The effects on classifier performance of 2D discrete wavelet transform analysis and whale optimization algorithm for recognition of power quality disturbances

Power Quality (PQ) is becoming more and more important day by day in the electric network. Signal processing, pattern recognition and machine learning are increasingly being studied for the automatic recognition of any disturbances that may occur during the generation, transmission, and distribution of electricity. There are three main steps to identify the PQ disturbances. These include the use of signal processing methods to calculate the features representing the disturbances, the selection of those that are more useful than these feature sets to prevent the creation of a complex classification model, the creating a classification model that recognizes multiple classes using the selected feature subsets. In this study, one-dimensional (1D) PQ disturbances signals are transformed into two-dimensional (2D) signals, 2D discrete wavelet transforms (2D-DWT) are used to extract the features. The features are extracted by using the wavelet families such as Daubechies, Biorthogonal, Symlets, Coiflets and Fejer-Korovkin in 2D-DWT to analyze PQ disturbances. Whale Optimization Algorithm (WOA) and k-nearest neighbor (KNN) classifier determine the feature subsets. Then, WOA and k nearest neighbor (KNN) classifier are used to determine the feature group. By using KNN and Support Vector Machines (SVM) classification methods, Classifier models that distinguish PQ disturbances are formed. The main aim of the study is to determine the features derived from 2D wavelet coefficients for different wavelet families and to determine which of them has a better classification performance to distinguish PQ disturbances signals. At the same time, different classification methods are simulated and a model which can classify PQ disturbances signals with high performance is created. Also, the generated models are analysed for their performance in terms of different noise levels (40 dB, 30 dB, 20 dB). The result of this simulation study shows that the model developed to classify PQ disturbances is superior to conventional models and other 2D signal processing methods in the literature. In addition, it was concluded that the proposed method can cope better with noisy signals by low computational complexity and higher classification rate.     

The Harm Principle Cannot Replace the Best Interest Standard: Problems With Using the Harm Principle for Medical Decision Making for Children

For many years the prevailing paradigm for medical decision making for children has been the best interest standard. Recently, some authors have proposed that Mill’s “harm principle” should be used to mediate or to replace the best interest standard. This article critically examines the harm principle movement and identifies serious defects within the project of using Mill’s harm principle for medical decision making for children. While the harm principle proponents successfully highlight some difficulties in present-day use of the best interest standard, the use of the harm principle suffers substantial normative and conceptual problems. A medical decision-making framework for children is suggested, grounded in the four principles. It draws on the best interest standard, incorporates concepts of harm, and provides two questions that can act as guide and limit in medical decision making for children.     

When Parents Refuse: Resolving Entrenched Disagreements Between Parents and Clinicians in Situations of Uncertainty and Complexity

When shared decision making breaks down and parents and medical providers have developed entrenched and conflicting views, ethical frameworks are needed to find a way forward. This article reviews the evolution of thought about the best interest standard and then discusses the advantages of the harm principle (HP) and the zone of parental discretion (ZPD). Applying these frameworks to parental refusals in situations of complexity and uncertainty presents challenges that necessitate concrete substeps to analyze the big picture and identify key questions. I outline and defend a new decision-making tool that includes three parts: identifying the nature of the disagreement, checklists for key elements of the HP and ZPD, and a “think list” of specific questions designed to enhance use of the HP and ZPD in clinical decision making. These tools together will assist those embroiled in complex disagreements to disentangle the issues to find a path to resolution.     

Coping with Disasters While Living in Poverty: A Systematic Review

ABSTRACT

This review synthesizes the literature on how Asia-Pacific children and families living in poverty cope with disasters. A systematic search yielded 26 studies from six low- and middle-income countries (LMIC) in the region. Findings emphasized the role of socioeconomic factors, sociocultural factors, and indigenous knowledge. Coping strategies related to finances were most prominently described in the studies, in contrast to health and psychosocial strategies. Substantial gender issues were identified. The review highlights gaps regarding child involvement in research and coping strategies used by children living in poverty.     

