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Dataset Copyright Auditing for Large Models:Fundamentals,Open Problems,and Future Directions
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作者 DU Linkang SU Zhou YU Xinyi 《ZTE Communications》 2025年第3期38-47,共10页
The unprecedented scale of large models,such as large language models(LLMs)and text-to-image diffusion models,has raised critical concerns about the unauthorized use of copyrighted data during model training.These con... The unprecedented scale of large models,such as large language models(LLMs)and text-to-image diffusion models,has raised critical concerns about the unauthorized use of copyrighted data during model training.These concerns have spurred a growing demand for dataset copyright auditing techniques,which aim to detect and verify potential infringements in the training data of commercial AI systems.This paper presents a survey of existing auditing solutions,categorizing them across key dimensions:data modality,model training stage,data overlap scenarios,and model access levels.We highlight major trends,including the prevalence of black-box auditing methods and the emphasis on fine-tuning rather than pre-training.Through an in-depth analysis of 12 representative works,we extract four key observations that reveal the limitations of current methods.Furthermore,we identify three open challenges and propose future directions for robust,multimodal,and scalable auditing solutions.Our findings underscore the urgent need to establish standardized benchmarks and develop auditing frameworks that are resilient to low watermark densities and applicable in diverse deployment settings. 展开更多
关键词 dataset copyright auditing large language models diffusion models multimodal auditing membership inference
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An Efficient and Secure Data Audit Scheme for Cloud-Based EHRs with Recoverable and Batch Auditing
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作者 Yuanhang Zhang Xu An Wang +3 位作者 Weiwei Jiang Mingyu Zhou Xiaoxuan Xu Hao Liu 《Computers, Materials & Continua》 2025年第4期1533-1553,共21页
Cloud storage,a core component of cloud computing,plays a vital role in the storage and management of data.Electronic Health Records(EHRs),which document users’health information,are typically stored on cloud servers... Cloud storage,a core component of cloud computing,plays a vital role in the storage and management of data.Electronic Health Records(EHRs),which document users’health information,are typically stored on cloud servers.However,users’sensitive data would then become unregulated.In the event of data loss,cloud storage providers might conceal the fact that data has been compromised to protect their reputation and mitigate losses.Ensuring the integrity of data stored in the cloud remains a pressing issue that urgently needs to be addressed.In this paper,we propose a data auditing scheme for cloud-based EHRs that incorporates recoverability and batch auditing,alongside a thorough security and performance evaluation.Our scheme builds upon the indistinguishability-based privacy-preserving auditing approach proposed by Zhou et al.We identify that this scheme is insecure and vulnerable to forgery attacks on data storage proofs.To address these vulnerabilities,we enhanced the auditing process using masking techniques and designed new algorithms to strengthen security.We also provide formal proof of the security of the signature algorithm and the auditing scheme.Furthermore,our results show that our scheme effectively protects user privacy and is resilient against malicious attacks.Experimental results indicate that our scheme is not only secure and efficient but also supports batch auditing of cloud data.Specifically,when auditing 10,000 users,batch auditing reduces computational overhead by 101 s compared to normal auditing. 展开更多
关键词 SECURITY cloud computing cloud storage recoverable batch auditing
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Data-Based Filters for Non-Gaussian Dynamic Systems With Unknown Output Noise Covariance
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作者 Elham Javanfar Mehdi Rahmani 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第4期866-877,共12页
This paper proposes linear and nonlinear filters for a non-Gaussian dynamic system with an unknown nominal covariance of the output noise.The challenge of designing a suitable filter in the presence of an unknown cova... This paper proposes linear and nonlinear filters for a non-Gaussian dynamic system with an unknown nominal covariance of the output noise.The challenge of designing a suitable filter in the presence of an unknown covariance matrix is addressed by focusing on the output data set of the system.Considering that data generated from a Gaussian distribution exhibit ellipsoidal scattering,we first propose the weighted sum of norms(SON)clustering method that prioritizes nearby points,reduces distant point influence,and lowers computational cost.Then,by introducing the weighted maximum likelihood,we propose a semi-definite program(SDP)to detect outliers and reduce their impacts on each cluster.Detecting these weights paves the way to obtain an appropriate covariance of the output noise.Next,two filtering approaches are presented:a cluster-based robust linear filter using the maximum a posterior(MAP)estimation and a clusterbased robust nonlinear filter assuming that output noise distribution stems from some Gaussian noise resources according to the ellipsoidal clusters.At last,simulation results demonstrate the effectiveness of our proposed filtering approaches. 展开更多
