Digital Commons Network^™

Characterization Of Mechanochemical Modification Of Porous Silicon With Arginine, Jacklyn A. Dipietro, Kurt W. Kolasinski

Chemistry Faculty Publications

Mechanochemistry initiated the reaction of hydrogen-terminated porous silicon (H/por-Si) powder with arginine. Samples were analyzed using Fourier-transform infrared spectroscopy (FTIR), dynamic light scattering (DLS), zeta potential, scanning electron microscopy (SEM), and photoluminescence (PL) spectroscopy. Arginine, which was physisorbed onto the surface of por-Si, blue-shifted the peak PL intensity from similar to 630 nm for the H/por-Si to similar to 565 nm for arginine-coated por-Si. Grinding for 4 h reduced >80% of the initially 2-45 mu m particles to <500 nm, but was observed to quench the PL. With appropriate rinsing and centrifugation, particles in the 100 nm range were isolated. Rinsing ground powder with water was required to remove the unreacted arginine. Without rinsing, excess arginine induced the aggregation of passivated particles. However, water reacted with the freshly ground por-Si powder producing H-2. A zeta potential of +42 mV was measured for arginine-terminated por-Si particles dispersed in deionized water. This positive value was consistent with termination such that NH2 groups extended away from the surface. Furthermore, this result was confirmed by FTIR spectra, which suggested that arginine was bound to silicon through the formation of a covalent Si-O bond.

Understanding The Effect Of News Media And Social Media On First Responders, Jane M. Tucker, Michele P. Bratina, Briana Caprio

Criminal Justice Faculty Publications

Over the last twenty years, technological advances have created the opportunity to disseminate information to millions of end users within seconds. Empirical studies have indicated that this engagement with technology (particularly through social networking sites) has an influence on individual stress. Terms such as “technostress” and “social networking stress” have been invented to describe these conditions. Most studies, however, have not taken into consideration the occupation of the user. The current study investigates the influence of media, news media and social media, on first responders (firefighters, emergency medical personnel, police officers, dispatchers) and their self-reported stress levels. Findings from completed …

Empowering Teacher Leaders: The Role Of Research In Changing Teacher Leaders' Sense Of Themselves As Professionals, Joshua W. Reid, Allison B. Hardee, Brett A. Criswell, Melody Elrod, Steven B. Berryhill Jr., Gregory T. Rushton

Secondary Education Faculty Publications

Teacher leaders often have to navigate implicit leadership structures within their schools and often move between communities as part of their roles. This study explores how a Noyce Master Teaching Fellow program fostered a sense of empowerment within teacher leaders. The program provided opportunities for the teacher leaders to become legitimate participants in a research community in addition to supporting the transfer of new meanings, practices, and identities to their teaching community of practice. Drawing upon frameworks of border crossing and communities of practice, we highlight mechanisms by which teacher leaders become empowered and cross the boundaries between research and …

Scaling Of Maneuvering Performance In Baleen Whales: Larger Whales Outperform Expectations, Paolo S. Segre, William T. Gough, Edward A. Roualdes, David E. Cade, Max F. Czapanskiy, James Fahlbusch, Shirel R. Kahane-Rapport, William K. Oestreich, Lars Bejder, K. C. Bierlich, Julia A. Burrows, John Calambokidis, Ellen M. Chenoweth, Jacopo Di Clemente, John W. Durban, Holly Fearnbach, Frank E. Fish, Ari S. Friedlaender, Peter Hegelund, David W. Johnston, Douglas P. Nowacek, Machiel G. Oudejans, Gwenith S. Penry, Jean Potvin, Malene Simon, Andrew Stanworth, Janice M. Straley, Andrew Szabo, Simone K. A. Videsen, Fleur Visser, Caroline R. Weir, David N. Wiley, Jeremy A. Goldbogen

Biology Faculty Publications

Despite their enormous size, whales make their living as voracious predators. To catch their much smaller, more maneuverable prey, they have developed several unique locomotor strategies that require high energetic input, high mechanical power output and a surprising degree of agility. To better understand how body size affects maneuverability at the largest scale, we used bio-logging data, aerial photogrammetry and a high-throughput approach to quantify the maneuvering performance of seven species of free-swimming baleen whale. We found that as body size increases, absolute maneuvering performance decreases: larger whales use lower accelerations and perform slower pitch changes, rolls and turns than …

