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Articles 2221 - 2250 of 197988

Full-Text Articles in Engineering

Constructing Orthonormal Bases With The Residuals Of Successive Approximations, An Introduction To Multiresolution Analysis, Elijah J. Guptill Jun 2026

Constructing Orthonormal Bases With The Residuals Of Successive Approximations, An Introduction To Multiresolution Analysis, Elijah J. Guptill

Master's Theses

Wavelets and wavelet analysis are used in the study of signal processing, quantum field theory, functional analysis, multifractal analysis, and various other areas of mathematics. Multiresolution analysis provides a framework for building a wavelet basis of $\mathcal{L}^{2}(\mathbb{R})$ from a scaling function $\phi$, whose dyadic dilations and translations, $\{2^{j /2}\phi(2^{j}x-k):j,k\in \mathbb{Z}\}$, approximate $\mathcal{L}^{2}(\mathbb{R})$. One of the key properties of  $\phi$ is that it must satisfy $\phi(x)=\sum_{k\in \mathbb{Z}}{p_{k}2^{j /2}\phi(2^{j}x-k)}$ with respect to the norm on $\mathcal{L}^{2}(\mathbb{R})$. This equation is called a two-scale difference equation. Such equations enforce a regularity on the ordinary generating function $2^{-1 /2}\sum_{k\in \mathbb{Z}}{p_{k}z^{k}}$, known as the quadrature condition. …


Discrete S-Band Low-Noise Amplifier Designs For High Data-Rate Cubesat Uplink, Alejandro Martin Cosper, Alejandro Cosper Jun 2026

Discrete S-Band Low-Noise Amplifier Designs For High Data-Rate Cubesat Uplink, Alejandro Martin Cosper, Alejandro Cosper

Master's Theses

In the world of small satellites, there is growing interest in higher-data-rate systems and the technologies that enable them. Due to limitations in the extremely reliable and proven Ultra-High Frequency (UHF) systems, the current CubeSats developed by the Cal Poly CubeSat Laboratory operate at 9600 Baud. However, the low Baud rate is rooted in decades of proven flights and is very resistant to many forms of signal degradation. While a slow but simple system was critical to past successes, future satellite payloads may require higher data rates to drastically reduce the number of passes needed to transfer large amounts of …


A Study On Quantization And Hardware Cost Tradeoffs In A 5g Nr Ldpc Decoder On Fpga, Giancarlo Acosta Jun 2026

A Study On Quantization And Hardware Cost Tradeoffs In A 5g Nr Ldpc Decoder On Fpga, Giancarlo Acosta

Master's Theses

The fixed-point implementation of a 5G New Radio LDPC decoder forces a tradeoff between precision and hardware cost, governed by the variable node word length WL, the check node message width WR, and the normalized min-sum correction factor α. This thesis characterizes how these three parameters affect both error correction performance and FPGA resource utilization for an LDPC decoder on an established LDPC decoder architecture. A bit-accurate MATLAB core model records bit error rate (BER) and frame error rate (FER) while a verified HDL Coder model generates synthesizable VHDL for Vivado synthesis, and both are swept …


Deep Learning For Affect Recognition: A Comparative Study Of Physiological Sensor-Based And Facial Image-Based Approaches, Ravi Panchal, Ravi Panchal Jun 2026

Deep Learning For Affect Recognition: A Comparative Study Of Physiological Sensor-Based And Facial Image-Based Approaches, Ravi Panchal, Ravi Panchal

Master's Theses

This thesis investigates deep learning approaches for affect recognition using wearable physiological signals and facial image data. The sensor-based component evaluates stress and affect recognition on the WESAD dataset using wrist-based physiological windows and examines multiple temporal modeling strategies, including convolutional, recurrent, hybrid CNN-LSTM, attention-based, ensemble, and time-frequency approaches.

The image-based component evaluates hard-label facial expression recognition on AffectNet+ using pre-trained ResNet-50, EfficientNet-B3, and ConvNeXt-Tiny architectures across Easy, Challenging, and Difficult subsets representing different levels of expression ambiguity.