关键词 data-based filter maximum likelihood estimation unknown covariance weighted maximum likelihood estimation weighted sum-of-norms clustering
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Sec-Auditor:A Blockchain-Based Data Auditing Solution for Ensuring Integrity and Semantic Correctness
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作者 Guodong Han Hecheng Li 《Computers, Materials & Continua》 SCIE EI 2024年第8期2121-2137,共17页
Currently,there is a growing trend among users to store their data in the cloud.However,the cloud is vulnerable to persistent data corruption risks arising from equipment failures and hacker attacks.Additionally,when ... Currently,there is a growing trend among users to store their data in the cloud.However,the cloud is vulnerable to persistent data corruption risks arising from equipment failures and hacker attacks.Additionally,when users perform file operations,the semantic integrity of the data can be compromised.Ensuring both data integrity and semantic correctness has become a critical issue that requires attention.We introduce a pioneering solution called Sec-Auditor,the first of its kind with the ability to verify data integrity and semantic correctness simultaneously,while maintaining a constant communication cost independent of the audited data volume.Sec-Auditor also supports public auditing,enabling anyone with access to public information to conduct data audits.This feature makes Sec-Auditor highly adaptable to open data environments,such as the cloud.In Sec-Auditor,users are assigned specific rules that are utilized to verify the accuracy of data semantic.Furthermore,users are given the flexibility to update their own rules as needed.We conduct in-depth analyses of the correctness and security of Sec-Auditor.We also compare several important security attributes with existing schemes,demonstrating the superior properties of Sec-Auditor.Evaluation results demonstrate that even for time-consuming file upload operations,our solution is more efficient than the comparison one. 展开更多
关键词 Provable data possession public auditing cloud storage data integrity semantic correctness
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SHT-based public auditing protocol with error tolerance in FDL-empowered IoVs
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作者 Kui Zhu Yongjun Ren +2 位作者 Jian Shen Pandi Vijayakumar Pradip Kumar Sharma 《Digital Communications and Networks》 SCIE CSCD 2024年第1期142-149,共8页
With the intelligentization of the Internet of Vehicles(lovs),Artificial Intelligence(Al)technology is becoming more and more essential,especially deep learning.Federated Deep Learning(FDL)is a novel distributed machi... With the intelligentization of the Internet of Vehicles(lovs),Artificial Intelligence(Al)technology is becoming more and more essential,especially deep learning.Federated Deep Learning(FDL)is a novel distributed machine learning technology and is able to address the challenges like data security,privacy risks,and huge communication overheads from big raw data sets.However,FDL can only guarantee data security and privacy among multiple clients during data training.If the data sets stored locally in clients are corrupted,including being tampered with and lost,the training results of the FDL in intelligent IoVs must be negatively affected.In this paper,we are the first to design a secure data auditing protocol to guarantee the integrity and availability of data sets in FDL-empowered IoVs.Specifically,the cuckoo filter and Reed-Solomon codes are utilized to guarantee error tolerance,including efficient corrupted data locating and recovery.In addition,a novel data structure,Skip Hash Table(SHT)is designed to optimize data dynamics.Finally,we illustrate the security of the scheme with the Computational Diffie-Hellman(CDH)assumption on bilinear groups.Sufficient theoretical analyses and performance evaluations demonstrate the security and efficiency of our scheme for data sets in FDL-empowered IoVs. 展开更多
关键词 Internet of vehicles Federated deep learning Data security Data auditing Data locating and recovery
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Exploration of Interdisciplinary Integration in Teaching Reform of Legal Studies and Auditing
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作者 Lili Hao 《Journal of Contemporary Educational Research》 2024年第9期69-76,共8页
