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2025

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Using Advanced Machine Learning To Evaluate The Spatial And Temporal Patterns Of Human–Bear Interactions In Maryland, Usa, Katherine A. Kurth, Jonathan K. Trudeau Jan 2025

Using Advanced Machine Learning To Evaluate The Spatial And Temporal Patterns Of Human–Bear Interactions In Maryland, Usa, Katherine A. Kurth, Jonathan K. Trudeau

Human–Wildlife Interactions

American black bears (Ursus americanus) are highly adaptable to human-dominated areas, which can lead to interactions with humans. Managing these interactions is a priority for many wildlife agencies in North America. Climate-induced shortages in natural food can exacerbate human–bear interactions, as bears are driven to seek alternative food sources in human-dominated areas. However, few studies have investigated the impact of climate or weather on the frequency and severity of human–bear interactions. In Maryland, USA, no research has examined the anthropogenic or environmental factors contributing to human–bear interactions, even though reported interactions have consistently increased since the 1990s. Our …


Annual Report, Fiscal Year 2025, Tennessee. Department Of Correction Jan 2025

Annual Report, Fiscal Year 2025, Tennessee. Department Of Correction

Annual Reports

This document is the annual report for the Tennessee Department of Correction during the fiscal year.


Political Turbulence And Aviation Safety: A Cross-National Analysis Of Political Stability's Effects On Aviation Accidents, Léa Faure, Lilliam Maria Cáceres Malachowski Jan 2025

Political Turbulence And Aviation Safety: A Cross-National Analysis Of Political Stability's Effects On Aviation Accidents, Léa Faure, Lilliam Maria Cáceres Malachowski

Journal of Aviation/Aerospace Education & Research

To what extent does political stability affect aviation safety? This research aims to link domestic political conditions and public safety through the consideration of aviation accident frequency. Political instability can indeed have profound effects on reducing overall public safety in a variety of domains through its influence on public policies. Reduced regulations and governance efforts can appear in contentious contexts for less-prioritized fields. This could influence the reemergence of technical aviation risk factors like crew training and performance, maintenance issues, infrastructure problems, human errors, etc. This would highlight a correlation between such political instability and weaker aviation safety regulations, investments …


Laboratory Investigation Of Shape And Initial Orientation Effects On Surf Zone Object Migration, Temitope E. Idowu, Jack A. Puleo Jan 2025

Laboratory Investigation Of Shape And Initial Orientation Effects On Surf Zone Object Migration, Temitope E. Idowu, Jack A. Puleo

Civil & Environmental Engineering Faculty Publications

Discarded objects like munitions in marine environments pose public safety risks. The behavior of various density objects deployed at four cross-shore positions in the surf zone of a large-scale 120 m x 5 m x 5 m wave flume were observed under different forcing conditions. Net migration was predominantly directed offshore, with approximately 70 % offshore migration observed near the outer surf zone. Density, shape, and initial orientation were identified as important to object behavior, with density acting as the dominant driver in 67 % of the object pairing scenarios. The influence of shape and initial orientation on net migration …


Art, Economy, And Society: The Influence Of The Savannah College Of Art And Design On Savannah, Ga, Rebecca Neely Jan 2025

Art, Economy, And Society: The Influence Of The Savannah College Of Art And Design On Savannah, Ga, Rebecca Neely

College of Graduate Studies: Theses & Dissertations

This mixed-methods study examines the relationship between the Savannah College of Art and Design (SCAD) and neighborhood change in Savannah’s historic districts. It combines GIS analysis of census data from 2000, 2010, and 2020, regression models, and a community survey (n = 60). The qualitative analysis findings suggest that areas near SCAD properties saw disproportionate increases in college-aged residents, White and Asian populations, higher educational attainment, income levels, and housing costs. Survey responses revealed concerns among long-term residents about rising affordability pressures, cultural displacement, and whether revitalization efforts benefit the broader community. Many respondents questioned the balance between the city …


Exploring Public Support For Prison Labor, Omar Morris Jan 2025

Exploring Public Support For Prison Labor, Omar Morris

Honors College Theses

Prison labor has long been a central component of the U.S. correctional system, evolving from early penitentiary models to contemporary labor practices that remain legally sanctioned under the Thirteenth Amendment. This study examines the historical development, key legislation, and modern realities of prison labor, emphasizing its economic, ethical, and rehabilitative implications. Using survey data from a nationally representative sample, the study assesses public attitudes toward mandatory prison work, fair wages for incarcerated individuals, and financial obligations such as medical copays and communication fees. Findings reveal that while the public generally supports prison labor, opinions diverge on compensation and economic burdens …


