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Graduate Theses, Dissertations, and Problem Reports (ETD)

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Intervention To Reduce Tobacco Use Among Prostate Cancer Patient And Informal Caregiver Dyads, Trupti Dhumal Jan 2024

Intervention To Reduce Tobacco Use Among Prostate Cancer Patient And Informal Caregiver Dyads, Trupti Dhumal

Graduate Theses, Dissertations, and Problem Reports (ETD)

Prostate cancer is the leading cancer in men. Continued tobacco use after prostate cancer diagnosis may affect a patient’s treatment outcomes, quality of life, and mortality. Despite the potential negative outcomes, 10-20% of prostate cancer patients continue to use tobacco after their cancer diagnosis. Considering risks associated with continued tobacco use, there is a lack of evidence-based tobacco cessation strategies to address tobacco cessation specifically in prostate cancer. Given the increasing prevalence of prostate cancer, the ongoing difficulty in tobacco cessation, and the limited evidence-based tobacco cessation interventions in the literature, it is important to prioritize reducing tobacco use in …


Pepperoni Roll Studios: Prototype Design For Creating And Operating A Podcast And Audio Production Student Organization At West Virginia University, Nicholas Kirk Kratsas Jan 2024

Pepperoni Roll Studios: Prototype Design For Creating And Operating A Podcast And Audio Production Student Organization At West Virginia University, Nicholas Kirk Kratsas

Graduate Theses, Dissertations, and Problem Reports (ETD)

As technology and audience demand change the traditional media landscape, student organizations at the university level, such as West Virginia University’s Student Media, are looking for ways to expand experiential learning opportunities for their students. This professional project seeks to address this need at West Virginia University by proposing and developing a prototype for a stand-alone community of practice for podcasting and audio editing as a student organization under the management of an advisor and professional staff. This project will not only justify the importance and timeliness of an experiential learning environment centered on podcasting but also culminate in generating …


Seeing Red: Hostile Attribution Bias, Aggression, And Antisocial Personality Disorder Traits, Kaley Potter Jan 2024

Seeing Red: Hostile Attribution Bias, Aggression, And Antisocial Personality Disorder Traits, Kaley Potter

Graduate Theses, Dissertations, and Problem Reports (ETD)

Antisocial personality disorder (ASPD) is a destructive and severe mental illness that costs the U.S. trillions of dollars annually. Although ASPD is significantly correlated with acts of aggression, violence, and imprisonment, not all individuals with ASPD are aggressive. In samples without ASPD, increased aggression has been linked to an error in social information processing, which is referred to as hostile attribution bias (HAB).

The current study tested the extent to which HABs, or the tendency to attribute hostility to neutral or ambiguous stimuli, predicted aggression above and beyond ASPD traits in participants with a history of incarceration. Participants (N = …


Reimagining The Refugee Figure: Survival Migration And Its After-Affects, Gabriella Pishotti Jan 2024

Reimagining The Refugee Figure: Survival Migration And Its After-Affects, Gabriella Pishotti

Graduate Theses, Dissertations, and Problem Reports (ETD)

As the refugee crisis continues to worsen, so too will the field of refugee literature continue to expand into new directions to account for shifts in the refugee figure and developing concerns of survival migrant writers. Drawing from the foundational work of scholars such as Sianne Ngai and Sara Ahmed, I use affect theory as an intervention into these contemporary refugee texts to posit a rethinking of how we analyze refugee stories as narratives of crisis. I employ an affective approach to demonstrate how the emergency of forced migration can be narratively depicted in an embodied way that fosters connection …


Comparative Cephalometric Study Between Class Ii Patients Treated With Herbst Appliance And Patients Treated With Mara, Mona Meky Jan 2024

Comparative Cephalometric Study Between Class Ii Patients Treated With Herbst Appliance And Patients Treated With Mara, Mona Meky

Graduate Theses, Dissertations, and Problem Reports (ETD)

ABSTRACT

Comparative cephalometric study between Class II patients treated with Herbst appliance and patients treated with MARA

Mona Meky, D.D.S.