This paper attempts to explore interdisciplinary integration from four aspects:the necessity of interdisciplinary integration between legal studies and auditing,the difficulties and challenges encountered in this inte... This paper attempts to explore interdisciplinary integration from four aspects:the necessity of interdisciplinary integration between legal studies and auditing,the difficulties and challenges encountered in this integration,the ideas for teaching reform in the context of interdisciplinary integration,and the expected outcomes.The aim is to achieve an organic integration of legal studies and auditing through systematic teaching reforms,thereby providing students with comprehensive and integrated knowledge and skills training,ensuring the quality of talent cultivation,and adapting to the needs of social development. 展开更多
关键词 INTERDISCIPLINARY Legal studies auditing Teaching reform
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Innovation and Practice of Corporate Financial Audit in the Context of Modern Education
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作者 Jue Wang Xiaoji Ma 《Journal of Contemporary Educational Research》 2025年第9期195-201,共7页
With the development of modern educational concepts and technologies,corporate financial audit is facing unprecedented challenges and opportunities.This paper first analyzes the new characteristics of corporate financ... With the development of modern educational concepts and technologies,corporate financial audit is facing unprecedented challenges and opportunities.This paper first analyzes the new characteristics of corporate financial audit in the context of modern education,including the widespread application of digital audit tools,the diversification of audit content,and the increased requirements for audit efficiency.Then,it explores the innovative practices in corporate financial audit,such as the introduction of big data analysis technology,the construction of intelligent audit platforms,and the implementation of continuous audit.The paper also conducts an in-depth study on the impact of these innovative practices on the processes,quality,and risk management of corporate financial audit.Finally,it summarizes the effectiveness of the innovation and practice of corporate financial audit in the context of modern education,and looks forward to future development trends,providing references for theoretical research and practical operations in related fields. 展开更多
关键词 Modern education context Corporate financial audit Innovative practice Big data analysis Intelligent audit Continuous audit
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Research on the Theoretical Logic and Development Path of Artificial Intelligence Audit
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作者 Lei Zhu 《Proceedings of Business and Economic Studies》 2025年第6期135-144,共10页
With the deep integration of digital technology and the real economy,AI auditing has emerged as a core paradigm that breaks through the pain points of traditional auditing,such as“sampling limitations,post-event lag,... With the deep integration of digital technology and the real economy,AI auditing has emerged as a core paradigm that breaks through the pain points of traditional auditing,such as“sampling limitations,post-event lag,and reliance on manual labor”.This paper systematically reviews the theoretical connotations of AI auditing,reveals its current practical status,deeply analyzes four core challenges:data quality,ethical compliance,talent adaptation,and institutional synergy,and proposes feasible development paths from four dimensions:technological optimization,institutional construction,talent cultivation,and industry synergy.The research indicates that AI auditing needs to be“based on data elements,driven by technological innovation,with institutional guarantees as the bottom line,and talent adaptation as the core”,and achieve an upgrade from“tool assistance”to“governance synergy”under the promotion of new productive forces. 展开更多
关键词 Artificial intelligence audit audit quality Digital transformation New-quality productivity
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Audit Recommendations for Final Accounts of Photovoltaic Power Generation Projects
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作者 Jigang Jia 《Journal of Electronic Research and Application》 2025年第1期33-39,共7页
With the continuous adjustment of the energy structure,photovoltaic(PV)power generation projects are increasing,playing a crucial role in promoting the application of clean energy.However,the current audit of complete... With the continuous adjustment of the energy structure,photovoltaic(PV)power generation projects are increasing,playing a crucial role in promoting the application of clean energy.However,the current audit of completed final accounts for photovoltaic power generation projects faces many challenges,such as incomplete institutional processes,scattered archive management materials,inadequate digital intelligence systems,and insufficient analysis of final account amounts.Based on this,this article aims to deeply analyze these issues and propose targeted audit suggestions to standardize the construction and audit work of photovoltaic power generation projects and promote the sustainable and healthy development of the photovoltaic power generation business. 展开更多
关键词 Photovoltaic power generation engineering audit of completion final accounts Project management audit strategy
