Journal of Social and Clinical Psychology最新文献

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The Relationship Between Self-Silencing and Depression: A Meta-Analysis 自我沉默与抑郁的关系:一个元分析
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-08-01 DOI: 10.1521/jscp.2021.40.4.333
S. Pintea, Andreea Gatea
{"title":"The Relationship Between Self-Silencing and Depression: A Meta-Analysis","authors":"S. Pintea, Andreea Gatea","doi":"10.1521/jscp.2021.40.4.333","DOIUrl":"https://doi.org/10.1521/jscp.2021.40.4.333","url":null,"abstract":"Introduction: Over time, several studies have provided knowledge about the relationship between self-silencing and depression. However, even if there is a tendency to obtain positive correlations, results ranging from null to large effects are rather variable, and until now no meta-analysis exists of these results, to our knowledge. Under these circumstances, the purpose of the present study is to quantitatively integrate existing results refecting the relationship between self-silencing and depression and to explore potential moderators of this relationship, in regards to conceptual aspects and characteristics of the samples. Methods: Our meta-analysis incorporates 31 published and 11 unpublished studies (with a total of 10,108 participants and 131 effect sizes), written in English, which statistically quantify the link between self-silencing and depression. For the analysis of the overall effect, specific meta-analytical procedures were used for heterogeneity, publication bias, and potential moderators. Results: There is an overall significant positive and medium correlation between self-silencing and depression (r = 0.391, p < 0.001). The heterogeneity of the results is partially explained by components of self-silencing, measured in each study and certain features of the samples such as age, sexual orientation, and level of education. Discussion: For researchers on this topic, our results offer a more precise input for computing sample sizes and also generate expectations of results as a function of specific methodological features. For practitioners, our results suggest the importance of approaching components of self-silence in counseling and therapy (with increased attention towards the externalized self-perception and the divided self) as mechanisms in depression (especially for younger and highly educated clients, and for non-heterosexuals).","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":"1 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2021-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"67185686","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Does Assessment Alter Responses? An Examination of Measurement Reactivity in an Ecological Momentary Assessment of Body Comparisons 评估会改变反应吗?身体比较的生态瞬时评估中测量反应性的检验
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-08-01 DOI: 10.1521/jscp.2021.40.4.304
Rachel I. MacIntyre, Kristin E. Heron, Charlotte A. Dawson, Kelly B. Filipkowski, D. Arigo
{"title":"Does Assessment Alter Responses? An Examination of Measurement Reactivity in an Ecological Momentary Assessment of Body Comparisons","authors":"Rachel I. MacIntyre, Kristin E. Heron, Charlotte A. Dawson, Kelly B. Filipkowski, D. Arigo","doi":"10.1521/jscp.2021.40.4.304","DOIUrl":"https://doi.org/10.1521/jscp.2021.40.4.304","url":null,"abstract":"Introduction: Body comparisons have been implicated in body dissatisfaction and eating disorder development. Ecological momentary assessment (EMA) has been used to capture body comparisons in everyday life; however, the potential for measurement reactivity this approach has on EMA responses has yet to be examined. The present study systematically evaluated measurement reactivity in EMA of body comparisons. Methods: Undergraduate women (N = 75) completed four surveys daily for 11 days; Days 1–4 did not include comparison assessments and Days 5–11 did. Changes were examined in related EMA measures between these time periods and individual difference measures pre- and post-EMA. Results: A within-person MANOVA showed no significant change in the individual difference measures. Multilevel analyses revealed that participants reported fewer comparisons as day of study increased. When they completed EMA with versus without comparison items, they reported fewer occasions of loss of control while eating and less pleasant social company at time of assessment. Discussion: Findings suggest limited concern for reactivity in this approach, though researchers examining body comparisons, loss of control eating, and perceptions of social company should be cautious when interpreting their findings and consider examining reactivity directly. Future research on body comparisons should also consider using run-in periods to improve data quality.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":" ","pages":""},"PeriodicalIF":1.7,"publicationDate":"2021-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42048744","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Making the Case for a Preferences in Information Processing Model of Suicide 自杀信息处理模型中的偏好论证
