Digital Commons Network^™

A Study On Deep Learning For Prognostics And Health Management Applications: An Evolutionary Convolutional Long Short-Term Memory Deep Neural Network Data-Driven Model For Prognostics Of Aircraft Gas Turbine, Phattara Khumprom

Industrial and Manufacturing Engineering

The fundamental concept of prognostics and health management (PHM) within the scope of Condition-Based Maintenance (CBM) is to find an approach to evaluate the system health and predict its remaining useful life (RUL). Many methods and algorithms have been proposed for PHM modeling, most of which have been proven to perform relatively well. One of the leading algorithms in the current data-driven technology era is a deep learning approach, which is based on the concept of multiple hidden layers in a neural network. RUL prediction is an important part of PHM, which is the science that is aimed at increasing …

A Domain-Knowledge Modeling Of Hospital-Acquired Infection Risk In Healthcare Personnel From Retrospective Observational Data: A Case Study For Covid-19, Phat Huynh

Industrial and Manufacturing Engineering

Healthcare personnel (HCP) is facing a consistent risk of viral infections. We proposed a domain-knowledge-driven infection risk model to quantify the individual HCP and the population-level risks. For individual-level risk estimation, a time-variant model was proposed to capture the disease transmission dynamics. At the population-level, the infection risk was estimated using a Bayesian network model constructed from three feature sets. For model validation, we investigated the case study of the Coronavirus disease. The variance-based sensitivity analysis indicated that the uncertainty in the estimated risk was attributed to two variables: the number of close contacts and the viral transmission probability. We …

Impact Of Co2 Storage On The Geomechanical And Geophysical Properties Of Bakken Formation, Ogochukwu Ozotta

Theses and Dissertations

The world is currently experiencing a higher demand for low-carbon technologies, and carbon capture utilization and storage (CCUS) is an important CO₂ emissions reduction technology. Studies have shown the potential for CCUS in shale formations either as a caprock or as a reservoir storage unit. However, there is limited knowledge of the changes in shale reservoirs after long-term exposure to CO₂, and the resulting impacts on storage permanence. This study coupled experimental and numerical modeling methods to investigate how long-term CO₂ storage in shale formations might alter pore structure and minerals, which might cause a resultant …

Bystander Behaviour In Australian Nightlife Settings: Appendix A - Interview Guide, Aimee-Rose Wrightson-Hester, Alfred Allan, Maria Allan

Research outputs 2022 to 2026

A semi-structured interview guide that was used to conduct interviews exploring young Australian nightlife users' perceptions of factors that might influence bystander behaviour in Australian nightlife settings. The interview guide includes a vignette depicting an incident of sexual violence that commonly occurs in nightlife settings.

Positive Family Relationships In A Digital Age: Hearing The Voice Of Young People, Nicola F. Johnson, Zoe Francis

Research outputs 2022 to 2026

This study focused on young people's perspectives about family relationships and how they can be strengthened or weakened through digital media practices. Located in Melbourne, Australia, 20 participants aged between 13 and 17 years were interviewed about how digital devices and practices shaped the way they interacted with family. The thematic analysis points to the young people's commitment to family cohesion. This was demonstrated through responsible use of social media, admitting the need for device-free time, acknowledging the challenges of being online, and their sense of responsibility as a family member, which informed and shaped the way they individually acted.

Exercise In Preventing Falls For Men With Prostate Cancer: A Modelled Cost-Utility Analysis, Kim Edmunds, Paul Scuffham, Robert U. Newton, Daniel A. Galvão, Haitham Tuffaha

Research outputs 2022 to 2026

Introduction:

Men who receive androgen deprivation therapy (ADT) for prostate cancer (PCa) are a vulnerable falls population due to the side effects of treatment. The purpose of this paper is to determine the cost-effectiveness of exercise in preventing falls and fractures for this high-risk population in Australia.

