Architecture Commons^™

Building Services Engineering January/February 2026

Building Services Engineering

No abstract provided.

Vegclassify: A Hybrid Deep Learning–Ndvi Greenspace Classification Tool And Gui, Huaqing Wang, Yawen Zhang, Jiaojiao Fu

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VegClassify is a hybrid, high-resolution greenspace classification tool integrating a fine-tuned deep learning model with automated NDVI threshold optimization. The tool improves accuracy and reduces subjectivity in vegetation classification using NAIP imagery. This graphical user interface (GUI) was developed to extend and simplify the use of the previously established greenspace image classification tool. The GUI provides an accessible, user‑friendly environment for running the VegClassify workflow without requiring users to interact directly with Python scripts or command‑line tools. It supports loading NAIP or other high‑resolution imagery, running deep‑learning–assisted NDVI threshold optimization, visualizing classification outputs, and exporting vegetation masks.

The underlying Python …

Empirical Evaluation Of A Cnn-Resnet-Rf Hybrid Model For Occupancy Rate Prediction In Passive Ultra-Low-Energy Buildings, Yiwen Liu, Yibing Xue, Chunlu Liu, Runyu Wang

Student Papers, Posters & Projects

Accurate occupancy information is critical for optimizing energy efficiency in buildings. Hybrid machine learning models have demonstrated great potential in previous studies; however, their application in passive ultra-low-energy buildings remains underexplored. This study conducts an empirical evaluation of real-time occupancy rate prediction using a CNN-ResNet-RF hybrid model based on multi-source environmental and behavioral data from a passive ultra-low-energy educational building. The model integrates Convolutional Neural Networks (CNN) for local feature extraction, Residual Networks (ResNet) to enhance deep feature representation, and Random Forests (RF) for ensemble-based generalization. Indoor CO₂ concentration exhibits the strongest linear correlation with occupancy rate (r = …

Self-Aware Quantum-Inspired Routing Framework For 6g And Quantum Networks, Haitham M. Abdelghany, Mohamed M. Ashour

Mansoura Engineering Journal

This paper introduces a quantum-hybrid-aware routing framework that incorporates the concepts of quantum computing with meta-cognitive learning to improve adaptability, reliability, and awareness in dynamic quantum networks. The proposed system accommodates a new IoT, edge computing and 6G system, where routing schemes should be flexible and robust and have cross-topology functionality. Conventional methods of quantum reinforcement learning can be characterized by a trade-off between exploration and decision stability. To cope with this, the proposed self-aware hybrid architecture is a combination of quantum-enhanced learning and a meta-cognitive awareness layer to allow autonomous agents to monitor performance and adjust routing strategies on …

The Effect Of Polyester And Lycra Loop Lengths On The Recovery Properties Of Single Jersey Knitted Fabrics, Abdelmonem Fouda, Moaaz Eldeeb

Mansoura Engineering Journal

Knitted fabrics are well known for their comfort due to their ability to elongate in the wale direction at the expense of the course direction, and vice versa. However, they lack dimensional stability, especially single jersey knitted fabrics. To address this issue, Lycra threads have recently been incorporated into their production to improve shape recovery after stress is released. Despite this enhancement, the fabric does not fully return to its original shape, highlighting the need to measure this phenomenon accurately. This study aims to firstly: simulate the production of a frame designed to measure the recovery and elongation of knitted …

Sustainable Aviation Fuel (Saf) From Used Cooking Oil (Uco) In Egypt: Opportunities And Challenges., Lamiaa Abdallah

Mansoura Engineering Journal

Global aviation sector contributes nearly 2.5% of global CO2 emissions. Aviation is hard-to-decarbonize sector due to the high energy densities required for aircraft. Commercial aviation is fueled by kerosene-based jet fuel. Alternatives for this carbonbased fuel include electric batteries, hydrogen fuel, and SAF. Electric batteries have very low energy densities. Hydrogen would require a complete change of the aviation system, including fuel & airport infrastructure. SAF is the only viable option in the short to medium term. SAF is produced from sustainable feed-stocks (like agricultural oils), with no embodied carbon. Existing airplanes can use traditional fuel blended with up to …