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-07-20 DOI: 10.1521/jscp.2021.40.4.359
R. Cramer, L. Gunn, A. Kaniuka, S. Rasmussen
{"title":"Making the Case for a Preferences in Information Processing Model of Suicide","authors":"R. Cramer, L. Gunn, A. Kaniuka, S. Rasmussen","doi":"10.1521/jscp.2021.40.4.359","DOIUrl":"https://doi.org/10.1521/jscp.2021.40.4.359","url":null,"abstract":"Introduction: In recent years, practice friendly models of suicidal behavior have emerged in the form of “ideation-to-action” frameworks. These frameworks focus on processes influencing both the formation of suicidal ideation and the translation of that ideation to suicide attempt and death. In this paper, we proffer an emerging model of suicide, Preferences in Information Processing (PIP), to augment contemporary suicide theories. First, we provide a primer on dual-process models of information processing theory and research as the foundation for the PIP. Next, drawing on a number of initial cross-sectional studies, we outline a rationale and examples of how preferences in motivated affect (i.e., Need for Affect) and cognition (i.e., Need for Cognition) may be integrated into existing ideation-to-action frameworks. Methods: We conducted secondary analysis of our pooled community sample PIP data. Results: We present new findings suggesting Need for Affect avoidance and Need for Cognition may be clinically relevant for persons at escalated risk for suicide. Discussion: The PIP offers new testable propositions within ideation-to-action suicide frameworks. We end with recommendations for a research agenda to further investigate the potential validation and utility of a PIP approach to suicidology.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":" ","pages":""},"PeriodicalIF":1.7,"publicationDate":"2021-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49488734","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Social Anxiety and Depression in Romantic Relationships: A Three-Sample Exploration. 恋爱关系中的社交焦虑和抑郁:一个三样本的探索。
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-06-01 DOI: 10.1521/JSCP.2021.40.3.175
Christian Hahn, I. Hahn, L. Campbell
{"title":"Social Anxiety and Depression in Romantic Relationships: A Three-Sample Exploration.","authors":"Christian Hahn, I. Hahn, L. Campbell","doi":"10.1521/JSCP.2021.40.3.175","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.3.175","url":null,"abstract":"Introduction: Social anxiety contributes to a variety of interpersonal difficulties and dysfunctions. Socially anxious adults are less likely to marry and more likely to divorce than are non-anxious adults. The present pre-registered study investigated incremental variance accounted for by social anxiety in relationship satisfaction, commitment, trust, and social support. Methods: Three independent samples of adults (N = 888; 53.7% female; Mage = 35.09 years) involved in a romantic relationship completed online self-report questionnaires. Both social anxiety and depression were significantly correlated with relationship satisfaction, commitment, dyadic trust, and social support. Hierarchical regression analyses were conducted with each sample to investigate the incremental variance accounted for by each of social anxiety and depression in relationship satisfaction, commitment, dyadic trust, and social support. Subsequent meta-analyses were run to determine the strength and replicability of the hierarchical models. Results: Results suggest that social anxiety is a robust predictor of unique variance in both perceived social support and commitment. Depression was a robust predictor of unique variance in relationship satisfaction, dyadic trust, social support, and commitment. Discussion: These results help to further understanding of social anxiety in romantic relationships and provide direction for future research and clinical intervention.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":"40 1","pages":"175-200"},"PeriodicalIF":1.7,"publicationDate":"2021-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45130909","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Impact of Conservatism and Elected Party Representation on Mental Health Outcomes During Major Elections 保守主义和民选政党代表性对重大选举期间心理健康结果的影响