Methods:

A decision analytic model was constructed to evaluate the cost utility of an exercise intervention compared to usual care from a health system perspective. The intervention comprised two 1-h sessions of supervised exercise per week over 1 year for men with non-metastatic PCa receiving curative radiation therapy and ADT. A Markov model …

Sulfur Compounds: From Plants To Humans And Their Role In Chronic Disease Prevention, Caroline R. Hill, Armaghan Shafaei, Lois Balmer, Joshua R. Lewis, Jonathan M. Hodgson, A. Harvey Millar, Lauren C. Blekkenhorst

Research outputs 2022 to 2026

Sulfur is essential for the health of plants and is an indispensable dietary component for human health and disease prevention. Its incorporation into our food supply is heavily reliant upon the uptake of sulfur into plant tissue and our subsequent intake. Dietary requirements for sulfur are largely calculated based upon requirements for the sulfur-containing amino acids (SAA), cysteine and methionine, to meet the demands for synthesis of proteins, enzymes, co-enzymes, vitamins, and hormones. SAA are found in abundance in animal sources and are relatively low in plants. However, some plants, particularly cruciferous and allium vegetables, produce many protective sulfur-containing secondary …

Covid-19 And Csr Disclosure: Evidence From New Zealand, Stephen Bahadar, Rashid Zaman

Research outputs 2022 to 2026

Purpose – Stakeholders’ uncertainty about firms’ value drives their urge to get information, as well as managerial disclosure choices. In this study, the authors examine whether and how an important source of uncertainty – the recent COVID-19 pandemic’s effect on corporate social responsibility (CSR) disclosure – is beyond managerial and stakeholders’ control. Design/methodology/approach – The authors develop a novel construct for daily CSR disclosure by employing computer-aided text analysis (CATA) on the press releases issued by 125 New Zealand Stock Exchange (NZX) listed from 28 February 2020 to 31 December 2020. To capture COVID-19 intensity, the authors use the growth …

Saliva Cortisol In Girls With Functional Abdominal Pain Disorders: A Randomized Controlled Dance And Yoga Intervention, Elin Areskog Sandberg, Anna Duberg, Ulrika Lorenzon Fagerberg, Evalotte Morelius, Stefan Särnblad

Research outputs 2022 to 2026

Introduction: Functional abdominal pain disorders (FAPDs) are common among girls and has been associated with stress. Cortisol is one of the major stress hormones. Dance and yoga have been shown to reduce abdominal pain among girls with FAPDs. Aim: To investigate the effect of an 8-month intervention with dance and yoga on cortisol levels in saliva among girls with FAPDs. Methods: A total of 121 girls aged 9–13 years with irritable bowel syndrome (IBS) or functional abdominal pain were included in the study. Participants were randomized into an intervention group and a control group. The intervention group attended a combined …

An Optimal Charging Solution For Commercial Electric Vehicles, Bassam Al-Hanahi, Iftekhar Ahmad, Daryoush Habibi, Pravakar Pradhan, Mohammad A.S. Masoum

Research outputs 2022 to 2026

New government regulations and incentives promote the deployment of commercial electric vehicles to reduce carbon emissions from gasoline-fueled vehicles. For commercial electric vehicles (CEVs) operating in a fleet, charging processes are often performed at the depot where they begin and end their daily driving cycles, as well as at public stations on their routes. With the large penetration of CEVs in depots, simultaneous charging increases peak demand, which in turn impacts the electric network and increases the demand cost of a facility. These depot charging conditions influence the charging schedules of CEVs along their routes and the total service cost …

Transcranial Magnetic Stimulation To Assess Motor Neurophysiology After Acute Stroke In The United States: Feasibility, Lessons Learned, And Values For Future Research, Yi-Ling Kuo, David J. Lin, Isha Vora, Julie A. Dicarlo, Dylan J. Edwards, Teresa J. Kimberley

Research outputs 2022 to 2026

Transcranial magnetic stimulation (TMS) has been widely applied in both basic and clinical neuroscience since its introduction in 1985 . . .