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The Influence of Work Experience and Professionalism of Internal Auditors on Audit Quality in the Regional Inspectorate of Bandung District
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作者 Reginda Dika Handayani Eddy Winarso 《Economics World》 2025年第3期175-201,共27页
quality is a means for auditors to detect material errors when presenting financial reports.In the public sector,audit quality can be seen from the quality of the information contained in information reports published... quality is a means for auditors to detect material errors when presenting financial reports.In the public sector,audit quality can be seen from the quality of the information contained in information reports published by the government to the public.Examinations carried out by internal inspectorate auditors include reviewing accounting,finance,operations,and others to protect against misstatements which could affect the quality of information displayed by the government through financial reports,performance,and compliance with laws and regulations to the public as transparency efforts to the public.This research aims to empirically test and analyze the influence of auditors’work experience and professionalism on audit quality partially and simultaneously at the Bandung Regency Regional Inspectorate.The population in this study were all auditors who worked at the Bandung Regency Regional Inspectorate with a sample of 35 auditors.The sampling technique used in this research was purposive sampling.A questionnaire was used for the data.This research uses multiple regression analysis,where the results of this research show that partially and simultaneously the variables of work experience and auditor professionalism have a positive and significant effect on audit quality.The implications of the results of this research state that work experience and professionalism are needed to improve audit quality because the results of this research show that work experience and auditor professionalism have a positive and significant effect on audit quality. 展开更多
关键词 work experience auditor professionalism audit quality
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Social Governance Paths to Improve the Efficiency of Rural Collective Economic Audit
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作者 Yan LI Qin LIU Dongwen SUN 《Asian Agricultural Research》 2025年第2期17-20,26,共5页
In view of the series of problems found in the rural collective economic audit in Zhangdian District of Zibo City in the past five years,this study used empirical research methods to deeply analyze the current situati... In view of the series of problems found in the rural collective economic audit in Zhangdian District of Zibo City in the past five years,this study used empirical research methods to deeply analyze the current situation and existing problems of the village collective audit work.On this basis,typical cases were selected for in-depth analysis,the effects of different audit modes were compared,and the reliable paths to improve the efficiency of village collective audit were studied and considered.The results show that the social governance strategy plays a positive role in improving the efficiency of village collective audit.This study is expected to provide a reference for the improvement of village collective audit efficiency,and is of great significance to improve the village collective financial management and promote the improvement of the rural governance system. 展开更多
关键词 Rural collective economy audit efficiency Social governance PATHS
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Assessing the Importance of Internal Audit and ESG Factors in Mitigating Financial Risk
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作者 Panagiotis Barkas Nikolaos Eriotis +1 位作者 Theodoros Kounadeas Ioannis Ploumpis 《Economics World》 2025年第4期333-359,共27页
This paper examines the role of internal audit and the incorporation of Environmental,Social,and Governance(ESG)factors within the corporate governance frameworks of Greek firms in mitigating their financial risk.Time... This paper examines the role of internal audit and the incorporation of Environmental,Social,and Governance(ESG)factors within the corporate governance frameworks of Greek firms in mitigating their financial risk.Time series econometric analysis was performed to determine the factors that influence financial stability,transparency,and regulatory compliance in Greek Firms.Data were collected from 120 internal auditors and financial professionals employed in organizations across multiple sectors of the Greek economy.In line with existing literature,findings show that robust internal audit and ESG practices are essential in promoting financial stability,transparency,and regulatory compliance.The paper provides empirical evidence that well-structured internal audit mechanisms and effective ESG initiatives reduce financial risks,while enhancing organizational sustainability and resilience.The results emphasize the growing importance of ESG considerations in corporate governance and suggest that improvements in both internal audit systems,as well as robust ESG policies,can strengthen risk management strategies and improve long-term financial performance.While previous research has thoroughly investigated the impact of internal audits on financial stability and the influence of ESG on corporate sustainability,this paper specifically examines their combined effect on financial risk management.Using firm level data across various sectors of the Greek economy,this study provides insights into how internal audit and ESG policies can jointly contribute towards enhancing financial resilience,transparency,and regulatory compliance. 展开更多