Racial Disparities In Covid-19 Outcomes Among Black And White Patients With Cancer, Julie Fu, Sonya A. Reid, Benjamin French, Cassandra Hennessy, Clara Hwang, Na Tosha Gatson, Narjust Duma, Sanjay Mishra, Ryan Nguyen, Jessica E. Hawley, Sunny R. K. Singh, David D. Chism, Neeta K. Venepalli, Jeremy L. Warner, Toni K. Choueiri, Andrew L. Schmidt, Leslie A. Fecher, Jennifer E. Girard, Mehmet A. Bilen, Deepak Ravindranathan, Sharad Goyal, Trisha M. Wise-Draper, Cathleen Park, Corrie A. Painter, Sheila M. Mcglown, Gilberto De Lima Lopes, Oscar K. Serrano, Dimpy P. Shah

Hematology/Oncology Articles

Importance: Non-Hispanic Black individuals experience a higher burden of COVID-19 than the general population; hence, there is an urgent need to characterize the unique clinical course and outcomes of COVID-19 in Black patients with cancer.

Objective: To investigate racial disparities in severity of COVID-19 presentation, clinical complications, and outcomes between Black patients and non-Hispanic White patients with cancer and COVID-19.

Design, Setting, and Participants: This retrospective cohort study used data from the COVID-19 and Cancer Consortium registry from March 17, 2020, to November 18, 2020, to examine the clinical characteristics and outcomes of COVID-19 in Black patients with cancer. Data …

Pennycress Establishment In Response To Management Of Corn Residue And Harvest Date, Bethany Wohrley

Theses and Dissertations

Cover crops are a key management strategy for mitigating the negative environmental impacts of agriculture. However, only 3% of Illinois crop acres report planting cover crops, largely due to a lack of direct financial incentive. Pennycress (Thlaspi arvense L.) is a cash cover crop that could provide a solution to this problem by providing environmental benefit as well as an economic return. Although it has achieved profitable yields in clean, well-managed breeding plots, pennycress faces establishment challenges when planted after corn in an agricultural setting. Therefore, the objective of this research project was to evaluate different agronomic management strategies to …

Live Cell Imaging Gas Control, Elsa M. Bean, Brady C. Berg, Abby A. Jens

Biomedical Engineering

The following document outlines the entire process for designing and manufacturing a Live Cell Imaging Gas Control subsystem in tandem with the Heated Stage subsystem to make a CO₂ and temperature-controlled chamber for use with the Olympus IX73P2F Microscope. It highlights the current literature and patents surrounding live cell imaging and touches on the existing live cell imaging setups currently being used by other entities. Following this, it defines the scope of the project, key customer requirements, and engineering specifications to ensure the design meets all the needs of its users. This document includes project planning steps to establish …

Verification Of A Digital Microfluidics Platform, Karanpartap Singh

Electrical Engineering

The electrowetting effect describes the change in contact angle between a solid surface and electrolyte in response to an applied electric potential difference. Given a planar array of individually-actuated electrodes, electrowetting can be used to transport, mix, and separate picoliter to microliter-sized droplets of liquid on a dielectric layer. Applications of this phenomenon range from lab-on-a-chip and other microfluidic devices to liquid lenses capable of altering their topology and focus within milliseconds.

This project extends prior work simulating the dependence of droplet velocity on actuation voltage and demonstrates observed physics on a physical platform. The simulation portion of this project …

Data From Callery Pear Prairie Survey, Michaela J. Woods, Grace Dietsch, Ryan W. Mcewan

Five Rivers MetroParks Collaboration Data Archive

This dataset was curated following the examination of two prairies invaded by Callery pear, and two that were not invaded. We assessed soil nutrients and chemistry, plant cover, and proximity to different land uses to see if they impacted Callery pear abundance, presence/absence or cover.