Experimental results show that the proposed Multi-Branch Attention CNN-BiLSTM (MBA-CNN-BiLSTM) model achieves the strongest wearable stress- and affect-recognition performance among the evaluated …


Integrating Sustainability Into Engineering Education, Riley R. Moller Jun 2026

Integrating Sustainability Into Engineering Education, Riley R. Moller

Master's Theses

Engineering decisions shape lasting technology that affects environmental integrity, public safety, economic stability, and social equity. As global challenges such as climate change, infrastructure vulnerability, and rapid technological advancement intensify, the responsibilities placed on engineers continue to expand. Sustainability provides a framework for addressing these interconnected pressures through systems-based design and long-term thinking. Yet, sustainability education within engineering programs remains unevenly integrated, often positioned as elective or peripheral rather than as a foundational component of professional preparation.

Prior research shows that sustainability is most frequently addressed through stand-alone courses rather than embedded across required curricula, reflecting disciplinary structures that prioritize …


Reproducing And Evaluating Charger Surfing: Robustness Of Smartphone Charging-Line Side-Channels, Colby M. Watts Jun 2026

Reproducing And Evaluating Charger Surfing: Robustness Of Smartphone Charging-Line Side-Channels, Colby M. Watts

Master's Theses

Smartphones are frequently connected to external, untrusted charging hardware, creating opportunities for side-channel attacks that do not require malware or direct access to device data. Charger Surfing, a recently proposed charging-line power analysis side-channel attack, reported high accuracy in inferring touchscreen input from voltage measurements collected from a smartphone’s charging cable; however, the reproducibility and robustness of these results under different conditions remain unclear. This thesis presents an independent replication and evaluation of Charger Surfing, including the development of an end-to-end data collection pipeline consisting of a modified charging cable, oscilloscope-based recordings, custom Android app, automated trace processing, and convolutional …


Improving The Reliability And Performance Of A Supersonic Indraft Tube Wind Tunnel, Christian J. Kaml Jun 2026

Improving The Reliability And Performance Of A Supersonic Indraft Tube Wind Tunnel, Christian J. Kaml

Master's Theses

Access to supersonic testing is increasing in demand, and wind tunnels remain one of the safest and most cost-effective methods for gathering high-speed flow data. Despite being more economical than alternative options, supersonic wind tunnel facilities often require substantial investment to construct, operate, and maintain.

The novel indraft tube tunnel architecture was conceived as a high-speed flow testbed that incorporates features of both Ludwieg tubes and indraft wind tunnels to maintain costs low enough to be accessible even to small universities. This design was first developed and tested in 2018 at California Polytechnic State University, featuring a cost per test …


Preserving Structural Alias Information Across The Mlir-To-Llvm Lowering Boundary, Shravan Sheth Jun 2026

Preserving Structural Alias Information Across The Mlir-To-Llvm Lowering Boundary, Shravan Sheth

Master's Theses

Machine learning training and inference workloads run at massive scale, where the efficiency of generated machine code directly affects throughput and energy consumption. The compilers that lower model specifications to hardware instructions rely on optimization passes that can only exploit information visible in the representations they operate on. MLIR, the intermediate representation framework underlying production machine learning compilers such as IREE and Triton, is designed so that each abstraction level can encode semantics that lower levels cannot represent. One example is memref.subview, which partitions a buffer into typed regions with explicit offsets and sizes, making structural non-overlap provable from the …


Praxsmith: An Actor-Centric Domain Specific Language For Emergent Narratives In Video Games, Jacob C. Kelleran Jun 2026

Praxsmith: An Actor-Centric Domain Specific Language For Emergent Narratives In Video Games, Jacob C. Kelleran

Master's Theses

The video game industry is rapidly growing, and interest in game development is growing alongside it. Among this growing interest is a desire to include branching and emergent narratives in games. This subject is understood to be difficult, as every possible trajectory within the story creates exponential complexity. Large studios are sometimes able to create convincing implementations, but that is often with hundreds of developers and writers. Over the years, various solutions have been proposed to create frameworks and languages that aim to tackle this problem, with varying degrees of success. Some frameworks attempt this by placing the focus on …


Fairlinked: Data Fairification Tools For Materials Data Science, Van D. Tran, Brandon Lee, Ritika Lamba, Henry Dirks, Quynh D. Tran, Balashanmuga Priyan Rajamohan, Ozan Dernek, Laura S. Bruckman, Yinghui Wu, Erika I. Barcelos, Roger H. French Jun 2026

Fairlinked: Data Fairification Tools For Materials Data Science, Van D. Tran, Brandon Lee, Ritika Lamba, Henry Dirks, Quynh D. Tran, Balashanmuga Priyan Rajamohan, Ozan Dernek, Laura S. Bruckman, Yinghui Wu, Erika I. Barcelos, Roger H. French

