Digital Commons Network^™

Hybrid Cnn–Gru-Based Demand–Supply Forecasting To Enhance Sustainability In Renewable-Integrated Smart Grids, Süleyman Emre Eyimaya, Necmi Altin

Faculty Publications

The rapid integration of renewable energy sources in smart grids has introduced significant uncertainty in both power generation and consumption patterns, posing challenges to environmental, economic, and operational sustainability. Accurate short-term forecasting of energy demand and supply is essential for achieving optimal scheduling, grid stability, and resilient operation in renewable-integrated power systems. This study proposes a hybrid deep learning framework combining Convolutional Neural Networks (CNN) and Gated Recurrent Units (GRU) for intelligent joint demand–supply forecasting in smart grids. The model was developed and implemented in MATLAB using real-world datasets comprising electricity consumption, photovoltaic (PV) generation, temperature, and irradiance variables. Comparative …

South Carolina Middle School Student Performance In Ela And Mathematics: The Imperative Of Assessment For Learning, Olivia S. Ochoo

South Carolina Association for Middle Level Education Journal

Despite broad access to middle school in South Carolina, recent SCReady assessment data indicate persistent literacy and numeracy achievement gaps, with so many students performing below grade level in English Language Arts (ELA) and mathematics. This article evaluated five years of state- and district-level data, highlighting steady but small gains, and explored how current assessment practices failed to fully inform instruction to accelerate learning. This paper used a mixed-methods research design, particularly a convergent parallel mixed-methods design, in which both qualitative and quantitative approaches were used to collect and analyze data. To be specific, document analysis and both open- and …

Press Play! Integrating Gamified Tools Into Web- Based Formative Social Studies Assessments, Victoria L. Pierce

South Carolina Association for Middle Level Education Journal

In an increasingly technology-dependent world, middle school students are emergent experts in technology use although novices in content knowledge. Middle school social studies teachers have dual issues of relevance and rigor to balance in their instruction with students at this developmental level. To strengthen students’ historical reasoning skills, middle school social studies teachers can implement gamified learning in a variety of ways to make use of technology skills and interests of students while also meeting content standards. This research models integration of gamified assessment into a virtual learning environment featuring educational games from organizations such as iCivics and Next Gen …

Demography And Dispersal Influence The Relationship Between Habitat Suitability And Population Density, Cleber Ten Caten, Tad Dallas

Faculty Publications

A central goal of ecology is to understand spatial patterns of species densities. Habitat suitability estimates from species distribution models (SDMs) could be used to represent species density and overcome the scarcity of density data. However, there is mixed evidence that habitat suitability is a reliable descriptor of density, and it is suggested that local dynamics affect the relationship between habitat suitability and density. We simulated population dynamics for 200 virtual species considering different combinations of factors (demographic stochasticity, dispersal, and intraspecific competition) that affect population sizes and SDMs were trained using different sets of environmental predictors to evaluate when …

Partial Mitochondrial Genome Of The Enigmatic Bermuda Fireworm Odontosyllis Enopla Verrill, 1900 (Annelida, Syllidae, Eusyllinae) And Its Phylogenetic Implications, Lynette D. Wyant, Brendan A. Cruz, Aydanni D. Gonzalez, Joshua M. Kovalcik, Maria A. Carolus, Lauren C. Hutto, Hope Chutjian, Jude C. Roman, Anneau Cappelmann, John J. Ankney, Aidan Popp, James B. Wood, D. Tye Pettay, Mercer R. Brugler

Natural Sciences Faculty Publications

The Bermuda fireworm, Odontosyllis enopla Verrill, 1900, is a marine polychaete that displays a unique bioluminescent mating ritual. Despite the first sighting of O. enopla more than 534 years ago, molecular data have been limited. Several syllid mitogenomes are currently available; however, there are only three published genes for O. enopla: two partial mitochondrial genes (16S [508 bp] and cox1 [653 bp]; 1,161 bp total) and one partial nuclear gene (18S [1,339 bp]). This study bioinformatically mined previously published transcriptomes of O. enopla for mitochondrial reads and subsequently assembled and annotated a partial mitochondrial genome (10,172 bp). The partial mitogenome …

Survival On Image Regression With Application To Partially Functional Distributional Representation Of Physical Activity, Rahul Ghosal, Sunwoo Emma Cho, Marcos Matabuena

Faculty Publications

Technological advancements in wearable devices and medical imaging often lead to high-dimensional physiological signals in the form of images or surfaces. To address these data structures, we develop a novel survival on image regression model with a specific focus on partially functional distributional representation of wearable data. The existing approaches for functional data and survival outcomes have been primarily developed for uni-dimensional functional predictors. Drawing on recent developments in distributional data analysis, we model temporally varying distributional patterns of physical activity (PA) as a partially functional distributional predictor within a semiparametric Cox model framework. We use tensor product splines to …