关键词 internal audit financial accounting risk management corporate governance ESG financial risk
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The Role of Internal Audit in Improving the Quality of Government Financial Statements:A Literature Based Study Agency Theory
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作者 Nova Fernita Samosir Aninditya Amanda +1 位作者 Iskandar Muda Erlina 《Journal of Modern Accounting and Auditing》 2025年第3期151-158,共8页
Internal audit plays a strategic role in ensuring the reliability of government financial statements,which are essential tools for achieving public financial accountability and transparency.This study aims to analyze ... Internal audit plays a strategic role in ensuring the reliability of government financial statements,which are essential tools for achieving public financial accountability and transparency.This study aims to analyze the role of internal audit in improving the quality of government financial reporting using a literature review approach based on agency theory.The method employed is a systematic literature review of 12 scholarly articles(7 national and 5 international),as well as relevant books and official reports published within the last five years(2019-2024).The findings indicate that an effective and independent internal audit can reduce information asymmetry between the government(agent)and the public(principal),enhance compliance with Government Accounting Standards(SAP),and strengthen internal controls and financial governance.This study concludes that a competent internal audit function is a critical prerequisite for producing reliable,relevant,and accountable financial statements.The findings support agency theory and offer key recommendations for strengthening internal audit practices in the public sector. 展开更多
关键词 internal audit financial statement quality GOVERNMENT agency theory literature review
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Audit without Integrity:Ethical Failures and Fraud in High-Profile Corporate Cases
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作者 Enda Putri Rudangta Meliala Julia +1 位作者 Iskandar Muda Erlina 《Journal of Modern Accounting and Auditing》 2025年第3期159-169,共11页
This study explores ethical violations and audit failures in various large-scale corporate fraud cases.Using a qualitative descriptive method and based on secondary data from documented fraud cases and published audit... This study explores ethical violations and audit failures in various large-scale corporate fraud cases.Using a qualitative descriptive method and based on secondary data from documented fraud cases and published audit reports,the study applies the Fraud Triangle framework,focusing on how weak integrity,objectivity,and professional competence have undermined public trust in the auditing profession.Using a qualitative descriptive method and the Fraud Triangle framework,which includes pressure,opportunity,and rationalization,the study analyzes cases from Indonesia(SNP Finance,Jiwasraya),China(Evergrande),and Germany(Wirecard).The analysis reveals that many audit failures observed in this study appear to stem more from ethical challenges than from technical incapability,driven by client pressure,weak internal controls,and compromised auditor independence.These cases demonstrate a recurring global pattern in which auditors neglect their responsibility to act in the public interest. 展开更多
关键词 auditor ethics internal auditor competence internal control fraud triangle audit failure professional responsibility SNP Finance Evergrande Wirecard Jiwasraya
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Audit Without Integrity:Ethical Failures and Fraud in High-Profile Corporate Cases
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作者 Enda Putri Rudangta Meliala Julia +1 位作者 Iskandar Muda Erlina 《Journal of Modern Accounting and Auditing》 2025年第3期218-228,共11页
This study explores ethical violations and audit failures in various large-scale corporate fraud cases.Using a qualitative descriptive method and based on secondary data from documented fraud cases and published audit... This study explores ethical violations and audit failures in various large-scale corporate fraud cases.Using a qualitative descriptive method and based on secondary data from documented fraud cases and published audit reports,the study applies the Fraud Triangle framework,focusing on how weak integrity,objectivity,and professional competence have undermined public trust in the auditing profession.Using a qualitative descriptive method and the Fraud Triangle framework,which includes pressure,opportunity,and rationalization,the study analyzes cases from Indonesia(SNP Finance,Jiwasraya),China(Evergrande),and Germany(Wirecard).The analysis reveals that many audit failures observed in this study appear to stem more from ethical challenges than from technical incapability,driven by client pressure,weak internal controls,and compromised auditor independence.These cases demonstrate a recurring global pattern in which auditors neglect their responsibility to act in the public interest. 展开更多