Background and Objectives: Functional appliances have been used for over 100 years in orthodontics to correct Class II malocclusions. The Herbst and the MARA appliances have different designs that may enhance mandibular growth. Recent clinical evidence has questioned whether they really have a lasting influence on facial growth and that the effects of these appliances were mostly dentoalveolar rather than skeletal. The objective of this retrospective comparative study was to compare the dental and skeletal changes between Class II division …


Associations Between Diabetes-Specific Psychological Flexibility, Family Conflict, Parental Distress And Adherence In Adolescents With Type 1 Diabetes, Rebecca I. Laquaglia Jan 2024

Associations Between Diabetes-Specific Psychological Flexibility, Family Conflict, Parental Distress And Adherence In Adolescents With Type 1 Diabetes, Rebecca I. Laquaglia

Graduate Theses, Dissertations, and Problem Reports (ETD)

Background: Type 1 diabetes (T1D) is a chronic disease that impacts the lives of millions of children and adolescents in the United States. Adherence to diabetes medical regimens is often challenging, particularly among adolescents. Based on previous research, diabetes-specific psychological flexibility, or the ability of an individual with T1D to psychologically adjust to, accept, and commit action to manage their diagnosis, may improve adherence in youth with T1D. Factors such as diabetes-specific family conflict (i.e., conflict within parent-child dyads that is specifically related to T1D management) and diabetes-specific parental distress (i.e., emotional distress experienced by a parent or caregiver as …


Implementing Unmanned Aerial Vehicles To Collect Human Gait Data At Distance And Altitude For Identification And Re-Identification, Donn E. Bartram Jan 2024

Implementing Unmanned Aerial Vehicles To Collect Human Gait Data At Distance And Altitude For Identification And Re-Identification, Donn E. Bartram

Graduate Theses, Dissertations, and Problem Reports (ETD)

Gait patterns are a class of biometric information pertaining to the way a person moves and poses. Gait information is unique to each person and can be used to identify and reidentify people. Historically, this task has been achieved through the use of multiple ground-based imaging sensors. However, as Unmanned Aerial Vehicles (UAVs) advance, they present the opportunity to evolve the process of persons identification and re-identification. Collecting human gait data using UAVs at distances ranging from 20m to 500m and altitudes ranging from 0m to 120m is a challenging task. The current biometric data collection methods, primarily designed for …


Does It Sound Like I'M Talking?, Justin E. Borak Jan 2024

Does It Sound Like I'M Talking?, Justin E. Borak

Graduate Theses, Dissertations, and Problem Reports (ETD)

Jean-Baptiste Poquelin, better known by his stage name, Molière, was widely known as one of the greatest writers in France. His biting satirical thoughts on French hypocrisy, as well as the brilliance in his verse, will be investigated through one of his most popular plays, The Misanthrope. Throughout these pages, I will explore this by diving into the character of Philinte, the trusted best friend of Alceste, the misanthrope, and take a deeper look into the empathetic character who is desperately trying to walk the line of truth and bootlicking. I will accomplish this by researching Molière himself, his specific …


Usage Of Peer Mentoring Workbooks: Enhancing The Transition Of College Students With Intellectual And Developmental Disabilities, Taylor Nicole Grout Jan 2024

Usage Of Peer Mentoring Workbooks: Enhancing The Transition Of College Students With Intellectual And Developmental Disabilities, Taylor Nicole Grout

Graduate Theses, Dissertations, and Problem Reports (ETD)

This doctoral capstone project assesses the impact and effectiveness of using peer mentoring workbooks as a tool to enhance the transition of college students with intellectual and developmental disabilities. A peer mentoring workbook was developed using theoretical frameworks to guide its design and identification of primary occupations, roles, and routines of college students. From here, four domains of college student life (dorm living, college social life, classroom management and participation, and community engagement and transportation) were developed to act as a framework for the workbook. Through the usage of Participatory Action Research, key stakeholders provided essential feedback that allowed for …


Limb Speed Perception Accuracy In Neurodegenerative Disease, Brandmeir Lynn Cheryl Jan 2024

Limb Speed Perception Accuracy In Neurodegenerative Disease, Brandmeir Lynn Cheryl

Graduate Theses, Dissertations, and Problem Reports (ETD)

Movement is a fundamental human activity, enabling us to engage with our surroundings. Consequently, a well-operating neuromuscular system is essential for maintaining quality of life. Motion is not only integral for the basic function of daily living, but also plays a significant role in enhancing our physical, mental, and emotional health. The importance of this system becomes abundantly clear when it is compromised, such as with neurodegenerative disease.