Integrating Future Factory-To-Factory (F2f) Manufacturing Through System Of Systems Engineering (Sose): A Framework For Capability Beyond Constituent Systems, Polinpapilinho F. Katina, Hengtao Tang Ph.D., Anouar Hallioui

Faculty Publications

System of Systems Engineering (SoSE) is an emerging discipline focused on the design, integration, and evolution of metasystems—composed of multiple autonomous yet interdependent systems. These systems of systems (SoS) offer capabilities that exceed those of any individual constituent systems by enabling synergistic coordination, interoperability, and dynamic adaptation across diverse operational contexts. This study pursued three primary objectives: (i) to examine the role of integration in enabling emergent capabilities beyond those of individual systems, (ii) to explore SoSE as a framework for orchestrating Future Factory-to-Factory (F2F) Manufacturing, and (iii) to assess the implications of SoSE to address volatile, uncertain, complex, and …

Us Federal Budgets And Federal Employee Job Satisfaction, Nathan Favero, Carla Flink, Tingli Qu

Faculty Publications

Researchers have long studied how organizational budgets relate to performance, but how do employees themselves experience the effects of budgetary decisions? Given widespread attention to political dysfunction in US federal budgeting, conventional wisdom holds that employees are negatively affected by budgetary uncertainty (volatility, delays, and stop-gap measures). We test how budget size and uncertainty are associated with US federal employee attitudes using survey and archival data from 2005 to 2020. Results provide some evidence that employee job satisfaction improves with enhanced funds, but there is little to no support for the notion that budgetary uncertainty influences federal employees' job satisfaction.

Structural And Mechanical Properties Facilitate Shock Wave Damping By Helmet-Like Orbital Hoods In Snapping Shrimp, Mia Kazel, Rebekah E. Cammack, Alexandra C.N. Kingston, Ahmed A. Alshareef, Tarek Shazly, Daniel Isaac Speiser

Faculty Publications

Snapping shrimp damp the shock waves they produce and use as weapons with a helmet-like structure termed the orbital hood. Here, we ask how structural and material properties contribute to shock wave damping by orbital hoods in Alpheus heterochaelis. Using tensile mechanical testing, we find orbital hoods are approximately half as stiff as carapace and have twice the capacity for viscous energy dissipation. Microstructural features probably contribute to tissue-specific mechanical properties: the endocuticles of orbital hoods have almost twice as many lamellae as those of carapaces despite being half as thick, suggesting a mechanism for enhanced material mobility underlying …

Equal Chances Or Fewer Victims? Moral Judgments In Autonomous Vehicle Dilemmas, Alexander Matros, Eren Bilen, Leonid Matros

Faculty Publications

We examine the moral dilemma of how autonomous vehicles (AVs) should be programmed to act in unavoidable crash scenarios involving trade-offs between saving one life and saving many. We report results from three experimental studies that investigate individuals’ preferences over alternative AV decision rules in stylized crash scenarios. Across designs, we find robust support for a probabilistic decision rule that assigns passengers and pedestrians equal ex ante chances of survival (a 50:50 rule). This preference persists across different framings and remains salient even when additional probabilistic options are introduced.

February 4, 2026 Faculty Senate Minutes, University Of South Carolina

Faculty Senate

No abstract provided.

Nanomedicine Meets Immunotherapy: Transforming Chimeric Antigen Receptor T Cell Treatment For Solid Tumors, Stephen O'Rourke, Nuo Xu, Hongjun Wang, Hexin Chen

Faculty Publications

The emergence of effective immunotherapies has drastically revolutionized clinical management of many cancer types. Among them, chimeric antigen receptor (CAR)-T cell therapy (CTT), as a groundbreaking approach, has been considered as a “living drug,” displaying unprecedented clinical outcomes with hematological malignancies, including B cell leukemia and lymphomas, and multiple myeloma. Despite the high remission rates and improved survival achieved with hematological cancers, the effectiveness of CTT in solid tumors remains largely unsatisfactory. The efficacy of CTT in solid tumors is significantly challenged by multiple factors, including tumor-antigen heterogeneity, limited T cell trafficking and infiltration, a highly immunosuppressive tumor microenvironment, and …

Ceo Pay Differences Between Us And Non-Us Firms: A New Longitudinal Investigation, Ruiyuan (Ryan) Chen, Sadok El Ghoul, Omrane Guedhami, Feiyu Liu

Faculty Publications

Research Question/Issue

Public and academic debates typically portray US CEOs as exceptionally well paid. Yet, evidence on the existence and magnitude of a US CEO pay premium is mixed and dated. This study uses an expanded, longitudinal dataset to identify whether such a pay premium exists and explores potential differences across countries, time, and governance and institutional contexts.