Connectivity Shapes Functional Diversity And Maintains Complementarity In Surf Zones On Exposed Coasts, Christopher J. Henderson, Ben L. Gilby, Andrew D. Olds, Jesse Mosman, Rod M. Connolly, Glenn Hyndes, Brendan Kelaher, Brooke Maslo, Alan Williams, Thomas A. Schlacher

Research outputs 2022 to 2026

Habitat complexity and connectivity can influence the number of species and their diversity across a landscape. For the surf zones of ocean-exposed beaches, globally one of the longest habitat interfaces, the assumed low structural complexity, and apparent homogeneity, of the sandy seafloor habitats predicts low taxonomic and functional diversity. Here, we assessed how the configuration of the seascape and the context of different beach structure functional diversity and functional niche space of fish assemblages in surf zones. We expected that beaches that were well connected with highly productive and complex estuarine and reef habitats would support a greater level of …

Application Of Neuromorphic Olfactory Approach For High-Accuracy Classification Of Malts, Anup Vanarse, Adam Osseiran, Alexander Rassau, Peter Van Der Made

Research outputs 2022 to 2026

Current developments in artificial olfactory systems, also known as electronic nose (e-nose) systems, have benefited from advanced machine learning techniques that have significantly improved the conditioning and processing of multivariate feature-rich sensor data. These advancements are complemented by the application of bioinspired algorithms and architectures based on findings from neurophysiological studies focusing on the biological olfactory pathway. The application of spiking neural networks (SNNs), and concepts from neuromorphic engineering in general, are one of the key factors that has led to the design and development of efficient bioinspired e-nose systems. However, only a limited number of studies have focused on …

The Digital Sabbath And The Digital Distraction: Arts-Based Research Methods For New Audiences, Lisa F. Paris, Julia Morris, John Bailey

Research outputs 2022 to 2026

Despite the known affordances of Arts-Based Research Practice within the international education environment, its use remains relatively uncommon in Western Australia. The reasons for this are likely the contested nature of quality criteria by which Arts-Based Practice is evaluated as well as the challenges as well associated with the dissemination of research findings. Mixed-methods research is increasingly recognised as an appropriate and practical approach for education phenomena, and within this domain, inquiry that combines traditional qualitative and arts-based strategies offers the education researcher advantages that are not readily available through other approaches. As professional artists and researchers we share our …

A New Comprehensive Dimensionless Inflow Performance Relationship For Gas Wells, Azim Kalantariasl, Isa Farhadi, Soosan Farzani, Alireza Keshavarz

Research outputs 2022 to 2026

Prediction of gas well deliverability is important for reservoir management. Conventional flow after flow, isochronal or modified isochronal tests are common methods for calculation of well deliverability. Single-point test using Vogel-type dimensionless inflow performance relationships (IPR) was also proposed to overcome the need for multi-point tests. However, analysis of field data showed that existing dimensionless IPR correlations fail to accurately predict well deliverability for some reservoir conditions. In this study, a wide range of reservoir rock and fluid data was used to develop a comprehensive dimensionless IPR correlation for calculation of gas well deliverability from single-point test data. Multi-point well …

Elastic Tubes: The Ideal Equipment For Telehealth Exercise Medicine In The Management Of Prostate Cancer?, Georgios Mavropalias

Research outputs 2022 to 2026

Prostate cancer (PCa) affects 1 in 8 men, but exercise therapy has been shown to be a very effective intervention not only to induce physiological benefits but to also reduce the side effects of cancer treatments typically administered during PCa. The COVID19 pandemic has restricted access to exercise clinics, a problem which always existed for people living in rural and remote areas. This caused many exercise physiologists and researchers to transition their clinic-based exercise to online, home-based exercise. We would like to propose that researchers and exercise physiologists should consider the use of elastic tubes in both research and the …

No Need To Schedule That Colonoscopy!, Banu Ramachandran, Md, Laura Loertscher, Md

Articles, Abstracts, and Reports

2022-2023 PGY3

Three Essays On Renewable Jet Fuel Supply Chain Network Design And Traffic Safety, Sajad Ebrahimi