Alzheimer’s disease (AD), followed by Parkinson’s disease (PD) are the two most common neurodegenerative diseases that profoundly affect millions of individuals worldwide (Lamptey et al., 2022). Characterized by distinct but sometimes overlapping …


Bioenergy Cropping Systems Established On Marginal Lands: Effects Of Land Use, Energy Crop, And Fertility Amendments On Soil Health, Mica M. Keck Jan 2024

Bioenergy Cropping Systems Established On Marginal Lands: Effects Of Land Use, Energy Crop, And Fertility Amendments On Soil Health, Mica M. Keck

Graduate Theses, Dissertations, and Problem Reports (ETD)

Bioenergy crops offer a promising strategy for renewable energy production, accompanied by carbon (C) storage benefits when managed sustainably. Utilizing marginal lands for energy feedstock production presents an opportunity for bioenergy generation and concurrent climate mitigation without competing with food crops. However, achieving optimal yields requires strategies to restore soil fertility, which require increased understanding of the interactive effects of prior land use, energy crop species, and fertility amendments available. This study, conducted as part of the Mid-Atlantic Sustainable Biomass (MASBio) Consortium, investigated the effects of biochar incorporation—a C-rich charcoal derived from biomass, intended for soil enhancement—on bioenergy cropping systems …


Three Essays On Misinformation, Mistrust And Their Influence On Public Health Policy, Eli Kochersperger Jan 2024

Three Essays On Misinformation, Mistrust And Their Influence On Public Health Policy, Eli Kochersperger

Graduate Theses, Dissertations, and Problem Reports (ETD)

In the first chapter I identify the impact of fentanyl exposure misinformation- namely, the erroneous belief that momentary, passive contact with the potent opioid fentanyl can be seriously harmful- on first responder behavior during overdose events, and on overall opioid-related mortality. I examine changes in opioid-related mortality following one particularly well-covered episode involving an Ohio police officer in 2017, wherein the officer appeared to experience an acute opioid overdose after touching what was believed to be fentanyl. Employing a synthetic differences-in-differences identification strategy, I find areas with greater media exposure to this misinformation exhibit marked increases in opioid overdose deaths; …


Estimating Inorganic Carbon Flux From Coal Mining Discharge Portals In The Bituminous Coal Field Region Of Pennsylvania, Lauren J. Rockwell Jan 2024

Estimating Inorganic Carbon Flux From Coal Mining Discharge Portals In The Bituminous Coal Field Region Of Pennsylvania, Lauren J. Rockwell

Graduate Theses, Dissertations, and Problem Reports (ETD)

A fundamental driver of the adverse effects associated with coal mining is the interplay of water and oxygen within mined sites, leading to the creation of coal mine drainage (CMD). One often overlooked consequence of CMD is the release of geologically-bound carbon as carbon dioxide (CO2). The interaction of CMD with carbonate rocks, specifically the presence of sulfuric acid driving the dissolution of these rocks, leads to the release of dissolved inorganic carbon (DIC). This study examined 25 CMD locations in an approximately 2,370 km2 area within the bituminous coal field region of Pennsylvania (PA), specifically in …


Analyzing Viability Of Blue Indium Gallium Nitride Leds For Use In Space Missions Using A Low Earth Orbit Cubesa, Bertrand Edward Wieliczko Jan 2024

Analyzing Viability Of Blue Indium Gallium Nitride Leds For Use In Space Missions Using A Low Earth Orbit Cubesa, Bertrand Edward Wieliczko

Graduate Theses, Dissertations, and Problem Reports (ETD)

The payload capacity of spacecraft is constrained by the weight of the craft itself, including fuel and electronic systems. The protective measures used to shield onboard electronics from the harsh space environment, characterized by high-energy particles and significant temperature fluctuations, can further diminish the available payload capacity. This thesis explores the potential of naturally radiation-hard alternatives to commonly used electronic materials, such as Silicon, to reduce the need for shielding and other protective measures, thereby decreasing the weight and cost of space missions.