The Impact Of Covid-19 Pandemic Demands On By-Law Officer Wellness And Work, Harveen Randhawa Jan 2025

The Impact Of Covid-19 Pandemic Demands On By-Law Officer Wellness And Work, Harveen Randhawa

Theses and Dissertations (Comprehensive)

This research sheds light on how the rapid demand to enforce transitioning pandemic-related (and reopening) mandates impacts the wellness of bylaw officers in the context of resource strain. Ontario bylaw officers are at the forefront of the province’s response, enforcing lockdown rules to ensure community safety. This research is imperative in understanding how bylaw officers maintain their roles in municipal enforcement, while enforcing rapidly shifting COVID-19 regulations and moving forward into a post-lockdown climate. The research focuses on identifying and understanding the demands and resources that currently typify bylaw officers working in Southern Ontario. It further examines how the COVID-19 …


From Cuffs To Compassion: The Impact Of Relational Policing De-Escalation Approaches On Public Perceptions Of Safety, Satisfaction, Procedural Justice, And Police Legitimacy., Brook Snider Jan 2025

From Cuffs To Compassion: The Impact Of Relational Policing De-Escalation Approaches On Public Perceptions Of Safety, Satisfaction, Procedural Justice, And Police Legitimacy., Brook Snider

Theses and Dissertations (Comprehensive)

Academics, policy makers, and the public have called for the prioritization of de- escalation training and use in public-police interactions to reduce police use of force (PUoF) (e.g., Dubé, 2016; Iacobucci, 2014; Todak, 2017; Wortley et al., 2021). In response to various calls to action, the Ministry of the Solicitor General launched the Ontario Public-Police Interactions Training Aid Framework in 2023, which emphasizes the importance of utilizing a relational policing approach in public-police interactions (see Lavoie et al., 2022). However, despite changes in police training frameworks, relatively little is known about PUoF in Canada (Wortley et al., 2021), with similarly …


Assessing The Predictive Validity Of The Network Inventory Of Risk, Victories, And Needs Assessment (Nirvana) For Youth Receiving Prevention Services., Michael T. Baglivio, Kevin T. Wolff, Katherine Jackowski Jan 2025

Assessing The Predictive Validity Of The Network Inventory Of Risk, Victories, And Needs Assessment (Nirvana) For Youth Receiving Prevention Services., Michael T. Baglivio, Kevin T. Wolff, Katherine Jackowski

Publications and Research

The current study assesses the predictive validity of a newly-developed holistic risk/needs assessment for youth receiving prevention services. Employing a multiyear statewide sample of over 17,000 prevention youth, multivariate and Area Under Curve techniques are used to examine predictive validity in predicting future formal juvenile justice system involvement (new law violations) across sex, race/ethnicity, and multiple youth age ranges. Furthermore, predictive validity across the severity of the subsequent offense type (misdemeanor, non-violent felony, violent felony) was examined. Findings demonstrate large effect sizes for static risk only, dynamic risk only, and total risk plus protective scores on future offending. Sex and …


The Towering Inferno: Art, Policy, And Legacy, Charles R. Jennings Jan 2025

The Towering Inferno: Art, Policy, And Legacy, Charles R. Jennings

Publications and Research

The Christian Regenhard Center for Emergency Response Studies, leveraging the expertise of its faculty, staff, Advisory Board and colleagues, has consistently programmed activities focused on high-rise fire safety. The upcoming 50th anniversary of the film The Towering Inferno was an inspiration.

We decided this would be more lighthearted and less purely technical than many of our events. We wanted to consider both the film, and use it to reflect on the state of fire safety in tall buildings in New York City.