Transportation Logistics and Finance

Because of rising energy consumption, climate change, and environmental concerns about fossil fuels, finding alternative renewable energy sources is becoming increasingly crucial. With the non-advanced share of the U.S. Renewable Fuel Standard having been mainly met by corn ethanol, many states are considering cellulosic or non-edible oilseed crops as the next source of biofuels. This study seeks to design a supply chain to produce renewable jet fuel (RJF) within the Midwest region and southeastern U.S. This is accomplished through the use of optimization models (mixed-integer linear programming). Furthermore, because RJF manufacturing incurs higher expenses than conventional jet fuel, the use …

Contributing Factors Of Dui Recidivism Among First-Time Offenders In North Dakota, Yun Zhou

Transportation Logistics and Finance

This study explored utilizing tree-based machine learning models to identify associations in a range of 107 factors and DUI recidivism among first-time DUI offenders. Three tree-based machine learning models, Decision Tree, Random Forest, and Gradient Boosting were performed on 12,879 first-time DUI offenders during 2013-2017 using a three-year following period, to classify repeat DUI offenders. Study cohorts include 11,651 drivers without recidivism and 1,228 drivers with recidivism. The models tested 107 variables/predictors, including the driver’s demographic factors, drinking behaviors, traffic violations, crash histories, DUI-related violations, social-economic factors, and health and safety factors based on the driver’s residence. oversampling technique was …

Hydrogen Diffusion In Coal: Implications For Hydrogen Geo‐Storage, Alireza Keshavarz, Hussein R. Abid, Muhammad Ali, Sefan Iglauer

Research outputs 2014 to 2021

Hypothesis

Hydrogen geo-storage is considered as an option for large scale hydrogen storage in a full-scale hydrogen economy. Among different types of subsurface formations, coal seams look to be one of the best suitable options as coal’s micro/nano pore structure can adsorb a huge amount of gas (e.g. hydrogen) which can be withdrawn again once needed. However, literature lacks fundamental data regarding H₂ diffusion in coal.

Experiments

In this study, we measured H₂ adsorption rate in an Australian anthracite coal sample at isothermal conditions for four different temperatures (20 °C, 30 °C, 45 °C and 60 °C), at …

Breech Presentation Management: A Critical Review Of Leading Clinical Practice Guidelines, Sara Morris, Sadie Geraghty, Deborah Sundin

Research outputs 2014 to 2021

Problem

Clinical practice guidelines are designed to guide clinicians and consumers of maternity services in clinical decision making, but recommendations are often consensus based and differ greatly between leading organisations.

Background

Breech birth is a divisive clinical issue, however vaginal breech births continue to occur despite a globally high caesarean section rate for breech presenting fetuses. Inconsistencies are known to exist between clinical practice guidelines relating to the management of breech presentation.

Aim

The aim of this review was to critically evaluate and compare leading obstetric clinical practice guidelines related to the management of breech presenting fetuses.

Methods

Leading obstetric …

Fatality Risk Management: Applying Quinlan’S Ten Pathways In Western Australia’S Mining Industry, Tanya Jenke, Jessica L. Boylan, Shelley Beatty, Martin Ralph, Andrew Chaplyn, Greg Penney, Marcus Cattani

Research outputs 2014 to 2021

In ‘Ten Pathways to Death and Disaster’ Professor Michael Quinlan (2014) identified a series of ten common catastrophic incident risk factors, known as the Ten Pathways, contributing to major incidents in mining and other high hazard industries. This study applies the Quinlan methodology in two separate phases. The first phase of the study explored employee perception of employer effectiveness of fatality prevention against each of the Ten Pathways through a questionnaire of n = 2009 participants at the 2017–2019 Western Australian Government Mines Safety Roadshows. Respondents generally perceived their employer as having a relatively good understanding of the role of …

Digging For Data: How Sleep Is Losing Out To Roster Design, Sleep Disorders, And Lifestyle Factors, Gemma Maisey, Marcus Cattani, Amanda Devine, Johnny Lo, Shih Ching Fu, Ian C. Dunican