A Meta-Analysis: The Relationship Between Connectedness To Nature And Well-Being, Naomi Wu

Doctor of Psychology (PsyD)

Ecotherapy and nature-based interventions have been shown to be evidence-based treatment for physical and mental health. The rekindling of the human and nature relationship helps cultivate a bi-directional, reciprocal circle of healing. The resulting benefit is the increased well-being of individuals, society, and the earth. This study is a meta-analytic review of 13 articles (22 studies) to examine the relationship between connection to nature and various domains of well-being, including emotional, psychological, social, and overall. Eligibility criteria for the study were the inclusion of at least one measure of connectedness to nature, one measure of well-being or life satisfaction, and …

Indocyanine-Type Infrared-820 Encapsulated Polymeric Nanoparticle-Assisted Photothermal Therapy Of Cancer, Ramesh Marasini, Santosh Aryal

Pharmacy Faculty Publications and Presentations

Organic small-molecule photosensitizers are well-characterized and known for the light-responsive treatment modality including photodynamic therapy. Compared with ultraviolet−visible (UV−vis) light used in conventional photodynamic therapy with organic photosensitizers, near-infrared (NIR) light from 700 to 900 nm is less absorbed and scattered by biological tissue such as hemoglobin, lipids, and water, and thus, the use of NIR excitation can greatly increase the penetration depth and emission. Additionally, NIR light has lower energy than UV−vis that can be beneficial due to less activation of fluorophores present in tissues upon NIR irradiation. However, the low water stability, nonspecific distribution, and short circulation halflife …

An Insight Into The Microrna Profile Of The Ectoparasitic Mite Varroa Destructor (Acari: Varroidae), The Primary Vector Of Honey Bee Deformed Wing Virus, Deepak Kumar, Mohamed Alburaki, Faizan Tahir, Michael Goblirsch, John Adamczyk, Shahid Karim

Faculty Publications

The remarkably adaptive mite Varroa destructor is the most important honey bee ectoparasite. Varroa mites are competent vectors of deformed wing virus (DWV), and the Varroa-virus complex is a major determinant of annual honey bee colony mortality and collapse. MicroRNAs (miRNAs) are 22-24 nucleotide non-coding RNAs produced by all plants and animals and some viruses that influence biological processes through post-transcriptional regulation of gene expression. Knowledge of miRNAs and their function in mite biology remains limited. Here we constructed small RNA libraries from male and female V. destructor using Illumina’s small RNA-Seq platform. A total of 101,913,208 and 91,904,732 …

Density Dependent Refueling Of Migratory Songbirds During Stopover Within An Urbanizing Coastal Landscape, Emily B. Cohen, Jill M. Lafleur, Frank R. Moore

Faculty Publications

Refueling performance is the primary currency of a successful migration as birds must maintain energy stores to achieve an optimal travel schedule. Migrating birds can anticipate heightened energy demand, not to mention increased uncertainty that energy demands will be satisfied, especially within an urbanizing landscape following long-distance flights. We tested the expectation that refueling performance of songbirds is reduced as densities increase at stopover sites in an urbanizing coastline of the Gulf of Mexico. We measured the density of migrating birds, their refueling performance, and arthropod abundance in two large tracts of contiguous forest paired with two small isolated patches …

Global Patterns And Controls Of Nutrient Immobilization On Decomposing Cellulose In Riverine Ecosystems, David M. Costello, Scott D. Tiegs, Luz Boyero, Cristina Coimbra, Krista Capps, Michael Danger, Paul C. Frost, Mark O. Gessner, Natalie A. Griffiths, Halvor M. Halvorson, Kevin A. Kuehn, Amy M. Marcarelli, Todd V. Royer, Devan M. Mathie, Ricardo J. Albariño, Clay Arango, Jukka Aroviita, Colden V. Baxter, Brent J. Bellinger, Andreas Bruder, Francis J. Burdon, Marcos Callisto, Antonio Camacho, Fanny Colas, Julien Cornut, Verónica Crespo-Pérez, Wyatt F. Cross, Alison M. Derry, Michael M. Douglas, Arturo Elosegi, Elvira De Eyto, Verónica Ferreira, Carmen Ferriol, Tadeusz Fleituch, Jennifer J. Follstad Shah, André Frainer, Erica A. Garcia, Liliana García, Pavel García, Darren P. Giling, R. Karina Gonzales-Pomar, Manuel A.S. Graça, Hans-Peter Grossart, François Guérold, Luiz U. Hepp, Scott N. Higgins, Takuo Hishi, Carlos Iñiguez-Armijos, Tomoya Iwata, Andrea E. Kirkwood, Aaron A. Koning, Sarian Kosten, Hjalmar Laudon, Peter R. Leavitt, Aurea L. Lemes Da Silva, Shawn G. Leroux, Carri Leroy, Peter J. Lisi, Frank O. Masese, Peter B. Mcintyre, Brendan G. Mckie, Adriana O. Medeiros, Marko Miliša, Yo Miyake, Robert Mooney, Tim Moulton, Jorge Nimptsch, Riku Paavola, Isabel Pardo, Ivan Y. Parnikova, Christopher J. Patrick, Edwin T.H.M. Peeters, Jesus Pozo, Brian Reid, John S. Richardson, José Rincón, Geta Risnoveanu, Christopher T. Robinson, Anna C. Santamans, Gelas Simiyu, Agnija Skuja, Jerzy Smykla, Ryan Sponseller, Franco Texeira-De Mello, Sirje Vilbaste, Verónica D. Villanueva, J. R. Webster, Stefan Woelfl, Marguerite A. Xenopolous, Adam Yates, Catherine M. Yule, Yixin Zhang, Jacob A. Zwart

