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Towards robust neural networks via a global and monotonically decreasing robustness training strategy Research Article

Zhen LIANG, Taoran WU, Wanwei LIU, Bai XUE, Wenjing YANG, Ji WANG, Zhengbin PANG,liangzhen@nudt.edu.cn,wwliu@nudt.edu.cn

Frontiers of Information Technology & Electronic Engineering 2023, Volume 24, Issue 10,   Pages 1375-1389 doi: 10.1631/FITEE.2300059

Abstract: focuses on training with respect to given perturbations.To alleviate the unexpected , we propose a global and training strategy that takes multiple perturbationsinto account during each training epoch (), and the corresponding robustness losses are combined withmonotonically decreasing weights ( training).strategy gives more balanced consideration to robustness and accuracy.

Keywords： Robust neural networks     Training method     Drawdown risk     Global robustness training     Monotonically decreasingrobustness    

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Strategic Countermeasures of Talent Training for China Railway’s “Go Global” Strategy

Xu Fei,Wu Gang,Gao Ming,Lv Biao,Yan Kaiyin,Li Xueyong and Weng Junsong

Strategic Study of CAE 2017, Volume 19, Issue 5,   Pages 56-61 doi: 10.15302/J-SSCAE-2017.05.010

Abstract:

The pace of China Railway's "Go Global" strategy hasAfter analyzing the strategic countermeasures of talent training for China Railway's "Go GlobalAccordingly, this paper explains that China Railway's "Go Global" strategy is facedFinally, this paper systematically proposes the talent training of China Railway's "Go Globalmechanisms; setting up an alliance and a meeting; composing three types of bases; making innovations of the training

Keywords： China Railway’s “Go Global” strategy     talent training     strategic countermeasure    

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Digitalization for supply chain resilience and robustness: The roles of collaboration and formal contracts

Frontiers of Engineering Management   Pages 5-19 doi: 10.1007/s42524-022-0229-x

Abstract: In today’s turbulent and complex business environment, supply chain resilience and robustness as twoAccordingly, this study intends to explore how digitalization helps build supply chain resilience and robustnesssupply chain resilience, and supply chain collaboration can directly facilitate both resilience and robustnessresilience and an indirect-only mediation effect on the relationship between digitalization and supply chain robustness

Keywords： digitalization     supply chain     resilience     robustness     collaboration     formal contract    

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Assessment of robustness of structures: Current state of research

Colin BRETT, Yong LU

Frontiers of Structural and Civil Engineering 2013, Volume 7, Issue 4,   Pages 356-368 doi: 10.1007/s11709-013-0220-z

Abstract: The concept of structural robustness and relevant design guidelines have been in existence in the progressivebuilding; however, in the more general context, research on the evaluation and enhancement of structural robustnesspaper is aimed to provide a general overview of the current state of research concerning structural robustnessquantification and the associated evaluation methodologies, rather than specific measures to ensure prescriptive robustness, such as redundancy and vulnerability, will be discussed and interpreted in the general context of robustness

Keywords： structural robustness     abnormal exposure     vulnerability     collapse     consequence    

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Essential training steps to achieving competency in the basic intraoperative transesophageal echocardiography

Yong G. Peng,Haibo Song,E. Wang,Weipeng Wang,Jin Liu

Frontiers of Medicine 2015, Volume 9, Issue 1,   Pages 123-128 doi: 10.1007/s11684-014-0366-7

Abstract: TEE training pathways and practice guidelines have been well established in western countries and manyHowever, TEE training and practice information for anesthesiologists are lacking in China.Hence, establishing a consensus on the ideal TEE training approach for anesthesiologists in China isDeveloping an effective curriculum that can be incorporated into an anesthesiology resident’s overall trainingTEE modality to help in intraoperative management and surgical decision making, publishing basic TEE training

Keywords： transesophageal echocardiography     guidelines     training     competency    

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perioperative transesophageal echocardiography: should new guidelines exist for limited echocardiography training