Research outputs 2014 to 2021

Shift workers employed at a remote mining operation may experience sleep loss, impaired alertness, and consequently negative health and safety outcomes. This study determined the sleep behaviors and prevalence of risk for sleep disorders among shift workers; and quantified alertness for a roster cycle. Sleep duration was significantly less following; night shift by 77 ± 7 min and day shift by 30 ± 7 min. The wake after sleep onset was less by 23 ± 3 min for night shifts and 22 ± 3 min for day shifts (p < 0.05 for all). The prevalence of risk for sleep apnea was 31%, insomnia was 8%, and shiftwork disorder was 44%. Average alertness for all working hours was 75%. Shiftwork in remote mining operations is a significant factor that leads to sleep loss and reduced alertness, which is exacerbated by the high prevalence of risk for sleep disorders.

Factors Influencing The Development And Implementation Of Nurse Practitioner Candidacy Programs: A Scoping Review, Lisa Whitehead, Diane E. Twigg, Rebecca Carman, Courtney Glass, Helena Halton, Christine M. Duffield

Research outputs 2014 to 2021

Background

To meet the growing needs of a diverse population, it is critical that healthcare service provision is underpinned by innovative, cost-effective, and sustainable services and solutions. The role of the nurse practitioner creates an opportunity to meet the increasing demands of complex care and enables greater access to high quality care. Understanding how best to support nurse practitioner candidates to develop into the nurse practitioner role will create greater opportunities to transform service delivery and improve healthcare outcomes.

Aim

To identify key factors that support and positively impact the implementation of nurse practitioner candidacy programs and candidate experiences.

Methods …

Patients’ Experiences Of A Communication Enhanced Environment Model On An Acute/Slow Stream Rehabilitation And A Rehabilitation Ward Following Stroke: A Qualitative Description Approach, Sarah D'Souza, Deborah J. Hersh, Erin Godecke, Natalie Ciccone, Heidi Janssen, Elizabeth Armstrong

Research outputs 2014 to 2021

Background

Patients in hospital following stroke express a desire to continue therapy tasks outside of treatment activities. However, they commonly describe experiences of boredom and inactivity. An enriched environment aims to provide opportunities for physical, cognitive and social activity and informed the development of a Communication Enhanced Environment (CEE) model to promote patient engagement in language activities.

Purpose

Explore patient perceptions of a CEE model, and barriers and facilitators to engagement in the model.

Methods

A qualitative description study from a larger project that implemented a CEE model into acute and rehabilitation private hospital wards in Western Australia. Semi-structured interviews …

Protocol For The Development Of The International Population Registry For Aphasia After Stroke (I-Praise), M. Ali, A. L. Ben Basat, M. Berthier, M. B. Johansson, C. Breitenstein, D. A. Cadilhac, F. Constantinidou, M. Cruice, G. Davila, M. Gandolfi, M. Gil, R. Grima, Erin Godecke, L. Jesus, L. M. Jiminez, M. Kambanaros, T. Kukkonen, A. Laska, I. Mavis, R. Mc Menamin, C. Mendez-Orellana, H. Obrig, P. Ostberg, H. Robson, K. Sage, M. Van De Sandt-Koenderman, K. Sprecht, E. Visch-Brink, E. Wehling, S. Wielaert, S. J. Wallace, L. J. Williams, M. C. Brady

Research outputs 2014 to 2021

Background: We require high-quality information on the current burden, the types of therapy and resources available, methods of delivery, care pathways and long-term outcomes for people with aphasia. Aim: To document and inform international delivery of post-stroke aphasia treatment, to optimise recovery and reintegration of people with aphasia. Methods & Procedures: Multi-centre, prospective, non-randomised, open study, employing blinded outcome assessment, where appropriate, including people with post-stroke aphasia, able to attend for 30 minutes during the initial language assessment, at first contact with a speech and language therapist for assessment of aphasia at participating sites. There is no study-mandated intervention. Assessments …