III-V semiconductor materials, such as Gallium Nitride (GaN), are known for their inherent resilience to temperature swings …


You Belong With Me: What Communication Professionals Can Learn From Swifties, Rachel Belle Johnson Jan 2024

You Belong With Me: What Communication Professionals Can Learn From Swifties, Rachel Belle Johnson

Graduate Theses, Dissertations, and Problem Reports (ETD)

Pop powerhouse Taylor Swift has managed to create a dedicated fanbase that has the power to disrupt national sporting leagues and boost the American economy. Her Swifties are an exemplar in the world of fandom. Taylor Swift’s online interactions with fans, especially in the early days of her career, are partially responsible for her success in creating and maintaining this fanbase. Using principles of social informational processing theory (SIPT), this research examines what aspects of Taylor Swift’s computer-mediated communication with fans have fostered such intense feelings of community in her fandom of Swifties. Using in-depth interviews to explore the relationships …


Ask The Duke, Why: How Fabrications Can Undermine Impact In Shakespeare’S Measure For Measure, Spencer D. Hansen Jan 2024

Ask The Duke, Why: How Fabrications Can Undermine Impact In Shakespeare’S Measure For Measure, Spencer D. Hansen

Graduate Theses, Dissertations, and Problem Reports (ETD)

The following document recounts the observations and consequences that result from my attempts at justifying the actions of Duke Vincentio in Shakespeare’s Measure for Measure. By following my experience through the duration of West Virginia University’s 2023 production of Measure for Measure, I examine the ramifications of justifying the Duke’s actions and the potentially harmful consequences such justifications could create with regard to the play’s reception. Additionally, this text outlines performance techniques, audience responses, rehearsal strategies, and progressive interpretations for one of Shakespeare’s most challenging characters in one of his most divisive plays.


Strategies For Process Systems Mapping And Control Based On Operability Analysis, Victor Manuel Cunha Alves Jan 2024

Strategies For Process Systems Mapping And Control Based On Operability Analysis, Victor Manuel Cunha Alves

Graduate Theses, Dissertations, and Problem Reports (ETD)

This dissertation aims to develop strategies for process systems engineering (PSE) mapping using models, emerging tools and algorithms motivated by process operability analysis research. Such strategies will be employed to ensure simultaneous design and control of large-scale industrial systems. The emerging tools and techniques in this research include supervised machine learning-based (ML-based) operability mapping, automatic differentiation (AD) for implicit mapping, and the development of a systematic mapping approach for control structure selection using operability analysis. Thus far, the developed operability algorithms either recur to nonlinear programming (NLP) solutions which are computationally expensive or to linearizing the underlying modeling task at …


Self-Care And Quality Of Life Of Remotely Monitored Appalachians With Heart Failure, Patrick Rexrode Murphy Jan 2024

Self-Care And Quality Of Life Of Remotely Monitored Appalachians With Heart Failure, Patrick Rexrode Murphy

Graduate Theses, Dissertations, and Problem Reports (ETD)

ABSTRACT

Self-Care and Quality of Life of Remotely Monitored Appalachians with Heart Failure

Patrick R. Murphy

Background: About 6.2 million persons are living with heart failure in the United States and over 960,000 new cases are diagnosed annually. The cost to provide care to this population exceeds $30 billion per year. Rates of heart failure are higher in the Appalachian region where persons are more likely to experience poverty, lack resources, and be geographically isolated. Heart failure coupled with these unique challenges can negatively impact self-care and quality of life. Numerous interventions have been attempted to support this population, but …


Bridging Evolutionary And Bayesian Optimization For Enhanced Safety Verification In Control Systems, Joshua M. Yancosek Jan 2024

Bridging Evolutionary And Bayesian Optimization For Enhanced Safety Verification In Control Systems, Joshua M. Yancosek

Graduate Theses, Dissertations, and Problem Reports (ETD)

The rigorous safety verification of control systems in critical applications is essential, given their in creasing complexity and integration into everyday life. Simulation-based falsification approaches play a pivotal role in the safety verification of control systems, particularly within critical applications. These methods systematically explore the operational space of systems to identify configurations that result in violations of safety specifications. However, the effectiveness of traditional simulation based falsification is frequently limited by the high dimensionality of the search space and the sub stantial computational resources required for exhaustive exploration. This thesis presents Bayesian Evolutionary Approach for COuNterexample, or BEACON, a novel …


The Impact Of Occupational Therapy In Lactation Services, Sarah Adrienne Mcaninch Jan 2024

The Impact Of Occupational Therapy In Lactation Services, Sarah Adrienne Mcaninch

Graduate Theses, Dissertations, and Problem Reports (ETD)