Research Findings/Insights

Using a dataset of over 42,000 firm-year observations from 34 countries during 2001–2018, we document a persistent but heterogeneous US CEO pay premium. Compared with non-US peers, US CEOs receive 23% more total pay and 20% more equity-based compensation, on …

“When And Where [We] Enter…”? Intersectional Ideologies And Experiences In African American Support For Lgbtq+ Communities, Monique L. Lyle, Todd Shaw

Faculty Publications

This article examines how intersectional ideologies and experiences of marginalization affect the extent to which African Americans support or oppose the marginalization of LGBTQ communities. We posit that awareness of the race-gender positionality of African American women, as well as the unique positionalities of other marginalized African American subgroups, is critical to understanding the conditions under which Black Americans embrace LGBTQ rights and communities. Using the Black respondent subsample of the 2016 Collaborative Multiracial Post-Election Study, we test the extent to which intersectional theories explain African American cross-group consciousness with LGBTQ persons and support for LGBTQ rights and communities. In …

Improving Lexicosemantic Impairments In Post-Stroke Aphasia Using Rtms Targeting The Right Anterior Temporal Lobe, Sophie Arheix-Parras, Sophia R. Moore, Rutvik H. Desai

Faculty Publications

Background/Objectives: Repetitive Transcranial Magnetic Stimulation (rTMS) can enhance post-stroke aphasia recovery. The right Inferior Frontal Gyrus is the most common target in rTMS studies for inhibitory stimulation. However, lexicosemantic processes involve a large brain network including the Anterior Temporal Lobe (ATL). We hypothesize that rTMS targeting the ATL will improve lexicosemantic impairments in people with post-stroke aphasia. Methods: In a Single-Case Experimental Design, three people with post-stroke aphasia with lexicosemantic impairments performed Picture and Auditory Naming and Semantic Decision tasks five times a week for one or two weeks to establish baseline scores. Then, each participant received continuous inhibitory Theta …

Pdr-Stgcn: An Enhanced Stgcn With Multi-Scale Periodic Fusion And A Dynamic Relational Graph For Traffic Forecasting, Jie Hu, Bingbing Tang, Langsha Zhu, Yiting Li, Jianjun Hu, Guanci Yang

Faculty Publications

Accurate traffic flow prediction is a core component of intelligent transportation systems, supporting proactive traffic management, resource optimization, and sustainable urban mobility. However, urban traffic networks exhibit heterogeneous multi-scale periodic patterns and time-varying spatial interactions among road segments, which are not sufficiently captured by many existing spatio-temporal forecasting models. To address this limitation, this paper proposes PDR-STGCN (Periodicity-Aware Dynamic Relational Spatio-Temporal Graph Convolutional Network), an enhanced STGCN framework that jointly models multi-scale periodicity and dynamically evolving spatial dependencies for traffic flow prediction. Specifically, a periodicity-aware embedding module is designed to capture heterogeneous temporal cycles (e.g., daily and weekly patterns) and …

Fatigue Crack Length Estimation Using Acoustic Emissions Technique-Based Convolutional Neural Networks, Asaad Migot, Ahmed Saaudi, Roshan Joseph, Victor Giurgiutiu

Faculty Publications

Fatigue crack propagation is a critical failure mechanism in engineering structures, requiring meticulous monitoring for timely maintenance. This research introduces a deep learning framework for estimating fatigue fracture length in metallic plates through acoustic emission (AE) signals. AE waveforms recorded during crack growth are transformed into time-frequency images using the Choi–Williams distribution. First, a clustering system is developed to analyze the distribution of the AE image-based dataset. This system employs a CNN-based model to extract features from the input images. The AE dataset is then divided into three categories according to fatigue lengths using the K-means algorithm. Principal Component Analysis …

Optimized Photoemission From Organic Molecules In 2d Layered Halide Perovskites, Muhammad S. Muhammad, Dilruba A. Popy, Hamza Shoukat, John M. Lane, Neeraj Rai, Vojtěch Vaněček, Zdeněk Remeš, Romana Kučerková, Vladimir Babin, Chenjia Mi, Yitong Dong, Mark D. Smith, Novruz G. Akhmedov, Daniel T. Glatzhofer, Bayram Saparov