Independent And Interactive Associations Of Dietary Nitrate And Salt Intake With Blood Pressure And Cognitive Function: A Cross-Sectional Analysis In The Inchianti Study, Andrea M. Mcgrattan, Blossom C. M. Stephan, Oliver M. Shannon, Mohsen Mazidi, Mark Gilchrist, Miranda Smallwood, Paul Winyard, Nicholas Mcmahon, Lauren C. Blekkenhorst, Devi Mohan, Stefania Bandinelli, Louise Robinson, Luigi Ferrucci, Mario Siervo

Research outputs 2014 to 2021

Blood pressure (BP) control is a key target for interventions to reduce cognitive decline. This cross-sectional study explored associations between objective (24-hour urine excretion) and subjective (food frequency questionnaire [FFQ]) measures of dietary sodium and nitrate intakes with cognitive function and resting BP in the InCHIANTI cohort. Baseline data from 989 participants aged >50 years were included. In fully adjusted models, participants with concurrent high nitrate and low sodium (Odds Ratio (OR)=0.49, 95%CI 0.32–0.76, p = 0.001) and high nitrate and high sodium (OR = 0.49, 95%CI 0.32–0.77, p = 0.002) 24-hour urinary concentrations had lower odds of high BP …

The Use Of Complementary Medicine During Childbearing Years: A Multi-Country Study Of Women From The Middle East, Diana Arabiat, Lisa Whitehead, Samia Gaballah, Nazi Nejat, Ebtehal Galal, Eman Abu Sabah, Nazek Smadi, Inas Saadeh, Randa Khlaif

Research outputs 2014 to 2021

The prevalence of self-prescribed complementary medicine (CM) use is an area of concern across the Middle East. We conducted a descriptive qualitative study to describe women’s use of CM during their childbearing years in Egypt, Jordan, Saudi Arabia and Iran. The study conducted using face to face audio-recorded interviews with 70 participants. Our findings showed that women used several herbal plants to ease pain and discomfort during menstruation and/or during pregnancy and in postpartum care. Acupuncture, meditation, and massage were less likely to be used by women. The impact of CM was often described in relation to perceived usefulness and …

Myokine Expression And Tumor-Suppressive Effect Of Serum Following 12 Weeks Of Exercise In Prostate Cancer Patients On Adt, Jin-Soo Kim, Rebekah Louise Wilson, Dennis Taaffe, Daniel A. Galvao, Elin S. Gray, Robert Newton

Research outputs 2014 to 2021

Purpose:

Although several mechanisms have been proposed for the tumor-suppressive effect of exercise, little attention has been given to myokines, even though skeletal muscle is heavily recruited during exercise resulting in myokine surges. We measured resting serum myokine levels before and after an exercise-based intervention and the effect of this serum on prostate cancer cell growth.

Methods:

Ten prostate cancer patients undertaking androgen deprivation therapy (age, 73.3 ± 5.6 yr) undertook a 12-wk exercise-based intervention including supervised resistance training, self-directed aerobic exercise, and protein supplementation. Body composition was assessed by dual-energy x-ray absorptiometry and muscle strength by the one-repetition maximum …

Hydrocarbon Source Rocks In Kazhdumi And Pabdeh Formations—A Quick Outlook In Gachsaran Oilfield, Sw Iran, Majid Safaei-Farouji, Mohammadreza Kamali, Mohammad Hail Hakimi

Research outputs 2014 to 2021

Geochemical study of Kazhdumi and Pabdeh Formations as potential source rocks in Gachsaran Oilfield demonstrates that the Kazhdumi Formation has a fair to good capability of hydrocarbon generation and predominately contains type II-III kerogen. On the other hand, the Pabdeh Formation has a poor to good petroleum potential and contains different kerogen types, including type II, type II-III, type III and even for one sample, type IV, indicating different depositional conditions for this formation. The geochemical log of the Kazhdumi Formation shows that there is a close correlation between different geological parameters as noticed prominently in well number 55, which …