Faculty Publications

Microbes play a critical role in plant litter decomposition and influence the fate of carbon in rivers and riparian zones. When decomposing low-nutrient plant litter, microbes acquire nitrogen (N) and phosphorus (P) from the environment (i.e., nutrient immobilization), and this process is potentially sensitive to nutrient loading and changing climate. Nonetheless, environmental controls on immobilization are poorly understood because rates are also influenced by plant litter chemistry, which is coupled to the same environmental factors. Here we used a standardized, low-nutrient organic matter substrate (cotton strips) to quantify nutrient immobilization at 100 paired stream and riparian sites representing 11 biomes …

Review: Biological Engineering For Nature-Based Climate Solutions, Benjamin R. K. Runkle

Biological and Agricultural Engineering Faculty Publications and Presentations

Nature-based Climate Solutions are landscape stewardship techniques to reduce greenhouse gas emissions and increase soil or biomass carbon sequestration. These mitigation approaches to climate change present an opportunity to supplement energy sector decarbonization and provide co-benefits in terms of ecosystem services and landscape productivity. The biological engineering profession must be involved in the research and implementation of these solutions—developing new tools to aid in decision-making, methods to optimize across different objectives, and new messaging frameworks to assist in prioritizing among different options. Furthermore, the biological engineering curriculum should be redesigned to reflect the needs of carbon-based landscape management. While doing …

Pkcε Activation Restores Loss Of Pkcε, Manganese Superoxide Dismutase, Vascular Endothelial Growth Factor, And Microvessels In Aged And Alzheimer's Disease Hippocampus, Guetchyn Millien, Huaixing Wang, Zongxiu Zhang, Dan L Alkon, Jarin Hongpaisan

Center for Translational Medicine Faculty Papers

Vascular endothelial dysfunction and capillary loss are currently considered to be a primary phenotype of normal human aging and Alzheimer's disease (AD). Activation of protein kinase C (PKCε) improves several molecular, cellular, physiological, and behavioral endpoints, yet it is not known whether a loss of PKCε activity occurs in the microvascular endothelium in aged and AD hippocampi, whether this loss contributes to microvascular change, or whether activation of PKCε protects against microvascular damage, an early change that induces age-associated memory defect and AD. We investigated the effect of the PKCε activation on microvascular loss in the hippocampus, important for memory …

2020 Drug Overdose Hospital Discharges In Tennessee, Tennessee. Department Of Health.

Drug Poisonings and Overdoses in Tennessee

No abstract provided.

The Clock Modulator Nobiletin Mitigates Astrogliosis-Associated Neuroinflammation And Disease Hallmarks In An Alzheimer’S Disease Model, Marvin Wirianto, Chih-Yen Wang, Eunju Kim, Nobuya Koike, Ruben Gomez-Gutierrez, Kazunari Nohara, Gabriel Escobedo, Jong Min Choi, Chorong Han, Kazuhiro Yagita, Sung Yun Jung, Claudio Soto, Hyun Kyoung Lee, Rodrigo Morales, Seung-Hee Yoo, Zheng Chen

Faculty, Staff and Student Publications

Alzheimer's disease (AD) is a devastating neurodegenerative disorder, and there is a pressing need to identify disease-modifying factors and devise interventional strategies. The circadian clock, our intrinsic biological timer, orchestrates various cellular and physiological processes including gene expression, sleep, and neuroinflammation; conversely, circadian dysfunctions are closely associated with and/or contribute to AD hallmarks. We previously reported that the natural compound Nobiletin (NOB) is a clock-enhancing modulator that promotes physiological health and healthy aging. In the current study, we treated the double transgenic AD model mice, APP/PS1, with NOB-containing diets. NOB significantly alleviated β-amyloid burden in both the hippocampus and the …