Many benefits to breastfeeding exist for both mothers and infants, yet exclusive breastfeeding rates remain low across the nation. These benefits include decreased chance of infections for infants, low infant mortality, and decreased chances of breast and ovarian cancers for mothers (Binns et al., 2016; CDC, 2023). Education strategies have recently become imperative for health organizations to help mothers sustain their ability to breastfeed within the recommended six-month timeframe. Current literature on education supports that women who receive education at some point in their lactation journey are more likely to reach the six-month period and have more confidence in their …


Estradiol’S Role In Timely Puberty Onset In The Ewe, Eliana Gerardine Aerts Jan 2024

Estradiol’S Role In Timely Puberty Onset In The Ewe, Eliana Gerardine Aerts

Graduate Theses, Dissertations, and Problem Reports (ETD)

In female sheep, the release of gonadotropin-releasing hormone (GnRH) from the hypothalamus triggers luteinizing hormone (LH) to be released from the pituitary. Luteinizing hormone, in turn, acts on the ovaries to elicit estradiol (E2) release. E2 acts in a negative feedback manner to control the amount of LH released. The increase in LH release that drives puberty onset results from a decrease in sensitivity to E2 as the animal ages. However, the neural mechanisms mediating this change in sensitivity are not known, as is where in the hypothalamus E2-negative feedback occurs. In the arcuate …


Finding “A Good Thing”: Embodying The Traumatic Sustainably, Erika Kuhn Jan 2024

Finding “A Good Thing”: Embodying The Traumatic Sustainably, Erika Kuhn

Graduate Theses, Dissertations, and Problem Reports (ETD)

Contemporary dramatic work such as the play Anatomy of a Suicide by Alice Birch demands a significant toll on the actors embodying the characters. Western pedagogies that emphasize a need for the utmost authenticity must be merged with the modern practice of self-care and trauma informed boundaries. This document outlines the merging of traditional acting techniques of characterization with solutions for self preservation such as preparation, mental and physical upkeep, a personalized set of character de-rolement practices, and social rituals. Through an analysis of the text itself, its context, author, and the lens of one actor’s experience portraying the character …


Using Critical Place-Based Pedagogy To Build A Bridge Between College Students’ Home Literacies And Their Academic Literacies In A Composition Class In West Virginia, Michael Vozniak Jan 2024

Using Critical Place-Based Pedagogy To Build A Bridge Between College Students’ Home Literacies And Their Academic Literacies In A Composition Class In West Virginia, Michael Vozniak

Graduate Theses, Dissertations, and Problem Reports (ETD)

This dissertation explores the use of place-based pedagogy as a tool for teaching for transfer in a college composition class in West Virginia. Although existing composition scholarship indicates that themed classes (such as a place-based class) are unlikely to facilitate transfer among the students, this is mostly due to instructors of themed classes not explicitly teaching for transfer. The literature suggests that the most effective way to facilitate transfer is to encourage students to reflect on how what they learned in one situation is similar to and different from what they need to learn in another situation. The aim of …


Machine Learning And Rna Bioinformatics, Jason Rafe Miller Jan 2024

Machine Learning And Rna Bioinformatics, Jason Rafe Miller

Graduate Theses, Dissertations, and Problem Reports (ETD)

The applied science of bioinformatics encompasses computational analysis of molecular biology data. Advances in genomics and DNA sequencing technology have enabled computational analysis of ribonucleic acids (RNAs), which play diverse and critical roles in most cells. To assist the study of human RNA, we trained machine learning models on RNA nucleotide sequences, devoid of domain knowledge. We built models that distinguish long non-coding lncRNA from protein-coding mRNA, and models that predict the cytoplasmic vs. nuclear preferences of lncRNAs. In a review of published lncRNA subcellular localization classifiers, we show that the commonly used validation protocol generates optimistic performance measures, and …


Analysis Of The Brittle Failure Mechanism Of Underground Stone Mine Pillars By Implementing Numerical Modeling In Flac3d, Rosbel Jimenez Jan 2023

Analysis Of The Brittle Failure Mechanism Of Underground Stone Mine Pillars By Implementing Numerical Modeling In Flac3d, Rosbel Jimenez

Graduate Theses, Dissertations, and Problem Reports (ETD)

The room and pillar mining method is the most commonly utilized method for extracting minerals found in flat-lying stratiform, and it has been used in the majority of underground stone mines in the United States (Esterhuizen et al., 2011), as a consequence, it is a primary topic of study in the mining field. If a set or layout of pillars is unstable, it can cause a major collapse, resulting in not only the destruction of the underground mine, but also air blast, subsidence, and convergence of the mine opening, especially if they occur in a short period of time (Esterhuizen …