Faculty Publications

In recent years, hybrid organic–inorganic metal halides have been at the forefront of materials research. Typically, the functional (e.g., optoelectronic) properties of hybrid halides are derived from the inorganic structural part, whereas the organic structural units can add extra advantages in terms of stability, rigidity, and processability. Here, we report the design, synthesis, and characterization of two new hybrid materials in which the outstanding photophysical properties originate from the organic structural part. The new compounds, (C₁₅H16N)₂CdCl₄ and((Br)C₁₅H₁₅N)₂CdCl₄, have 2D layered Ruddlesden–Popper-type perovskite structures. These hybrids are blue-white …

Preferences Of Health Professions Learners: A Scoping Review Of The Use And Role Of Dces In Health Professions Education, Sarah O'Neal, Natalie Smith, Jan Ostermann Ph.D., Binbin Zheng, Laiton Steele, Chris Gillette

Faculty Publications

While discrete choice experiments (DCE), have increasingly been used in the medical literature, little is known about the use of these methods for eliciting preferences from and about students and trainees in health professions. The objectives of this scoping review are to (1) describe the extent to which DCEs have been used in health professions’ education, (2) identify which health professionals have been studied, and (3) identify thematic areas of research in which these methods have been used thematic areas. Between June and September 2024, we conducted a scoping review of the PubMed/Medline, EconLit, Web of Science, and Global Index …

Esg Performance In The Regulatory Transformation Era: A Systematic Thematic Review (2020–2024), Jiyeon Kim Ph.D., Wooyoung Yang

Faculty Publications

Introduction:

The 2020-2024 period represents a regulatory transformation era in ESG research, marked by mandatory disclosure frameworks (CSRD/ESRS, SEC climate rules, ISSB standards) replacing voluntary approaches. This creates a natural experiment for examining ESG-performance relationships under compulsory reporting. Despite extensive voluntary-period literature, limited research addresses how mandatory frameworks alter these relationships during regulatory transformation.

Methods:

We conducted a systematic thematic review following PRISMA 2020 guidelines (INPLASY202570105). Comprehensive database searches (2020–2024) yielded 4,441 records; after screening (Cohen's κ = 0.89), 17 high-quality studies met inclusion criteria (12 primary search, 5 ESRS-specific supplementary search). Thematic analysis identified ten interconnected themes grounded in …

Risk And Public Judgments On Police Pursuits: A Nationally Representative Conjoint Experiment, Scott M. Mourtgos, Ian T. Adams, Kyle Mclean, Geoffrey P. Alpert

Faculty Publications

Police vehicle pursuits emphasize a central tension between law enforcement imperatives and public safety. While modern policies emphasize balancing apprehension needs against risks of continuation, little is known about whether public intuitions mirror this framework. We address this gap using a nationally representative conjoint experiment (N = 3,334) that varied eleven contextual factors across randomized pursuit scenarios. Respondents rated perceived risk, indicated whether pursuits should be terminated, and made forced-choice tradeoffs. Across all outcomes, high-risk situational factors (e.g., high speeds, adverse weather, heavy traffic, urban settings, etc.) increased perceived danger and termination support, while more serious underlying offenses, particularly …

Dyno : Dynamic Neurosymbolic Orchestrator For Multi-Agent Systems, Ritvik Garimella, Chathurangi Shyalika, Renjith Prasad, Amit Sheth

Publications

Large Language Model (LLM)-based multi-agent systems (LaMAS) represent an emerging paradigm for tackling complex, multi-step reasoning and decision-making problems. As these systems scale, orchestration, which is the ability to coordinate, manage, and evaluate the interactions among diverse agents, becomes central to their success. While recent orchestrators such as AgentFlow have demonstrated promise in managing communication and task delegation, they remain limited in their ability to understand task semantics, coordinate heterogeneous agent types (e.g., reactive vs. cognitive), and adaptively align outputs with human-defined goals. In this position paper, we introduce the DYNO (Dynamic Neurosymbolic Orchestrator), a system developed as part of …

Joseph F. Rice School Of Law Faculty

South Carolina Journal of International Law and Business

No abstract provided.

Protecting The Debtor Across The Atlantic: A Comparative Analysis Of The United States And European Union Regulatory Frameworks Against Debt Collection Abuse And Harassment, Terin Michelle Tyson

South Carolina Journal of International Law and Business

Consumer debt is a long-standing global phenomenon, yet the regulation of debt collection practices remains fragmented across international borders. This lack of uniform standards leaves consumers vulnerable to debt collectors who exploit weak legal frameworks, resorting to abusive, harassing, and deceptive tactics to pressure repayment. Such practices not only undermine consumer trust in the financial services industry but also prove self-defeating; aggressive collection methods can destabilize a consumer’s financial footing and daily livelihood, ultimately impairing their capacity to repay.

