Machine learning for ultrasonic nondestructive examination of welding defects: A systematic review

Sun, Hongbin; Ramuhalli, Pradeep; Jacob, Richard E.

doi:10.1016/j.ultras.2022.106854

Cited by 31 publications

(13 citation statements)

References 83 publications

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“…Similar needs were identified in other ML research activities related to nuclear energy regulatory questions [43]. Sun et al [43] examined the state of the art in ML for NDE applications in nuclear energy in-service inspection. Key needs identified in this review included data, algorithm selection, and validation.…”

Section: Explainability Of the Ai Algorithmsmentioning

confidence: 84%

Status Report on Regulatory Criteria Applicable to the Use of Artificial Intelligence (AI) and Machine Learning (ML)

Muhlheim,

Ramuhalli,

Huning

et al. 2023

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Section: Explainability Of the Ai Algorithmsmentioning

confidence: 84%

Status Report on Regulatory Criteria Applicable to the Use of Artificial Intelligence (AI) and Machine Learning (ML)

Muhlheim,

Ramuhalli,

Huning

et al. 2023

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“…Testing of this research analysis was carried out by referring to simple and multiple linear regression analysis techniques (Norvadewi et al, 2023). This analysis technique requires several requirements, or stages that must be met, including reliability and validity tests, as well as classical assumption tests (Sun et al, 2023). For each test, it is described as follows:…”

Section: Resultsmentioning

confidence: 99%

The Influence of Leadership, Competency, Motivation and Work Culture on Performance in the Regional Office of the Ministry of Religion, DKI Jakarta Province

Suwanto

2023

SLJIL

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The background of this research is that the performance at the Regional Office of the Ministry of Religion of DKI Jakarta Province has not been optimal due to the lack of leadership roles, low competence, motivation and work culture. This research focuses on the variables of leadership, competence, motivation, work culture and performance. This study aims to analyze the influence of Leadership, Competence, Motivation, Work Culture on Performance either partially or together. The sampling technique in this study was proportionate stratified random sampling with a sample of 100 respondents. This research method is a quantitative approach method with multiple linear and regression analysis. Data collection techniques using documentation techniques, questionnaires, Focus Group Discussion (FGD), observation and literature study. The data collection tool in this study was a questionnaire based on a Likert scale. The data techniques in this research are validity test, reliability test, F test and t test, simple and multiple linear regression. The results of this study can be used as input for improving the performance of the Regional Office of the Ministry of Religion of DKI Jakarta Province through leadership, motivation and work culture efforts.

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“…This section briefly discusses the literature review on ML for ultrasonic NDE, including the review methodology used and related findings. Details can be found in the published journal article [5].…”

Section: Literature Review Summarymentioning

confidence: 99%

“…This report documents the results to date of the assessment of ML for ultrasonic NDE. The initial phase included a literature review, the results of which were disseminated through a peer-reviewed journal article [5]. Section 2 provides an introduction to the background information related to ML terminology.…”

Section: Introductionmentioning

confidence: 99%

An Assessment of Machine Learning Applied to Ultrasonic Nondestructive Evaluation

Sun,

Ramuhalli,

Meyer

2023

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Machine learning for ultrasonic nondestructive examination of welding defects: A systematic review

Cited by 31 publications

References 83 publications

Status Report on Regulatory Criteria Applicable to the Use of Artificial Intelligence (AI) and Machine Learning (ML)

Status Report on Regulatory Criteria Applicable to the Use of Artificial Intelligence (AI) and Machine Learning (ML)

The Influence of Leadership, Competency, Motivation and Work Culture on Performance in the Regional Office of the Ministry of Religion, DKI Jakarta Province

An Assessment of Machine Learning Applied to Ultrasonic Nondestructive Evaluation

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