Detection And Observed Correlations Of Statin And Beta-Blocking Pharmaceuticals In West Virginia Surface Waters And Ichthyofauna, Joseph W. Kingsbury Jan 2023

Detection And Observed Correlations Of Statin And Beta-Blocking Pharmaceuticals In West Virginia Surface Waters And Ichthyofauna, Joseph W. Kingsbury

Graduate Theses, Dissertations, and Problem Reports (ETD)

Within this thesis the source, presence, and the estimated ecotoxicological effects of cardiovascular medicines, specifically statins and beta-blockers are described within the Buckhannon, Tygart Valley, and West Fork Rivers of West Virginia. Included within this thesis is a general introduction providing key background information and relevant research related to the source, presence, and known toxicity of statins and beta-blockers. Following the general introduction there are 3 distinct chapters. Chapter 1 focuses on the estimated demographic based source loadings and the surface water concentration characteristics of statins and beta-blockers within the three rivers. Chapter 2 investigates the effects of statins and …


Single Field Of View Calibration Through Estimating Three Mutually Orthogonal Vanishing Points For Spatial Data Collection In Traffic Scenes, Sourav Dutta Jan 2023

Single Field Of View Calibration Through Estimating Three Mutually Orthogonal Vanishing Points For Spatial Data Collection In Traffic Scenes, Sourav Dutta

Graduate Theses, Dissertations, and Problem Reports (ETD)

Accurately extracting the three mutually orthogonal vanishing points plays a vital role in the field of view calibration for many surveillance-based traffic applications. However, the paucity of parallel lines along the dominant directions in many traffic scenes engenders the inapplicability of the current methods for a successful calibration. This research proposed a novel vanishing point estimating method for traffic scenes. This method capitalizes on both the road scene and moving vehicles for the determination of the dominant directions of the real-world coordinate frame. It also exploits distinctive edgelets for the direct identification of vanishing point candidates. Both lab and field …


Object Detection And Classification In The Visible And Infrared Spectrums, Domenick D. Poster Jan 2023

Object Detection And Classification In The Visible And Infrared Spectrums, Domenick D. Poster

Graduate Theses, Dissertations, and Problem Reports (ETD)

The over-arching theme of this dissertation is the development of automated detection and/or classification systems for challenging infrared scenarios. The six works presented herein can be categorized into four problem scenarios. In the first scenario, long-distance detection and classification of vehicles in thermal imagery, a custom convolutional network architecture is proposed for small thermal target detection. For the second scenario, thermal face landmark detection and thermal cross-spectral face verification, a publicly-available visible and thermal face dataset is introduced, along with benchmark results for several landmark detection and face verification algorithms. Furthermore, a novel visible-to-thermal transfer learning algorithm for face landmark …


Robust State Estimation Methods For Robotics Applications, Shounak Das Jan 2023

Robust State Estimation Methods For Robotics Applications, Shounak Das

Graduate Theses, Dissertations, and Problem Reports (ETD)

State estimation is an integral component of any autonomous robotic system. Finding the correct position, velocity, and orientation of an agent in its environment enables it to do other tasks like mapping and interacting with the environment, and collaborating with other agents. State estimation is achieved by using data obtained from multiple sensors and fusing them in a probabilistic framework. These include inertial data from Inertial Measurement Unit (IMU), images from camera, range data from lidars, and positioning data from Global Navigation Satellite Systems (GNSS) receivers. The main challenge faced in sensor-based state estimation is the presence of noisy, erroneous, …


Ai-Driven Security Constrained Unit Commitment Using Predictive Modeling And Eigen Decomposition, Talha Iqbal Jan 2023

Ai-Driven Security Constrained Unit Commitment Using Predictive Modeling And Eigen Decomposition, Talha Iqbal

Graduate Theses, Dissertations, and Problem Reports (ETD)

Security Constrained Unit Commitment (SC-UC) is a complex large scale mix integer constrained optimization problem solved by Independent System Operators (ISOs) in the daily planning of the electricity markets. After receiving offers and bids, ISOs have only few hours to clear the day-ahead electricity market. It requires a lot of computational effort and a reasonable time to solve a large-scale SC-UC problem. However, exploiting the fact that a UC problem is solved several times a day with only minor changes in the system data, the computational effort can be reduced by learning from the historical data and identifying the patterns …