Counterfactual Analysis Of Differential Comorbidity Risk Factors In Alzheimer’S Disease And Related Dementias, Yejin Kim, Kai Zhang, Sean I Savitz, Luyao Chen, Paul E Schulz, Xiaoqian Jiang

Faculty, Staff and Student Publications

Alzheimer’s disease and related dementias (ADRD) is a multifactorial disease that involves several different etiologic mechanisms with various comorbidities. There is also significant heterogeneity in the prevalence of ADRD across diverse demographics groups. Association studies on such heterogeneous comorbidity risk factors are limited in their ability to determine causation. We aim to compare counterfactual treatment effects of various comorbidity in ADRD in different racial groups (African Americans and Caucasians). We used 138,026 ADRD and 1:1 matched older adults without ADRD from nationwide electronic health records, which extensively cover a large population’s long medical history in breadth. We matched African Americans …

An Interactive Game With Virtual Reality Immersion To Improve Cultural Sensitivity In Health Care, Paul J. Hershberger, Yong Pei, Timothy N. Crawford, Sabrina M. Neeley, Thomas Wischgoll, Dixit B. Patel, Miteshkumar M. Vasoya, Angie Castle, Sankalp Mishra, Lahari Surapaneni, Aman A. Pogaku, Aishwarya Bositty, Todd Pavlack

Health and Sport Science Faculty Publications

Purpose: Biased perceptions of individuals who are not part of one's in-groups tend to be negative and habitual. Because health care professionals are no less susceptible to biases than are others, the adverse impact of biases on marginalized populations in health care warrants continued attention and amelioration.Method: Two characters, a Syrian refugee with limited English proficiency and a black pregnant woman with a history of opioid use disorder, were developed for an online training simulation that includes an interactive life course experience focused on social determinants of health, and a clinical encounter in a community health center utilizing virtual reality …

Machine Learning Methods For Generating High Dimensional Discrete Datasets, Giuseppe Manco, Ettore Ritacco, Antonino Rullo, Domenico Saccà, Edoardo Serra

Computer Science Faculty Publications and Presentations

The development of platforms and techniques for emerging Big Data and Machine Learning applications requires the availability of real-life datasets. A possible solution is to synthesize datasets that reflect patterns of real ones using a two-step approach: first, a real dataset X is analyzed to derive relevant patterns Z and, then, to use such patterns for reconstructing a new dataset X' that preserves the main characteristics of X. This survey explores two possible approaches: (1) Constraint-based generation and (2) probabilistic generative modeling. The former is devised using inverse mining (IFM) techniques, and consists of generating a dataset satisfying given …

Event-Triggered Control For Linear Time-Varying Systems Using A Positive Systems Approach, Frederic Mazenc, Michael Malisoff, Corina Barbalata, Zhong Ping Jiang

Faculty Publications

This paper presents a new design for the event-triggered output feedback control of uncertain linear time-varying systems. Departing from the traditional treatments of event-triggered linear time-invariant systems, it is shown that factoring of fundamental solutions as products of solutions of matrix differential equations, together with small-gain arguments and the notions of interval observers and positive systems, lead to a new class of robust event-triggered output-feedback controllers. A key innovation is our use of new event triggers, which use vectors of absolute values instead of the usual Euclidean 2-norms. An illustrative example of a curve tracking system from marine robotics validates …

Autologous Haematopoietic Stem Cell Transplantation And Systemic Sclerosis: Focus On Interstitial Lung Disease, Gianluca Bagnato, Antonio Giovanni Versace, Daniela La Rosa, Alberta De Gaetano, Egidio Imbalzano, Marianna Chiappalone, Carmelo Ioppolo, William Neal Roberts, Alessandra Bitto, Natasha Irrera, Alessandro Allegra, Giovanni Pioggia, Sebastiano Gangemi

Internal Medicine Faculty Publications

Autologous hematopoietic stem cells transplantation (AHSCT) has been employed as treatment for severe systemic sclerosis (SSc) with high risk of organ failure. In the last 25 years overall survival and treatment-related mortality have improved, in accordance with a better patient selection and mobilization and conditioning protocols. This review analyzes the evidence from the last 5 years for AHSCT-treated SSc patients, considering in particular the outcomes related to interstitial lung disease. There are increasing data supporting the use of AHSCT in selected patients with rapidly progressive SSc. However, some unmet needs remain, such as an accurate patient selection, pre-transplantation analysis to …

To Be Seen But Not Heard: How The Internet’S Negative Impact On Minors’ Constitutional Right To Privacy, Speech, And Autonomy Creates A Need For Empathy-By-Design, Jon M. Garon

Mercer Law Review

This Article reviews the rights of individuals younger than eighteen to engage in their daily activities, now often mediated through online service providers, learning management systems, and other technological intermediaries. Unlike prior generations, modern adolescents must navigate the complex world of online society in addition to their family life, school day, and the time they spend away from school at work or in social activities.