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-06-01 DOI: 10.1521/JSCP.2021.40.3.221
Lauryn E Garner, D. McKay, Sandra L. Cepeda, E. Storch
{"title":"The Impact of Conservatism and Elected Party Representation on Mental Health Outcomes During Major Elections","authors":"Lauryn E Garner, D. McKay, Sandra L. Cepeda, E. Storch","doi":"10.1521/JSCP.2021.40.3.221","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.3.221","url":null,"abstract":"Introduction: The American Psychological Association's national surveys have revealed high levels of stress surrounding the political climate since the 2016 United States (U.S.) presidential election. The two current studies aimed to further evaluate the impact of political factors, such as social and economic conservatism and political party affiliation mismatch between individuals and their local or federal officials, on emotional experiences. Methods: Data for these studies were collected through Amazon's Mechanical Turk following the 2016 and 2018 U.S. elections. Results: Results from Study 1 revealed that following the 2016 presidential election, higher social and economic conservatism was associated with less political obsessions and lower levels of depression. Results from Study 2 also demonstrated that following the 2018 midterm elections, higher conservatism predicted lower depression, less political obsessions, lower levels of negative affect, and higher positive affect. Additionally, conservatism moderated the relationship between party affiliation mismatch between participants and their official in the U.S. House of Representatives and both anxiety and obsessive-compulsive symptoms. The relationship between mismatch of party affiliation for participants’ Senators and obsessive-compulsive symptoms was also moderated by conservatism. Discussion: These studies suggest that political factors, particularly conservatism, may impact emotional experiences and mental health symptoms during times of increased political polarization. Future studies should further explore the impact of political divisiveness on individual's stress levels and emotional well-being.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":"40 1","pages":"221-248"},"PeriodicalIF":1.7,"publicationDate":"2021-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45158669","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Equity of Dyadic Coping in Patients with Depression and Their Partners 抑郁症患者及其伴侣死亡应对的公平性
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-06-01 DOI: 10.1521/JSCP.2021.40.3.249
Fabienne Meier, S. A. Landolt, T. Bradbury, G. Bodenmann
{"title":"Equity of Dyadic Coping in Patients with Depression and Their Partners","authors":"Fabienne Meier, S. A. Landolt, T. Bradbury, G. Bodenmann","doi":"10.1521/JSCP.2021.40.3.249","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.3.249","url":null,"abstract":"Introduction: For couples, depression can position diagnosed partners to receive dyadic coping and mates to primarily provide support. We examine whether inequities in dyadic coping covary with depressive symptoms. Methods: Using data from 62 mixed-gender couples with one partner diagnosed with major depression (60% female), we computed differences between provided and received dyadic coping reported by both partners. With Response Surface Analyses we examined the associations with depressive symptoms. Results: In patients, lower equity of dyadic coping was associated with more depressive symptoms, regardless of whether the patient felt underbenefitted or overbenefitted. In partners, dyadic coping was negatively associated with depressive symptoms while equity of dyadic coping showed no significant associations. Patients and partners both reported providing more dyadic coping than they received. Discussion: Inequities in dyadic coping covary with depressive symptoms in patients, beyond main effects of dyadic coping, justifying the inclusion of couples in treatment for depression.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":"40 1","pages":"249-275"},"PeriodicalIF":1.7,"publicationDate":"2021-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47245437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Anxiety- and Depression-Related Individual Differences in Affective and Cognitive Judgments of Self-Referential Praise and Criticism 焦虑和抑郁相关的自我指涉表扬和批评的情感和认知判断的个体差异
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-06-01 DOI: 10.1521/JSCP.2021.40.3.201
Wanyu Zhang, Yunxiao Zhou, Jiehui Hu, Zhao Gao, Shan Gao