Student Scholarship

FAIRLinked is a software package created to support the FAIRification of materials science data, ensuring proper alignment with FAIR principles: Findable, Accessible, Interoperable, and Reusable. It is built to be compatible with MDS-Onto, an ontology designed to capture the semantics of various types of materials data, enabling integration and sharing across different research workflows. The package is subdivided into three subpackages: InterfaceMDS, RDFTableConversion, and QBWorkflow. The first subpackage, InterfaceMDS allows users to search for terms using either string search or various filters, explore different domains and subdomains, and add terms to MDS-Onto. RDFTableConversion is used for serialization and deserialization of …


Physics-Informed Machine Learning-Aided Framework For Entrainment Fraction In Gas-Liquid Two-Phase Annular Flow, Anadi Mondal, Subash L. Sharma Jun 2026

Physics-Informed Machine Learning-Aided Framework For Entrainment Fraction In Gas-Liquid Two-Phase Annular Flow, Anadi Mondal, Subash L. Sharma

Nuclear Engineering and Radiation Science Faculty Research & Creative Works

The liquid film flow rate or droplet flow rate in annular flow is determined by a parameter known as the entrainment fraction. Conventional empirical correlations are commonly employed for predicting the entrainment fraction; however, their applicability is often restricted to specific operating conditions and working fluids. Recently, a few machine learning (ML) models have been developed to achieve better accuracy in entrainment fraction prediction. However, these models are completely data-driven, meaning they are good for prediction in the interpolated domain, but exhibit limited generalization capability in the extrapolated domain. To address this limitation, a physics-informed machine learning-aided framework (PIMLAF), combining …


Rehab Mechanics, Sierra Spierling, Nicole Garcia, Joel Gonzalez, Diana Garcia-Becerra, Mia Kwan Jun 2026

Rehab Mechanics, Sierra Spierling, Nicole Garcia, Joel Gonzalez, Diana Garcia-Becerra, Mia Kwan

Mechanical Engineering Senior Theses

Stroke survivors often struggle to regain grip strength and hand mobility due to limited access to physical therapy, lack of progress tracking during independent rehabilitation sessions, and reduced motivation from slow or unmeasured progress. There is a need for more effective rehabilitation approaches, as current at-home strengthening tools do not provide quantitative feedback or adjustable resistance, and clinical devices are expensive. This makes it challenging for patients and their physical therapists to guide recovery and monitor improvement effectively. To address these obstacles, we developed a low-cost, customizable grip-strengthening device that tracks patient progress and assists in regaining strength and mobility …


Bowl-O-Matic, Nathan Lin, Luis Torres, Jill Worthington, Aiden Foote Jun 2026

Bowl-O-Matic, Nathan Lin, Luis Torres, Jill Worthington, Aiden Foote

Mechanical Engineering

Adaptive physical education presents the unique challenge of accommodating individuals with diverse physical and cognitive abilities. Instructors and program designers must often integrate specialized equipment, fixtures, or features to ensure activities remain safe, inclusive, and user-friendly. Beyond accessibility, adaptive physical education highlights the importance of empowerment— enabling every participant to experience personal growth, confidence, and connection through movement. Friday Club, a local San Luis Obispo program supported by Cal Poly’s Kinesiology Department, embodies these values by providing adaptive physical activities that promote health and well-being for individuals with varying abilities. One of the most popular and regularly held activities is …


Cosmetic Clamper, Daniel Peter Gates, Bruno Roberto Martinez, Samantha Remy, Zachary Joseph Roeber Jun 2026

Cosmetic Clamper, Daniel Peter Gates, Bruno Roberto Martinez, Samantha Remy, Zachary Joseph Roeber

Mechanical Engineering

Cosmetic Clamper Mechanical Engineering Senior Project was a senior project at California Polytechnic State University, San Luis Obispo in the College of Engineering, Mechanical Engineering Department. The project ran from September 2025 to June 2026. The project developed the Cosmetic Clamper device, an accessibility product designed to help individuals with unilateral upper extremity motor deficits open, use, and close cosmetic containers independently.