This project includes concerns over bullying and harassment, contractual rights, social media policies, child pornography laws, revenge pornography laws, and end-user license agreements.

Ipulse: March 2022, Lynn University

Student Newspapers

Issues:

• March 2022 [Spring Week 2]: The "Gigi" Musical; The Anticipated Capstone Apartments; Boca on a Budget; Legendary Duke Coach's Last Dance; Fresh Off the Runway; Babies on the Brain; KOR Date Night
• March 2022 [Spring Week 3]: From a Fighting Knight to a Baylor Bear; Recycle Your Old Sneakers, Don't Throw Them Out; The Importance of Playing Fetch; Is Euphoria Glamorizing Drug Addiction; Life as a Full-Time Content Creator and Student; Saying Thank You to the Coaches; Los Angeles Angels Trainer Found Guilty; A Love for Fashion; Work Hard, Play Hard

Accomplished Alumna Edith Kelly-Green Boosts Accountancy Scholarship, Bill Dabney

University of Mississippi News

Women's Council founding chair hopes to give recipients head start to success

Life Cycle Analysis Of Hydrogen Fuel Derived From Aluminum Versus Diesel, Tyson S. Metlen

Theses and Dissertations

The Department of Defense needs energy sources beyond petroleum products to effectively combat area denial strategies employed by its adversaries. Petroleum fuels are expensive, they have deleterious environmental impacts, and most of the world’s oil reservoirs are in volatile countries. A proposed alternative energy carrier is reacting aluminum with water to produce hydrogen and using the hydrogen as a fuel source. Normally aluminum forms a protective oxide layer that prevents continuous reaction but if aluminum is mixed with a 3.5% by weight gallium-indium eutectic, the oxide layer cannot form, and the reaction is sustainable. This study conducts a life cycle …

The Impacts Of Climate Uncertainty On Streamflow In Andes, Antioquia, Colombia, Kristen R. Roberts

Theses and Dissertations

Natural hazards, such as hurricanes, wildfires, floods, and droughts impact human systems that rely on predictable patterns in the natural elements with which they interact. Skillful prediction of the impacts of climate change on linked, human-natural systems, like surface water resources, can help ensure physical risks within vulnerable communities are mitigated, resource sustainability is maximized, and intersectoral markets continue to contribute to socioeconomic stability. Due to water resources being a primary conduit through which climate uncertainty impacts people, economies, and ecosystems, its study is worthy of investigation; particularly, where those resources are uncertain and demanded by a variety of competitive …

Performance Of Heterogeneous Multi-Agent Systems With Applications In Combined Arms, Robert J. Wilson

Theses and Dissertations

Multi-agent systems show great potential for solving problems in complex and dynamic domains. Such systems comprise multiple individual entities called agents. Agents possessing the same behavior or physical form are called homogeneous while agents which differ in these respects are termed heterogeneous. The overall behavior of the system emerges from the many interactions of its component agents. Most multi-agent systems research to date focuses on systems of homogeneous agents, but recent work suggests that heterogeneous agents may improve system performance in certain tasks. This research examines the impact of heterogeneity on multi-agent system effectiveness and investigates the application of multi-agent …

Evaluating Neural Network Decoder Performance For Quantum Error Correction Using Various Data Generation Models, Brett M. Martin

Theses and Dissertations

Neural networks have been shown in the past to perform quantum error correction (QEC) decoding with greater accuracy and efficiency than algorithmic decoders. Because the qubits in a quantum computer are volatile and only usable on the order of milliseconds before they decohere, a means of fast quantum error correction is necessary in order to correct data qubit errors within the time budget of a quantum algorithm. Algorithmic decoders are good at resolving errors on logical qubits with only a few data qubits, but are less efficient in systems containing more data qubits. With neural network decoders, practical quantum computation …