{"title":"Anxiety- and Depression-Related Individual Differences in Affective and Cognitive Judgments of Self-Referential Praise and Criticism","authors":"Wanyu Zhang, Yunxiao Zhou, Jiehui Hu, Zhao Gao, Shan Gao","doi":"10.1521/JSCP.2021.40.3.201","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.3.201","url":null,"abstract":"Introduction: While praise is generally pleasant and criticism unpleasant, individual differences in response to social evaluations arise from distinct personal traits and states. Here, we investigate how processing of self-referential praise and criticism varies with personal attributes related to anxiety and depression, two highly prevalent and often chronic affective conditions. Methods: Ninety-three healthy participants first completed questionnaires for anxiety- and depression-related traits and states, and then they were scheduled to perform an evaluation task to rate praise and criticism for pleasantness and truthfulness. Results: Fear of negative evaluation positively correlated with unpleasantness of criticism. Trait- and state-anxiety and depression were positively associated with the truthfulness of criticism but negatively associated with that of praise. We further divided participants into high- and low-scoring groups based on the medians of their scores of each scale that displayed significant correlations with comment ratings and found group differences in their responses to praise and criticism. Discussion: The findings suggest that more highly anxious and depressed individuals may be subject to negatively-distorted self-representations in response to self-referential evaluations, thus exhibiting attenuated rejection for criticism or reduced acceptance for praise, which may have important implications not only for facilitating daily social interactions but also for subclinical and clinical diagnosis and treatment given that affective and cognitive processing of self-referential evaluations serves as a critical process exhibiting the sense of the self.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":"40 1","pages":"201-220"},"PeriodicalIF":1.7,"publicationDate":"2021-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42085768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Design of Improved Version of Sigmoidal Function with Biases for Classification Task in ELM Domain ELM域分类任务中带偏差的改进s型函数设计
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-05-25 DOI: 10.36548/JSCP.2021.2.002
S. Mugunthan, T. Vijayakumar
{"title":"Design of Improved Version of Sigmoidal Function with Biases for Classification Task in ELM Domain","authors":"S. Mugunthan, T. Vijayakumar","doi":"10.36548/JSCP.2021.2.002","DOIUrl":"https://doi.org/10.36548/JSCP.2021.2.002","url":null,"abstract":"Extreme Learning Machine (ELM) is one of the latest trends in learning algorithm, which can provide a good recognition rate within less computation time. Therefore, the algorithm can sustain for a faster response application by utilizing a feed-forward neural network. In this research article, the ELM method has been designed with the presence of sigmoidal function of biases in the hidden nodes to perform the classification task. The classification task is very challenging with the existing learning algorithm and increased computation time due to the huge amount of dataset. While handling of the stochastic matrix for hidden layer, output provides the lower performance for learning rate and robustness in the determination. To address these issues, the modified version of ELM has been developed to obtain better accuracy and minimize the classification error. This research article includes the mathematical proof of sigmoidal activation function with biases of the hidden nodes present in the networks. The output matrix maintains the column rank in order to improve the speed of the training output weights (β). The proposed improved version of ELM leverages better accuracy and efficacy in classification and regression problems as well. Due to the inclusion of matrix Journal of Soft Computing Paradigm (JSCP) (2021) Vol.03/ No.02 Pages: 70-82 http://irojournals.com/jscp/ DOI: https://doi.org/10.36548/jscp.2021.2.002 71 ISSN: 2582-2640 (online) Submitted: 26.03.2021 Revised: 15.04.2021 Accepted: 4.05.2021 Published: 25.05.2021 column ranking in mathematical proof, the proposed improved version of ELM solves the slow training speed and over-fitting problems present in the existing learning approach.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":"3 1","pages":"70-82"},"PeriodicalIF":1.7,"publicationDate":"2021-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44932439","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 34
An Efficient Dimension Reduction based Fusion of CNN and SVM Model for Detection of Abnormal Incident in Video Surveillance 基于CNN和SVM模型降维的视频监控异常事件检测
