting allows us to: ($i$) form traveler bubbles, thereby decreasing the number of distinct interactions over time; ($ii$) potentially quarantine an entire cohort if a single case is detected, making contact tracing more efficient, and ($iii$) target cohorts for testing and early detection of symptomatic as well as asymptomatic cases. Studying impact of cohorts using compartmental models is challenging because of the ensuing representational complexity. Agent-based models provide a natural way to represent cohorts along with the representation of the cohort members with the larger social network. This paper describes a novel multi-scale agent-based model to study the impact of cohorting strategies on COVID-19 dynamics in Mumbai. We achieve this by modeling the Mumbai urban region using a detailed agent-based model comprising of 12.4 million agents. Individual cohorts and their inter-cohort interactions as they travel on locals are modeled using local mean field approximations. The resulting multi-scale model in conjunction with a detailed disease transmission and intervention simulator is used to assess various cohorting strategies. The results provide a quantitative trade-off between cohort size and its impact on disease dynamics and well being. The results show that cohorts can provide significant benefit in terms of reduced transmission without significantly impacting ridership and or economic \& social activity., Comment: Will be presented at AAMAS 2021. Minor edits to styling (per conf guidelines) and acknowledgement

Published
2020

48. Wisdom of the Ensemble: Improving Consistency of Deep Learning Models

Author

Wang, Lijing, Ghosh, Dipanjan, Diaz, Maria Teresa Gonzalez, Farahat, Ahmed, Alam, Mahbubul, Gupta, Chetan, Chen, Jiangzhuo, and Marathe, Madhav

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning
Abstract

Deep learning classifiers are assisting humans in making decisions and hence the user's trust in these models is of paramount importance. Trust is often a function of constant behavior. From an AI model perspective it means given the same input the user would expect the same output, especially for correct outputs, or in other words consistently correct outputs. This paper studies a model behavior in the context of periodic retraining of deployed models where the outputs from successive generations of the models might not agree on the correct labels assigned to the same input. We formally define consistency and correct-consistency of a learning model. We prove that consistency and correct-consistency of an ensemble learner is not less than the average consistency and correct-consistency of individual learners and correct-consistency can be improved with a probability by combining learners with accuracy not less than the average accuracy of ensemble component learners. To validate the theory using three datasets and two state-of-the-art deep learning classifiers we also propose an efficient dynamic snapshot ensemble method and demonstrate its value.

Published
2020

50. Energy System Simulation for Low-Altitude Solar-Powered UAVs

Author

Zhou, Dapeng, Zhang, Yang, Li, Ke, Zhao, Bin, Wang, Meixian, Wang, Ning, Wang, Lijing, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Long, Shengzhao, editor, and Dhillon, Balbir S., editor

Published
2023
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