Of course it does not escape us that the topic of fire safety is a serious one, …


Understanding Violence In Juvenile Correctional Facilities: A National Study Of Victim-Offender Overlap In The United States, Tzu-Ying Lo, Yu-Hsuan Liu, Amy Adamczyk Jan 2025

Understanding Violence In Juvenile Correctional Facilities: A National Study Of Victim-Offender Overlap In The United States, Tzu-Ying Lo, Yu-Hsuan Liu, Amy Adamczyk

Publications and Research

The phenomenon of victim-offender overlap within juvenile correctional facilities is an underexplored area in criminological research. This study examines the prevalence and correlates of victim-offender overlap using data from two collections of the National Survey of Youth in Custody conducted in 2008–2009 and 2012. Our findings reveal that the victim-offender overlap group constitutes a significant proportion of incarcerated youth. Multinomial logistic regression analysis indicates that institutional factors, such as correctional officer legitimacy, in-facility gang membership, fear of inmate assault, experience of filing complaints against staff, and time served, significantly differentiate victim-offenders from the three other groups: victims-only, offenders-only, and those …


Enhancing Safety: Multi-Institutional Fmea And Fta On 177 Lu-Based Radio-Pharmaceutical Therapy, Siju C George, Santiago Aguirre, Nichole M Maughan, Ranjini Tolakanahalli, E James Jebaseelan Samuel, Sven L Gallo, Jacqueline E Zoberi, Yongsook C Lee Jan 2025

Enhancing Safety: Multi-Institutional Fmea And Fta On 177 Lu-Based Radio-Pharmaceutical Therapy, Siju C George, Santiago Aguirre, Nichole M Maughan, Ranjini Tolakanahalli, E James Jebaseelan Samuel, Sven L Gallo, Jacqueline E Zoberi, Yongsook C Lee

2020-Current year OA Pubs

PURPOSE: This study investigates potential failure modes and conducts failure mode and effects analysis (FMEA) and fault tree analysis (FTA) on the administration of

METHODS: We reviewed the literature to investigate the administration of Pluvicto and Lutathera, focusing on prospective procedural failures and potential failure modes (PFMs) and their outcomes. We distributed an FMEA survey to multiple experienced centers in

RESULTS: The findings from the literature review and survey responses on the prospective study have identified several critical areas at risk of failure. These areas include non-optimized treatment delivery, inadequate patient monitoring, and lack of safety training, leading to radiation …


State Of The States: Blueprints For Building Age-Friendly Futures, Megan Stubbs-Richardson, Lauren E. Etheredge, Tockie V. Hemphill, Zaccheus J. Ahonle, Danielle K. Nadorff Jan 2025

State Of The States: Blueprints For Building Age-Friendly Futures, Megan Stubbs-Richardson, Lauren E. Etheredge, Tockie V. Hemphill, Zaccheus J. Ahonle, Danielle K. Nadorff

Publications

Executive Summary:

Mississippi’s aging population growth mirrors national trends and suggests a need to establish equitable and sustainable age-friendly policies and programs. This report offers an overview of the best practices from age-friendly states, which can be adapted to meet unique challenges and opportunities for Mississippi’s aging population. We highlight five age-friendly policy areas that can improve Mississippi’s livability.

• Aging in Place: Best practices from California, Florida, and Massachusetts can be adapted to promote aging in place through structural changes to homes via universal design and home modifications, or through supportive housing programs and home care.

• Cross-Sector Collaboration: …


Dynamic Response, Assessment, And Retrofitting Of Prestressed Concrete Bridge Girders Subjected To Lateral Impact Loads, Haitham A. Abdelmalek Jan 2025

Dynamic Response, Assessment, And Retrofitting Of Prestressed Concrete Bridge Girders Subjected To Lateral Impact Loads, Haitham A. Abdelmalek

Doctoral Dissertations

Over height vehicle collisions pose a growing threat to the resilience of bridge infrastructure across the United States. According to the American Road & Transportation Builders Association (ARTBA, 2024), approximately 36% of all U.S. bridges require major repair or replacement, with an estimated cost of $400 billion. This dissertation investigates the structural dynamic response, damage assessment, and retrofitting strategies for prestressed concrete (PC) bridge girders subjected to lateral impact loading.