This article provides a comparative evaluation of consumer protections against abusive and harassing debt collection practices in the United States and …

Parenting Without Pay Or Equal Partnership: Improving The Fmla Through Comparative Analysis, Courtney Jean Clavel

South Carolina Journal of International Law and Business

This article seeks to analyze ways to improve the Family and Medical Leave Act by comparing government-protected parental leave in the United States, Australia, Japan, and Norway. Section II will introduce the current fears around America’s birth rate, why women are important to the American workforce, why families often need two parents working, and, finally, how the Family Medical Leave Act has fallen short and a common suggestion for improvement.

Section II will analyze various countries’ national laws that govern parental leave. Each subsection will describe the country’s nationally protected parental leave policy. It will proceed as follows: the United …

Developing A Best Practice Guideline For Clinical Practice In A Digital Health Environment: Systematic Reviews Based On The Grading Of Recommendations, Assessment, Development, And Evaluation Approach, Lauren Bailey, Lyndsay Howitt, Nafsin Nizum, Christine Buchanan, Maureen Charlebois, Jennifer Yoon, Rob Beleno, Michelle Beyn, Rebecca Bliss, Elizabeth Borycki, Margarita Cleghorne, Sandra Davidson, Lorie Donelle Phd, Rn, Fcan, Faan, Alexander Hamilton, Tsz Yee Ip, Margery Konan, Daile Moffat, Sanaz Riahi, Tiziana Rivera, Tammy Rooke, Vaishali Sengar, Steve Sottile, Meredith Whitehead, Vanessa Burkoski

Publications

Background:

Digital health refers to the field of knowledge and practice associated with the development and use of digital technologies to improve clinical practice and health outcomes. Knowledge of digital health technology is becoming essential for all nurses and health providers.

Objective:

This study aims to present the results of the systematic reviews that were used to inform the recommendations in a best practice guideline (BPG) following the GRADE (Grading of Recommendations, Assessment, Development, and Evaluation) approach. Reviews focused on digital health education for nurses and health providers, peer champion models, and the use of predictive analytics in digital health …

A Multi-Case Study Exploring Ncaa Division I Athletic Departments’ Mental Health Culture, Kim Tolentino, Dana K. Voelker, Brent Oja, Sofia España Pérez, Sam Zizzi

Journal of Issues in Intercollegiate Athletics

Mental health and psychological well-being continue to be significant areas of concern for collegiate student-athletes. Researchers have identified the perceived barriers preventing student-athletes from using mental health services which include lack of knowledge, limited access, and perceived negative stigma (e.g., Harris & Maher, 2023; Yoon & Petrie, 2023). Organizational culture, loosely defined as a group’s accumulated shared learning (Schein & Schein, 2017), plays an important role in guiding the behaviors of its members. Developing a positive athletic department culture around mental health can, in turn, be beneficial to increasing student-athletes’ help-seeking behaviors. The purpose of this study was to explore …

College Athlete Mental Health: Identifying Sources Of Support In Collegiate Athletics, Levone Lee, Lauren Beasley, Kaylee A. Palomino, Patricia M. Kelshaw, Joycelyn Kennedy, Deborah Chanan, Elinah Russell, Tarkington J. Newman

Journal of Issues in Intercollegiate Athletics

Despite having access to resources and services, college athletes continue to encounter negative mental health experiences and outcomes. Prior research has begun to identify key sources of social support within collegiate athletics, including teammates and athletic trainers. However, there is limited understanding of with whom college athletes feel most comfortable discussing their mental health. The current study aims to identify preferred sources of social support when athletes wish to discuss their mental health and, in turn, examine differences in preference among unique college athlete populations. In total, 247 college athletes participated in the study, representing eight universities within an NCAA …

December 3, 2025 Faculty Senate Minutes, University Of South Carolina

Faculty Senate

No abstract provided.

An Arendtian Politics Of Life, Kamryn M. Carter

Senior Theses

As defined in The History of Sexuality (1978), Michel Foucault’s concept of biopolitics focused on a specifically modern phenomenon in which biological processes are used to regulate populations. This concept has been influential in modern analyses of the state such as that of Giorgio Agamben, who sought to both correct and complete biopolitics with his concept of homo sacer as part of his analysis of the concentration camp. This thesis brings the theory of biopolitics into conversation with Hannah Arendt’s politics of life. It seeks to determine the degree to which biopolitics — as seen in the work of Michel …