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-05-10 DOI: 10.36548/JSCP.2021.2.001
R. Sharma, Akey Sungheetha
{"title":"An Efficient Dimension Reduction based Fusion of CNN and SVM Model for Detection of Abnormal Incident in Video Surveillance","authors":"R. Sharma, Akey Sungheetha","doi":"10.36548/JSCP.2021.2.001","DOIUrl":"https://doi.org/10.36548/JSCP.2021.2.001","url":null,"abstract":"Performing dimensionality reduction in the camera captured images without any loss is remaining as a big challenge in image processing domain. Generally, camera surveillance system is consuming more volume to store video files in the memory. The normally used video stream will not be sufficient for all the sectors. The abnormal conditions should be analyzed carefully for identifying any crime or mistakes in any type of industries, companies, shops, etc. In order to make it comfortable to analyze the video surveillance within a short time period, the storage of abnormal conditions of the video pictures plays a very significant role. Searching unusual events in a day can be incorporated into the existing model, which will be considered as a supreme benefit of the proposed model. The massive video stream is compressed in preprocessing the proposed learning method is the key of our proposed algorithm. The proposed efficient deep learning framework is based on intelligent anomaly detection in video surveillance in a continuous manner and it is used to reduce the time complexity. The dimensionality reduction of the video captured images has been done by preprocessing the learning process. The proposed pre-trained model is used to reduce the dimension of the extracted image features in a sequence of video frames that remain as the valuable and anomalous events in the frame. The selection of special features from each frame of the video and background subtraction process can reduce the dimension in the framework. The proposed method is a combination of CNN and SVM architecture for the detection of abnormal conditions at video surveillance with the help of an image classification procedure. This research article compares various methods such as Journal of Soft Computing Paradigm (JSCP) (2021) Vol.03/ No.02 Pages: 55-69 http://irojournals.com/jscp/ DOI: https://doi.org/10.36548/jscp.2021.2.001 56 ISSN: 2582-2640 (online) Submitted:6.03.2021 Revised: 30.03.2021 Accepted: 21.04.2021 Published: 10.05.2021 background subtraction (BS), temporal feature extraction (TFE), and single classifier classification methods.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":"3 1","pages":"55-69"},"PeriodicalIF":1.7,"publicationDate":"2021-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43884567","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 82
Smart Fault Diagnostics using Convolutional Neural Network and Adam Stochastic Optimization 基于卷积神经网络和Adam随机优化的智能故障诊断
IF 1.7 4区 心理学
Journal of Social and Clinical Psychology Pub Date : 2021-04-20 DOI: 10.36548/JSCP.2021.1.005
S. Shakya
{"title":"Smart Fault Diagnostics using Convolutional Neural Network and Adam Stochastic Optimization","authors":"S. Shakya","doi":"10.36548/JSCP.2021.1.005","DOIUrl":"https://doi.org/10.36548/JSCP.2021.1.005","url":null,"abstract":"Navigation, aviation and several other fields of engineering extensively make use of rotating machinery. The stability and safety of the equipment as well as the personnel are affected by this machinery. Use of deep learning as the basis of intelligent fault diagnosis schemes has and investigation of other relevant fault diagnosis schemes has a large scope for development. Thorough exploration needs to be performed in deep neural network (DNN) based schemes as shallow layer network structure based fault diagnosis schemes that are currently available has several considerable limitations. The nonlinear problems may be processed during intelligent fault diagnosis using deep convolutional neural network, which is a special structure DNN. The convolutional neural network (CNN) based scheme is emphasized in this paper. The principle and basic structure of the model are introduced. In rotating machinery, the fault diagnosis schemes using CNN are analyzed and summarized. Various CNN schemes, the potential mechanisms and performance diagnosis are analyzed. A novel smart fault diagnosis strategy is proposed while highlighting the potential aspects of existing schemes and reviewing the challenges.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":"3 1","pages":"38-46"},"PeriodicalIF":1.7,"publicationDate":"2021-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46161926","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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