The research comprised two main phases: (1) numerical modeling and (2) experimental testing. A validated 3D nonlinear finite element (FE) model was developed to conduct parametric studies on impact behavior, …


Advanced 3d Lidar-Based Systems For Urban Traffic And Pedestrian Monitoring: Integrating Elevated Lidar, Data Collection, And Deep Learning For Precise Detection And Activity Classification, Nawfal Guefrachi Jan 2025

Advanced 3d Lidar-Based Systems For Urban Traffic And Pedestrian Monitoring: Integrating Elevated Lidar, Data Collection, And Deep Learning For Precise Detection And Activity Classification, Nawfal Guefrachi

Masters Theses

"Accurate and real-time monitoring of urban traffic and pedestrian activities is crucial for intelligent transportation systems (ITS) and smart cities. Traditional camera-based methods struggle with issues like lighting and privacy. This research leverages advanced three-dimension light detection and ranging (3D LiDAR) technology and computational frameworks to address these challenges, providing transformative solutions for urban traffic management and pedestrian safety. By strategically deploying elevated LiDAR sensors, detailed 3D point cloud data is captured, enabling precise monitoring of urban environments. Enhancements to LiDAR-based frameworks, such as fine-tuning the Point Voxel Region-Based Convolutional Neural Network (PV-RCNN), improve the detection of vehicles and pedestrians …


Best Kept Secret: The Hidden Health Costs Of Corporate Confidentiality, Cynthia M. Ho Jan 2025

Best Kept Secret: The Hidden Health Costs Of Corporate Confidentiality, Cynthia M. Ho

American University Law Review

Although patents are well known to negatively impact health when drugs are unaffordable, trade secrets also harm health, and in more ways than patents. Patented drugs harm public health simply by temporarily increasing prices on treatments. Trade secrets, on the other hand, can not only increase treatment costs, but also hide knowledge needed for effective medical treatment. Also, because patents, but not trade secrets, have a limited term, patent health harms clearly terminate while trade secret harms do not. Moreover, the public may not even be fully aware of all trade secret health harms because trade secret information is, by …


A Study Of The Effect Of Incentives On Police Recruitment And Retention, Taylor R. Wiggins Jan 2025

A Study Of The Effect Of Incentives On Police Recruitment And Retention, Taylor R. Wiggins

Theses and Dissertations

This study examines factors contributing to the staffing crisis in police departments, focusing on officers' perceptions of their organizations. It explores their attitudes toward their departments, motivations for joining law enforcement, and reasons for remaining in their positions. Additionally, the research assesses the impact of various incentives on officer retention.

A total of 140 participants were surveyed, with 113 completing the survey in its entirety, ensuring reliable data analysis. Demographic findings revealed a predominantly male sample (85.8%), with most officers aged between 25 and 44. Analysis of the Minnesota Satisfaction Questionnaire (MSQ) indicated that intrinsic satisfaction (M = 3.85; range …


Examination Of The Influence Of A Standardized Law Enforcement Curriculum, Christopher E. Powell Jan 2025

Examination Of The Influence Of A Standardized Law Enforcement Curriculum, Christopher E. Powell

Theses and Dissertations

This quantitative study examined the extent to which the standardized 2024 Criminal Justice Standards and Training Commission (CJSTC) Basic Law Enforcement recruit curriculum influenced the attitudes of 33 cadets at the Broward Police Academy concerning critical policing issues. Employing a pre- and post-survey design with a convenience sample, the research specifically assessed changes in cadets' preconceived notions regarding the appropriate use of force, the perceived dangerousness of individuals experiencing mental illness, and the necessity of police discretion in community interactions. The findings revealed statistically significant shifts in two key areas following academy training: cadets demonstrated a reduced perception that police …


Incarcerated Youth Returning To Society As Adults: An Examination Of Their Lived Experiences And Challenges, Kimberly R. Lawrance Jan 2025

Incarcerated Youth Returning To Society As Adults: An Examination Of Their Lived Experiences And Challenges, Kimberly R. Lawrance

Theses and Dissertations

When children have been incarcerated, they face collateral consequences that make it nearly impossible to recover from when they return home. Collateral consequences are the adverse effects experienced by incarcerated people and their families often causing restrictions or missed opportunities after interaction with the criminal justice system (Moise, Simonsen, & Kearl, 2023). Collateral consequences can be related to housing, employment, and education, to name a few. These lost opportunities are concerning for youth because most have never held a job or finished high school. Collateral consequences often set them up for failure leading to the revolving doors of jails and …


The Lived Experiences Of Project Rebound Students In California, Jeffrey R. Jacobs Jan 2025

The Lived Experiences Of Project Rebound Students In California, Jeffrey R. Jacobs

Theses and Dissertations

As the United States attempts to address issues of prison overcrowding, recidivism, and rehabilitation, states like California have turned to higher education during and after incarceration to remedy the situation and promote successful community reentry among individuals who have served time in the nation’s prisons. People who are formerly incarcerated are often up against a myriad of obstacles once released, and programs like California State University’s Project Rebound aim to aid in this transition through a model rooted in community and campus care. Numerous bodies of research have explored the impacts of education on individuals who are actively incarcerated; however, …