Me3329 Modular Phonograph Gearbox, Garrett Andrik Leighton, Preston Robert Hupe, Gavin Carter Ebner, Andrew Renato Reyes Jun 2026

Me3329 Modular Phonograph Gearbox, Garrett Andrik Leighton, Preston Robert Hupe, Gavin Carter Ebner, Andrew Renato Reyes

Mechanical Engineering

The Mechanical Engineering Department at California Polytechnic State University, San Luis Obispo (Cal Poly), seeks to develop a laboratory tool allowing students to reinforce concepts of gears for Mechanical Systems Design (ME329). Some current laboratories do not provide students with hands-on interaction, and the department lacks equipment and documentation to support a standardized lab. With ME329 expanding from ten to fifteen weeks, there is an opportunity to create a physical gearbox design lab allowing students to reinforce lecture material in engaging ways, while standardizing student learning. This senior project is presented and sponsored by Professor Alan Zhang. It will be …


Design, Build, Fly 2026, Unique Barnes, Dante Black, Kyle Greiner, Gabriel Kern, Justin Mayer, Charles Olsen, Jack Quinn, Ben Randall, Tate Schurman, Mark Williams, Brendan Yarusso Jun 2026

Design, Build, Fly 2026, Unique Barnes, Dante Black, Kyle Greiner, Gabriel Kern, Justin Mayer, Charles Olsen, Jack Quinn, Ben Randall, Tate Schurman, Mark Williams, Brendan Yarusso

Mechanical Engineering Senior Theses

This thesis follows the design, manufacturing, and testing of Santa Clara's 2026 AIM Design, Build, Fly Team. The project is built on one main system with multiple subsystems related to the payload and integration of payload. The main system is the Wings of Theseus which is a 5 ft span electric remote controlled plane designed to complete 4 four missions: rapid loading and unloading of payload, airworthiness, internal payload flight, and towed payload flight. Each of these missions is directly related to the aforementioned subsystems. The Wings of Theseus incorporated a rectangular wing with geometric twist as well as a …


Short Arc Angles-Only Initial Orbit Determination For Reliable Reacquisition Of Low Earth Orbit Objects, Isabella Rackemann Jun 2026

Short Arc Angles-Only Initial Orbit Determination For Reliable Reacquisition Of Low Earth Orbit Objects, Isabella Rackemann

Master's Theses

Low Earth orbit (LEO) is becoming increasingly congested, furthering the need for accurate tracking and catalog maintenance. Initial orbit determination (IOD) is the first step in this process, providing a preliminary estimate of an object’s state given observations. When it comes to LEO optical observations, a large portion of them are inherently short in duration. Angles-only IOD methods struggle with this data, often producing highly inaccurate solutions that limit reacquisition capabilities. This study expands on prior short arc IOD research, testing seven classical and assumed circular orbit (ACO)-modified angles-only IOD algorithms on real LEO observational data spanning 0-4 degrees of …


Kinetic Sculpture For The San Luis Obispo Botanical Garden, Yotam Barr, Reynaldo Farias, Natalie Krueger, Priscilla Puei Ci Lam Jun 2026

Kinetic Sculpture For The San Luis Obispo Botanical Garden, Yotam Barr, Reynaldo Farias, Natalie Krueger, Priscilla Puei Ci Lam

General Engineering

Flower Power designed, fabricated, tested, and installed a wind-driven metal lavender and bee sculpture for the San Luis Obispo Botanical Garden Children's Garden. The project provides a colorful kinetic installation that complements the existing poppy sculpture while remaining child-safe, durable outdoors, manufacturable with campus resources, and low cost to the sponsor. The final sculpture consists of a steel main stem installed in a sleeve-style concrete foundation, three green branch clusters, independently rotating purple lavender bud assemblies, decorative leaves, and a bee. The sculpture was fabricated from steel tube, sheet metal, bearings, printed ASA components, paint, and foundation materials. The installed …


Cathy’S Catcher, Marlee Scott, Regen Worsley, Alessandra Valenzano, Aviv Ben Zeev Jun 2026

Cathy’S Catcher, Marlee Scott, Regen Worsley, Alessandra Valenzano, Aviv Ben Zeev

Mechanical Engineering

Deep-sea fishing presents significant challenges for individuals with upper-limb differences, particularly when using prosthetic devices that are not designed for recreational fishing activities. This project developed a custom prosthetic fishing rod attachment for a user who had lost her forearm and desired a safe, comfortable, and independent method of fishing. Through interviews with the sponsor and an iterative design process, a lightweight aluminum attachment was created to interface directly with the user's existing prosthetic quick-connect system.