关键词 auditor ethics internal auditor competence internal control fraud triangle audit failure professional responsibility SNP Finance Evergrande Wirecard Jiwasraya
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Effect of audit outgoing officials' natural resource asset management on carbon emission reduction
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作者 ZHANG Li-jun DING Yue 《Ecological Economy》 2025年第2期117-132,共16页
Carbon dioxide is the main factor causing the greenhouse effect,and reducing carbon dioxide emissions is an important task in ecological civilization governance.The audit of outgoing officials'natural resource ass... Carbon dioxide is the main factor causing the greenhouse effect,and reducing carbon dioxide emissions is an important task in ecological civilization governance.The audit of outgoing officials'natural resource asset management is an audit of the natural resources within the jurisdiction of each province to ensure that senior officials implement policies to protect natural resources.Therefore,this paper empirically verifies the impact of audit outgoing officials'natural resource asset management on carbon emission reduction based on panel data of 297 prefecture-level cities in China from 2012 to 2021.The study finds that auditing outgoing officials'natural resource asset management can effectively reduce carbon dioxide emissions and achieve energy conservation and emission reduction.Further research finds that auditing outgoing officials'natural resource asset management can promote technological innovation and industrial structure optimization,providing a reference for the country to achieve carbon peaking and carbon neutrality goals and promote the green transformation and upgrading of social development. 展开更多
关键词 audit outgoing officials'natural resource asset management carbon emission reduction carbon peaking and carbon neutrality goals
原文传递
整车产品AUDIT评审方法介绍
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作者 薛凯平 《汽车实用技术》 2025年第13期111-115,共5页
随着新能源汽车的快速增长和普及,客户体验正在颠覆传统汽车行业对质量的定义,早期的AUDIT评审是从客户发现度和工艺技术角度来衡量缺陷的严重等级,已无法满足当前的实际诉求。针对目前整车产品审核存在的问题,如缺陷等级定义描述缺失,... 随着新能源汽车的快速增长和普及,客户体验正在颠覆传统汽车行业对质量的定义,早期的AUDIT评审是从客户发现度和工艺技术角度来衡量缺陷的严重等级,已无法满足当前的实际诉求。针对目前整车产品审核存在的问题,如缺陷等级定义描述缺失,功能缺陷分类模糊等,新的AUDIT评审是从缺陷对顾客日常使用的影响程度来衡量严重等级,特别引入安全,合规和排放(SCE)的概念。文章介绍的“客户之声(VOCA)”整车产品评审,旨在建立一套流程化和标准化的模拟客户评审整车质量的方法,将整车评审划分为4个视觉级面,4种缺陷等级,系统阐述了各个级面和缺陷等级的评审标准和评审特点等。 展开更多
关键词 质量 评审 整车 标准 客户视角 道路测试
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双语审计Auditing本科教学的三重目标 被引量:2
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作者 李保伟 《海外英语》 2014年第17期9-10,共2页
文章设定了双语审计Auditing本科教学的三重目标:精确地洞察和理解英语国家"原汁原味"的审计理念和方法;通过两种语言的比较与切换,去不断发现和理解中外审计的异同,强化对基本审计知识与技能的学习,逐步形成审计学的价值判断... 文章设定了双语审计Auditing本科教学的三重目标:精确地洞察和理解英语国家"原汁原味"的审计理念和方法;通过两种语言的比较与切换,去不断发现和理解中外审计的异同,强化对基本审计知识与技能的学习,逐步形成审计学的价值判断;在国际环境下,以英语和汉语两种语言为媒介,通过审计行为、审计观念和审计技术的互相渗透、互相融合,培养学生的全球审计服务意识。 展开更多
关键词 双语审计 auditing 教学目标
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Multi-indicator assessment of water environment in government environmental auditing 被引量:5
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作者 HE Gui-zhen LU Yong-long +1 位作者 MA Hua WANG Xiao-long 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2007年第4期494-501,共8页
This study focused on a multi-indicator assessment methodology for governmental environmental auditing of water protection programs. The environmental status of Wuli Lake in China was assessed using the global indicat... This study focused on a multi-indicator assessment methodology for governmental environmental auditing of water protection programs. The environmental status of Wuli Lake in China was assessed using the global indicators (driver-status-response) developed by the Commission on Sustainable Development, and four additional indicators proposed by the author: water quality, pollution load, aquatic ecosystem status, and lake sediment deposition. Various hydrological, chemical, biological and environmental parameters were used to estimate the values of the indicators for assessment of environmental status of the lake based on time series data sets for twenty years. The indicators proposed can be customized to meeting the needs for particular assessment of water protection programs. This method can be used to evaluate the performance of national environmental protection programs and provide technical support for environmental auditors. 展开更多
关键词 environmental auditing environmental indicators pollution load lake ecosystem state assessment
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