Yong G. Peng, Gregory M. Janelle

Frontiers of Medicine 2012, Volume 6, Issue 3,   Pages 332-337 doi: 10.1007/s11684-012-0212-8

Abstract: However, the minimum training requirements needed for the anesthesia provider to obtain the competency

Keywords： transesophageal echocardiography     curriculum     competency training     hemodynamic instability    

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Role of exercise training on insulin resistance and TNF-α in high-fat diet rats

Hui SUN MD, Xiuling DENG MM, Fangxi XIAO MD, Lulu CHEN MD, Huiqing LI MD,

Frontiers of Medicine 2009, Volume 3, Issue 4,   Pages 403-407 doi: 10.1007/s11684-009-0071-0

Abstract: This study investigated the effect of exercise training on insulin resistance and serum and adipose TNFgroup was randomly assigned to two subgroups after 18 weeks: sedentary group (SE; =10) and exercise traininggroup (ET; =12) that performed swimming exercise training for 6 weeks, while both groups continued high-fatAfter exercise training for 6 weeks, compared with the SE group, both ISI and serum TNF-α concentrationIn conclusion, exercise training ameliorates insulin resistance.

Keywords： exercise training     insulin resistance     tumor necrosis factor-α    

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A method for improve the mechanical robustness of the superhydrophobic wood

Wang Chengyu and Liu Feng

Strategic Study of CAE 2014, Volume 16, Issue 4,   Pages 79-82

Abstract:

Improvement of the robustness of superhydrophobic surface is crucialrepellency toward water，low sliding angles，low contact angle hysteresis，and relatively better mechanical robustness

Keywords： superhydrophobic     mechanical robustness     PVA/SiO2     wood surface    

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Study of the robustness of a low-temperature dual-pressure process for removal of CO

Stefania Moioli, Laura A. Pellegrini, Paolo Vergani, Fabio Brignoli

Frontiers of Chemical Science and Engineering 2018, Volume 12, Issue 2,   Pages 209-225 doi: 10.1007/s11705-017-1688-1

Abstract: The robustness of the process has been studied by dynamic simulation of an industrial-scale plant, with

Keywords： CO2 capture     innovative process     cryogenic distillation     dynamic simulation     solid-liquid-vapor equilibrium    

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Current Status and Development Strategies of General Practitioner Training in China

Liu Ying, Jiang Guoping, Ren Jingjing

Strategic Study of CAE 2019, Volume 21, Issue 2,   Pages 74-78 doi: 10.15302/J-SSCAE-2019.02.005

Abstract: years of exploration and practice, a “5+3” and “3+2” general practitioner (GP) trainingIn this paper, after analyzing the current situation of GP training in China, we found that the postof GP is unattractive in China; the GP training system is incomplete and lacks a process assessment mechanism; the certification and re-certification mechanisms of training bases are incomplete; and the continuousfollowing policy recommendations: improving the remuneration of GPs, establishing a comprehensive GP training

Keywords： general practitioner     personnel training     post competence    

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The next step of community health construction: Training general practitioners and implementing health

Kan ZHANG MM, Wei DONG MM, Ying-Yao CHEN MD,

Frontiers of Medicine 2010, Volume 4, Issue 2,   Pages 134-138 doi: 10.1007/s11684-010-0041-6

Abstract: This article discusses the concept of health management and stresses that community health management should be the starting point of community health service, necessitating a paradigm shift from observing the treatment-oriented medical model to observing the prevention-and-health management-based medical model. Community health construction has entered a new phase, one which highlights the need to train general practitioners in practice-based life cycle health management. In addition, general practitioners should assume the mission of implementing community health management.