Perceptions Of Maine Batterer Intervention Program Directors On Treatment Challenges, Jenna Ostrowski Jan 2025

Perceptions Of Maine Batterer Intervention Program Directors On Treatment Challenges, Jenna Ostrowski

Theses and Dissertations

Intimate partner violence (IPV), commonly known as domestic violence, is a widespread social issue that continues to impact many victims. To combat this problem, multiple funded resources target not only the victims’ needs, but also attempt to reduce recidivism rates for domestic violence offenders. Treatment programs for domestic violence offenders have been operational since the 1970s, with curricula directed toward changing power and control dynamics in intimate relationships. Growing research supports the idea that domestic violence offenders have more prevalent histories of childhood trauma and mental health issues, which may increase the risk of IPV perpetration. However, research also shows …


Law Enforcement And The Need For Mental Health Collaboration, Jacquline Gillins-Hatcher Jan 2025

Law Enforcement And The Need For Mental Health Collaboration, Jacquline Gillins-Hatcher

Theses and Dissertations

This study examined the ongoing challenges and the necessity of enhanced collaboration between law enforcement agencies and mental health professionals in responding to mental health crises in the United States. Using a constructivist grounded theory approach, qualitative data were collected through semistructured interviews with law enforcement officers and mental health professionals, along with an analysis of existing records and policies.

Findings highlighted that crisis intervention team training improved officers’ ability to manage crisis situations. However, barriers such as limited interagency coordination, funding constraints, leadership challenges, and systemic policy gaps continued to hinder effective collaboration. Data from this research indicated that …


Coastal Perspectives: An Analysis Of Resident And Visitor Attitudes And Motivations Of Coastal Resilience Measures In Rhode Island, Jamie-Lynn Ward Jan 2025

Coastal Perspectives: An Analysis Of Resident And Visitor Attitudes And Motivations Of Coastal Resilience Measures In Rhode Island, Jamie-Lynn Ward

Open Access Master's Theses

Anthropogenic impacts of climate change negatively affect the geographic structure, economic stability, and environmental conservation of coastal communities at exhaustive rates. Coastal resiliency planning and frameworks have been widely credited and criticized for their ability to mitigate climate risks in vulnerable communities. Yet, the rapid impacts of climate on communities' socioeconomic and environmental sectors have led to outcries from researchers and users for integrated and holistic coastal resilience approaches. Approaches highlighting stakeholders’ views of risks, coastal resilience measures, and place values to form localized adaptation and politically supported management strategies directly involving and benefiting communities. This mixed-method study was designed …


Active Learning In Respiratory Care Education: A Narrative Review, Tisha Ann Skariah, Udaya Kumar Rao, Manjush Karthika Jan 2025

Active Learning In Respiratory Care Education: A Narrative Review, Tisha Ann Skariah, Udaya Kumar Rao, Manjush Karthika

Health Professions Education

Purpose: This study evaluates the effectiveness of active learning strategies in respiratory care (RC) education, specifically examining their impact on student engagement, critical thinking, and clinical competency to address limitations inherent in traditional passive instructional methods.

Methods: A comprehensive narrative review of peer-reviewed literature was conducted using databases such as PubMed, Web of Science, and Scopus. Thematic analysis was utilized to explore the influence of key active learning methodologies, including simulation-based learning (SBL), flipped classroom (FC), problem-based learning (PBL), and team-based learning (TBL).

Results: The findings demonstrate that active learning approaches significantly enhance clinical decision-making, collaborative skills, and knowledge retention …


Punishing Violence, Shima Baradaran Baughman Jan 2025

Punishing Violence, Shima Baradaran Baughman

American University Law Review

The American criminal justice system doles out the harshest punishments in the world. It is infamous for its protracted criminal sentences and prodigious criminal code. But what most scholars and policymakers overlook is that the United States punishes only a fraction of the total serious crime that occurs in the country—including violent crime.