Preparing for Deployment: Examining Family- and Individual-Level Factors

Deployment can be a significant source of stress for military families. Understanding how families prepare in the face of such stress, and which families are more versus less likely to prepare, is a priority of the Department of Defense. However, there has been scant research on how families prepare for deployments and the factors associated with engagement in preparation activities. The current study is a cross-sectional examination of the proportion of households engaging in deployment preparation activities and family-level and individual-level factors that are associated with these activities in a large and representative sample of married, deployable service members and their families from all military services and components (n = 1,621). Overall, results showed that families reported high rates of engaging in preparation activities, with particularly strong engagement in financial and legal preparation tasks. Talking about deployment to prepare a spouse or child was also relatively highly endorsed but not as frequently cited compared to other logistical preparation activities. Older spouses, officers, active component families, and those with higher marital satisfaction reported greater participation in preparation activities. Families with greater socioemotional difficulties, as indexed by child emotional problems or greater depressive symptoms in the service member or spouse, as well as those with lower spouse-reported marital satisfaction, were more likely to seek professional help. Evaluating the effectiveness of programs in reaching the families that may be least likely to prepare, as well as examining the longitudinal association between deployment preparation and postdeployment family adjustment, is an important area for further inquiry.     

“Dream More,Learn More,Care More,and Be More”: The Imagination Library Influencing Storybook Reading and Early Literacy

Abstract

This study examined the free book giving program of Dolly Parton's Imagination Library and its influence upon storybook reading and early literacy within one county-wide setting in the United States. Family literacy and early literacy experiences are known to be critical to young children's literacy development. The study found that childre who received the Imagination Library books were statistically different from those children who did not participate in the free book giving program. This study has implications for the early literacy outcomes for young children and their families, as well as other communities who utilize Dolly Parton's Imagination Library.     

Modifying Children's Responses to Unsecured Firearms and Modifying the Keeping and Storage of Firearms in Families of Elementary School Children: A Possible Role for Child Behavior Therapy

ABSTRACT

This paper reviews the literature on young children (children under 13) at-risk of firearms injuries, and outlines potential strategies for reducing the disproportionate rate of firearms accidents among low-income children. The available evidence suggests that this problem stems from risky gun storage practices common in low-income homes keeping guns for protection, and these practices, in turn, are a response to high rates of crime victimization and fears of crime. The role that child behavior therapy could assume to reduce the risk of firearm injury to young children and other persons due to these unsafe storage practices is the primary focus of this paper.     

Enhancing Parenting Skills Among Nonresident African American Fathers as a Strategy for Preventing Youth Risky Behaviors

This study evaluated the effectiveness of a theoretically based, culturally specific family intervention designed to prevent youth risky behaviors by influencing the parenting attitudes and behaviors of nonresident African American fathers and the parent–child interactions, intentions to avoid violence, and aggressive behaviors of their preadolescent sons. A sample of 158 intervention and 129 comparison group families participated. ANCOVA results indicated that the intervention was promising for enhancing parental monitoring, communication about sex, intentions to communicate, race-related socialization practices, and parenting skills satisfaction among fathers. The intervention was also beneficial for sons who reported more monitoring by their fathers, improved communication about sex, and increased intentions to avoid violence. The intervention was not effective in reducing aggressive behaviors among sons. Findings are discussed from a family support perspective, including the need to involve nonresident African American fathers in youth risky behavior prevention efforts.     

Predictors of Partner Engagement in PTSD Treatment

A telephone survey was conducted to identify predictors of treatment engagement in 83 cohabitating female partners of 83 Vietnam theater veterans with combat-related post-traumatic stress disorder (PTSD). The survey assessed veterans for their trauma history and PTSD symptoms. Partners were assessed for caregiver burden, patient–partner involvement, PTSD treatment engagement, self-efficacy relating to PTSD, beliefs about benefits of PTSD treatment, and PTSD treatment barriers. Significant predictors of partner PTSD treatment engagement were the couple’s income, patient–partner involvement, and partner caregiver burden. These findings have implications for family interventions that may increase partner PTSD treatment engagement and improve PTSD treatment outcome.     

The early biopsychosocial development of boys and the origins of violence in males

We apply a biopsychosocial approach to introduce early-in-life experiences that explain a significant part of the male preponderance in the perpetration of violence. Early caregiver abuse and neglect, father absence, and exposure to family and neighborhood violence exacerbate boys’ greater risk for aggressive behavior and increase the probability of carrying out violent acts later in life. We examine the development of the psychological self and explore conditions that encourage physical aggression, focusing on the impact on the infant and toddler's emergent mental representation of self, others, and self–other relationships. Boys’ slower developmental timetable in the first years of life may enhance their vulnerability for disorganization in emergent neurobiological networks mediating organization of socioemotional relationships. Emergent attachment and activation relationship systems may differentially affect risk and resilience in boys and girls, particularly in single-parent families. Evidence has suggested that the dramatic increase in single-parent families is especially linked to corresponding increases in behavioral undercontrol, antisocial behavior, and the emergence of violence in boys.