Keywords： community health     general practitioners     health management    

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maize-based food-feed-energy systems to limited phosphate resources—a new Sino-German international research training

Antje SCHWALB

Frontiers of Agricultural Science and Engineering 2019, Volume 6, Issue 4,   Pages 443-444 doi: 10.15302/J-FASE-2019288

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maize-based food-feed-energy systems to limited phosphate resources—a new Sino-German international research training

Torsten MÜLLER, Fusuo ZHANG

Frontiers of Agricultural Science and Engineering 2019, Volume 6, Issue 4,   Pages 313-320 doi: 10.15302/J-FASE-2019282

Abstract: The new Sino-German international research training group “Adaptation of Chinese and German maize-basedtrips, case studies, methodological courses, doctoral researchers’ conferences, intercultural trainingsessions and personal training.

Keywords： international research training group     limited resources     maize     phosphate    

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Frequency-domain-based Robustness Analysis for PID Generalized Predictive Control

Wang Fanzhen,Chen Zengqiang,Yao Xiangfeng,Yuan Zhuzhi

Strategic Study of CAE 2006, Volume 8, Issue 10,   Pages 66-70

Abstract: Further more, the influence of PID - GPC parameter tuning on its robustness is analyzed in frequency

Keywords： predictive control     robustness     frequency domain     small-gain criterion     PID control    

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Development of the Special Missile Equipment and Simulation Training System

Huang Xianxiang,Xie Jian,Gao Qinhe

Strategic Study of CAE 2001, Volume 3, Issue 2,   Pages 65-70

Abstract: techniques in many subjects are adopted synthetically in the Special Missile Equipment and Simulation Training

Keywords： missile     simulation training     hydraulic system     subdivision control     electromagnetic compatibility    

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Title Author Date Type Operation

Towards robust neural networks via a global and monotonically decreasing robustness training strategy

Zhen LIANG, Taoran WU, Wanwei LIU, Bai XUE, Wenjing YANG, Ji WANG, Zhengbin PANG,liangzhen@nudt.edu.cn,wwliu@nudt.edu.cn

Journal Article

Strategic Countermeasures of Talent Training for China Railway’s “Go Global” Strategy

Xu Fei,Wu Gang,Gao Ming,Lv Biao,Yan Kaiyin,Li Xueyong and Weng Junsong

Journal Article

Digitalization for supply chain resilience and robustness: The roles of collaboration and formal contracts

Journal Article

Assessment of robustness of structures: Current state of research

Colin BRETT, Yong LU

Journal Article

Essential training steps to achieving competency in the basic intraoperative transesophageal echocardiography

Yong G. Peng,Haibo Song,E. Wang,Weipeng Wang,Jin Liu

Journal Article

perioperative transesophageal echocardiography: should new guidelines exist for limited echocardiography training

Yong G. Peng, Gregory M. Janelle

Journal Article

Role of exercise training on insulin resistance and TNF-α in high-fat diet rats

Hui SUN MD, Xiuling DENG MM, Fangxi XIAO MD, Lulu CHEN MD, Huiqing LI MD,

Journal Article

A method for improve the mechanical robustness of the superhydrophobic wood

Wang Chengyu and Liu Feng

Journal Article

Study of the robustness of a low-temperature dual-pressure process for removal of CO

Stefania Moioli, Laura A. Pellegrini, Paolo Vergani, Fabio Brignoli

Journal Article

Current Status and Development Strategies of General Practitioner Training in China

Liu Ying, Jiang Guoping, Ren Jingjing

Journal Article

The next step of community health construction: Training general practitioners and implementing health

Kan ZHANG MM, Wei DONG MM, Ying-Yao CHEN MD,

Journal Article

maize-based food-feed-energy systems to limited phosphate resources—a new Sino-German international research training

Antje SCHWALB

Journal Article

maize-based food-feed-energy systems to limited phosphate resources—a new Sino-German international research training

Torsten MÜLLER, Fusuo ZHANG

Journal Article

Frequency-domain-based Robustness Analysis for PID Generalized Predictive Control

Wang Fanzhen,Chen Zengqiang,Yao Xiangfeng,Yuan Zhuzhi

Journal Article

Development of the Special Missile Equipment and Simulation Training System

Huang Xianxiang,Xie Jian,Gao Qinhe

Journal Article