Approximately twenty million serious crimes occur in America each year, but only about half of these are reported to police. Of those reported, the police make arrests for an average of only twenty percent of serious crimes, and only ten percent of arrests result in a conviction. …


Leveraging Artificial Intelligent For Optimized Crop Production: An Ann-Based Approach, Yahya Layth Khaleel, Fadya A. Habeeb, Mustafa Abdulfattah Habeeb, Fatimah N. Ameen Jan 2025

Leveraging Artificial Intelligent For Optimized Crop Production: An Ann-Based Approach, Yahya Layth Khaleel, Fadya A. Habeeb, Mustafa Abdulfattah Habeeb, Fatimah N. Ameen

Mesopotamian Journal of Computer Science

To incite modern day crop production and ensure sustainability, exact crop recommendations are key to the process. This study pays significant attention to the need for the use of big data tools in studies involving comprehensive data sets that contain information on soil and other environmental characteristics. The set of data used in this research includes Nitrogen, Phosphorus, and Potassium content coordinated with Temperature, Humidity, pH Value, and Rainfall. Knowing these factors is to make a favorable decision about improving agricultural products yield, availability and management of the resources, as well as general well-being of the crops. Specialized advisory on …


Juvenile Record Expungement Policy In Illinois, Emma Kudelka Jan 2025

Juvenile Record Expungement Policy In Illinois, Emma Kudelka

Res Publica - Journal of Undergraduate Research

This policy paper explores juvenile expungement policies and their broader social impact. Research suggests that lenient expungement laws help prevent discrimination in education, housing, and military service, aiding rehabilitation youth offenders' reintegration. The paper begins with a historical overview of Illinois juvenile law, highlighting its shift from punitive to rehabilitative approaches. It then examines key legislation, including the Juvenile Court Act, Juvenile Justice, and Delinquency Prevention Act, and Youth Opportunity and Fairness Act. Illinois's juvenile expungement laws are analyzed, covering eligibility, process, and timeline. A comparative analysis follows, contrasting Illinois' policies with those of California and Florida to emphasize differences …


Fixing Fixed Term Recall An Insights Paper: February 2025, Miranda Shanks, Katie Mcbride, Zoë James Jan 2025

Fixing Fixed Term Recall An Insights Paper: February 2025, Miranda Shanks, Katie Mcbride, Zoë James

School of Law, Humanities and Social Sciences

This Insights Paper seeks to provide a comprehensive understanding of the application of fixed term recall (FTR) within the criminal justice system (CJS) and their impact on the rehabilitation and resettlement journeys of individuals on licence. The paper explores how FTR are currently being applied, examines the experiences of those subject to them, and identifies strategies to reduce the use of FTR while improving their effectiveness in managing non-compliance of low-risk individuals.


Exploring Postsecondary Students’ Beliefs Relative To Behavior That Promotes Sleep, Levi T. Kirkpatrick Jan 2025

Exploring Postsecondary Students’ Beliefs Relative To Behavior That Promotes Sleep, Levi T. Kirkpatrick

Dissertations and Theses @ UNI

Sleep research has extensively quantified poor sleep among postsecondary students and established associations with adverse consequences; however, research exploring students’ beliefs toward sleep-promoting behavior is scarce. The current qualitative study explored postsecondary students’ beliefs toward behavior that promotes sleep at a midwestern state university. Using the integrated behavioral model, the current study aimed to expand the understanding of how students perceive and engage with behaviors that promote better sleep. The primary research question was: “How do currently enrolled postsecondary students attending a state university located in the Midwest region of the United States describe their beliefs relative to behavior that …


Deep Learning For Uav Classification: Impact Of Noise And Multipath Fading In Rf Signals, Prajoy Podder, Maciej Jan Zawodniok, Sanjay Kumar Madria Jan 2025

Deep Learning For Uav Classification: Impact Of Noise And Multipath Fading In Rf Signals, Prajoy Podder, Maciej Jan Zawodniok, Sanjay Kumar Madria

Electrical and Computer Engineering Faculty Research & Creative Works

The increasing presence of unmanned aerial vehicles (UAVs) raises serious security concerns, particularly regarding unauthorized drone operations. Recent U.S. security statistics report a sharp rise in unauthorized UAV activities, with the Federal Aviation Administration (FAA) receiving over 100 monthly reports of illegal drone operations near airports. In 2024 alone, Dedrone records 1.19 million unauthorized drone flights across major U.S. cities, highlighting the need for robust UAV detection and classification systems. In this work, a lightweight Convolutional Neural Network (CNN) model is proposed for RF-based UAV classification under noisy and multipath fading conditions. The proposed CNN consists of multiple convolutional blocks, …