The design process included concept generation, CAD modeling, rapid prototyping with 3D-printed models, manufacturing, and user-centered refinement. The final design consists of a welded …


Elevate Grill, Tanner Bachmann, Lance Anderson, Caden Huang, Jonathan Li, Brady Alexander Jun 2026

Elevate Grill, Tanner Bachmann, Lance Anderson, Caden Huang, Jonathan Li, Brady Alexander

Mechanical Engineering

Santa Maria-style grills are a defining cooking tool of California’s Central Coast and are valued for their open fire cooking method and adjustable grate height. While this design provides direct control over cooking conditions, maintaining a consistent cooking temperature requires frequent manual adjustment of the grate position. This process relies heavily on operator experience and continuous attention, making temperature consistency difficult to maintain in a commercial kitchen environment. The Elevate Grill project was developed for Mike Ahrens and Wren Provisions to address this challenge while preserving the traditional Santa Maria grilling experience. The system uses temperature feedback from multiple thermocouples …


Stakblocks, Micah Satoshi Inoshita, Ava Rose Doerschlag, Cody J. Ellis, Zach M. Lawton, Fernando M. Nalin, Nicholas Humphrey, Aiden Reed Anderson, Sara Maya Suratkal Jun 2026

Stakblocks, Micah Satoshi Inoshita, Ava Rose Doerschlag, Cody J. Ellis, Zach M. Lawton, Fernando M. Nalin, Nicholas Humphrey, Aiden Reed Anderson, Sara Maya Suratkal

Mechanical Engineering

Researchers developing sustainable building materials from agricultural waste need a faster way to prototype and evaluate small-scale samples under controlled temperature and pressure before scaling to production. Sponsored by Professor Pete Schwartz of Cal Poly San Luis Obispo, whose work focuses on sustainable technology for developing communities, this project aims to create a prototype testing device for researchers studying agricultural-waste bricks, with the University of Malawi as a potential future testing partner. The final product is intended to inform improved future designs rather than serve as a production-ready device, ultimately supporting the development of affordable, sustainable building materials for communities …


Toro Cover For Bob Packer, Bailey Smolinski, Brandon Petty, Arturo Ramirez, Kathryn Proctor Jun 2026

Toro Cover For Bob Packer, Bailey Smolinski, Brandon Petty, Arturo Ramirez, Kathryn Proctor

Mechanical Engineering

Small pools, spas, and hot tubs are common in residential homes, yet small pool owners face persistent tradeoffs between critical features such as weight, ease of use, and appearance in pool covers currently available on the market. Most products optimize a single attribute at the expense of others. For example, solar covers are energy efficient but structurally weak, safety meshes are cost-saving but intensive to install, and retractable covers are automated but expensive. Beyond these tradeoffs, existing solutions often demand multiple people to install, take time and effort, occupy valuable deck space, and sacrifice the surrounding aesthetic. Therefore, small pool …


Foldable Transfer Platform, Toby Sagi, Ashton Heiati, Triton Johnson, Zachary Denis Jun 2026

Foldable Transfer Platform, Toby Sagi, Ashton Heiati, Triton Johnson, Zachary Denis

Mechanical Engineering

The report details the design and results of a Hoyer lift to transfer patients between wheelchairs and our sponsor's, Beacon VTC Santa Maria, vans. The lift disassembles into 3 main pieces, allowing the lift to be stored in the back of the van. The lift uses a hydraulic actuator to rotate the boom. We handed over our project to Beacon VTC Santa Maria for use in their facility!


Package Access Platform, Tyler Connor Moyers, Austin Sien, Brooke Almaraz, Aiden Montano Jun 2026

Package Access Platform, Tyler Connor Moyers, Austin Sien, Brooke Almaraz, Aiden Montano

Mechanical Engineering

This Final Design Review (FDR) presents the completed package access platform project following fabrication, assembly, and verification testing of the final prototype. The project focused on the development of an adjustable and modular access platform capable of adapting to varying workspace requirements while maintaining operator safety and structural stability. The finalized design incorporates adjustable platform dimensions, modular frame expansion, integrated OSHA-compliant handrailing, and adjustable support legs to accommodate uneven surfaces and changing operational needs.


Water Turbine Dynamometer For Low-Power Turbomachinery Testing, Carmen Alaichamy, Yosef Huynh Torres, Michael Duperly, Michael Thomas Duff Jun 2026

Water Turbine Dynamometer For Low-Power Turbomachinery Testing, Carmen Alaichamy, Yosef Huynh Torres, Michael Duperly, Michael Thomas Duff

Mechanical Engineering

Students in ME 443: Introduction to Turbomachinery compete to design and build efficient small impulse turbines. The course lacks a standardized method to experimentally calculate turbine power output and mechanical efficiency from accurate measurements of torque and speed, for example. To support the learning goals of ME 443, a dedicated water-turbine dynamometer is needed to provide controlled hydraulic power, accurate mechanical and electrical measurements, and clear data for performance evaluation.

Our proposed system delivers a safe, repeatable, and educational testing environment that can be integrated into the Fluids Lab or used as a standalone instructional tool. Key stakeholders include Professor …


Me443 Turbine Timing System, Jacky Liang, Michael Ayman Habib, Julio Cesar Gutierrez Jr., Eric Tran Jun 2026

Me443 Turbine Timing System, Jacky Liang, Michael Ayman Habib, Julio Cesar Gutierrez Jr., Eric Tran

Mechanical Engineering

No abstract provided.


Composite Carrier, Thomas W. Clarke, Kaden T. Guevarra, D'Anna M. Jennings, John F. Tomas Jun 2026

Composite Carrier, Thomas W. Clarke, Kaden T. Guevarra, D'Anna M. Jennings, John F. Tomas

Mechanical Engineering

The Composite Carrier project developed and tested a proof-of-concept system to improve safety and accessibility in the Cal Poly Composites Lab. The system enables users to retrieve composite material rolls from elevated storage racks without using ladders, reducing fall hazards and improving material handling. The final design integrates rack-mounted rotary latches, a ground-level pulley release mechanism, and a custom Genie dolly attachment with a foldable cradle. Verification testing demonstrated that the prototype could securely retain representative roll loads, support repeated retrieval and placement, and improve operator safety, while also identifying future refinements such as reducing attachment width for improved rack …


Golf Ball Marking Machine, Isabella Brinkman, Erin Maxwell, Benjamin Nash, Matthew Nicacio Jun 2026

Golf Ball Marking Machine, Isabella Brinkman, Erin Maxwell, Benjamin Nash, Matthew Nicacio

Mechanical Engineering

The Golf Ball Marking Machine was designed, manufactured, and tested to provide a compact and cost-effective solution for applying durable identification markings to golf balls. The system integrates a gravity-fed hopper, singulation mechanism, motorized marking chamber, and automated discharge system to process golf balls with minimal operator intervention. A computer control system coordinates the marking cycle, enabling consistent application of a circumferential stripe. Verification testing demonstrated compliance with requirements for size, weight, power consumption, safety, and marking durability while maintaining a tabletop size footprint. The prototype achieved an average throughput of 5.43 balls per minute and successfully validated the feasibility …


Collagen Gene Expression Is Linked To Aging And Lifespan Extension In C. Elegans, Archer J. Wang, Blake M. Geppert, Daniel Beck, Yanqing Ji, Yiyong Liu Jun 2026

Collagen Gene Expression Is Linked To Aging And Lifespan Extension In C. Elegans, Archer J. Wang, Blake M. Geppert, Daniel Beck, Yanqing Ji, Yiyong Liu

Electrical & Computer Engineering Faculty Scholarship

Collagens, long regarded as structural molecules, also regulate stress responses and longevity. In this study, we analyzed our RNA sequencing data and publicly available gene expression data to define their role in Caenorhabditis elegans aging. Collagen expression broadly declined with age, with 16 collagen genes consistently downregulated across independent studies, establishing collagen downregulation as a genetic hallmark of aging. In contrast, meta-analysis of 66 datasets (128 comparisons between normal and long-lived animals) showed collagen upregulation in 84% of long-lived conditions, identifying collagen induction as a conserved signature of lifespan extension. Using π-values to integrate fold change and significance of …


Western Kentucky University Stormwater Utility Survey 2026, Warren Campbell Jun 2026

Western Kentucky University Stormwater Utility Survey 2026, Warren Campbell

SEAS Faculty Publications

In the U.S., more than 2200 stormwater utilities have been enacted. This year, we have expanded the survey to include stormwater utilities in other countries. Many of these stormwater assessments are called taxes, but if the assessment is recurring, is not an ad valorem tax, and is dedicated to stormwater purposes, we call it a stormwater utility. With the help of ChatGPT we have been able to identify 25 stormwater fees in Australia. We were also able to identify 3 in New Zealand, and some in Europe as well.