Methodology For Surface Defect Assessment In 3d Concrete Printing Using Computer-Vision And Ultrasonic Testing Considering Structural Build-Up, Seongho Han, Eunjong Ahn, Myoungsu Shin, John S. Popovics, Kamal H. Khayat

Civil, Architectural and Environmental Engineering Faculty Research & Creative Works

This study quantifies how interlayer time gaps and mixture rheology jointly influence interfacial integrity and mechanical performance in 3D concrete printing (3DCP). Two mixtures incorporating identical binders, but differing limestone fineness (4 and 50 μm) were printed with interlayer delays of 0, 2, and 5 min, corresponding to stacking rates of approximately 9, 0.5, and 0.2 m/h. The finer limestone mixture exhibited higher plastic viscosity (13.2 vs. 11.5 Pa s) and faster structural buildup (58 vs. 38 Pa/min), resulting in accelerated early stiffening. Deposition yield stress derived from buildup measurements remained low for 0–2 min (1400–1500 Pa for the higher-thixotropy …

Designing For Dementia: Lessons In Using Wayfinding, Design, And Policy To Retrofit Neighborhoods For People Living With Dementia, Kiaya Siu Ling Batkin

City and Regional Planning

With advancements of modern medicine, more people are living longer lives. However, cognitive decline has become a greater issue faced by a growing number of people. The amount of People Living With Dementia (PLWD) has increased substantially, almost 10 million a year, and as such need different living conditions than what used to serve them (Alzheimer’s Disease International, n.d.). The common solution in the western world is to care for elders in specific sites for them like nursing homes or to hire a live-in nurse to care for them. These services are costly, highly specialized, and tailored to care for …

Analysis Of City Planning For Autism Spectrum Disorder, Joshua Ericson, Ben Shane

City and Regional Planning

Whether formally diagnosed or self-diagnosed, autism spectrum disorder affects children and adults in every corner of the planet. Every city in the world likely has autistic residents who have difficulty living in navigating their city due to their unique sensory, social, and economic needs. Many of these needs affect autistic people’s abilities to comfortably and independently navigate public spaces, attain a reliable method of transportation, and find housing that suits their needs. These issues could all be addressed with city planning and neuro-inclusive public policies, but to date few cities have considered autistic people in their planning. Cities inadvertently exclude …

North Fair Oaks Specific Plan, Carlos Robinson

City and Regional Planning

The North Fair Oaks Specific Plan guides development of the North Fair Oaks Focus Area as defined in the City of Arroyo Grande General Plan by defining land uses, delineating a multimodal circulation system, and outlining ideal development standards in accordance with various local, regional, and state plans.

The Dumbarton Flyer Initiative Study: A Conceptual Plan, Aaron Posternack

City and Regional Planning

The Dumbarton Flyer Initiative Study is a comprehensive and ambitious vision for a study corridor that stretches from Fremont on the East Bay to Redwood City on the Peninsula within the San Francisco Bay Area (Bay Area) of California. It advocates for significant changes to how localities and regions embrace transportation and land use planning. The literature asserts that these two aspects of planning should be inseparable from each other. This assertion particularly holds if the Bay Area seeks to construct additional rail transit lines and to maximize their benefits. Additionally, the transportation mode of “automated light metro”, which this …

Reimagining The Laguna Lake Driving Range, Audrey Bonifacio, Jessica Rice

City and Regional Planning

The Laguna Lake Municipal Golf Course is located in San Luis Obispo, California, and is operated by the city. Recently, the community, city staff, and the City Council have begun a conversation regarding the use of the golf course. To explore the different uses, this senior project presents four alternative developments for a selected area of the golf course. These four uses include enhancing the existing driving range, a sports facility, a children’s center, and a senior living community. To assess these alternatives, the project explores current urban planning theories, development trends, and case studies for each use. Through this …

Impact Of Femalized Kinesthetic Learning Model On African American Middle School Girls’ Career Interest, Mercy F. Fash, Andrea Ofori-Boadu

Journal of Global Education and Research

Engaging African American middle school girls in out-of-school-time (OST) Architecture, Engineering, and Construction (AEC) programs can boost interest in male-dominated AEC careers. This study adopts Lent’s Social Cognitive Career Theory to evaluate the impact of an OST feminized AEC kinesthetic learning model (fAEC-KLM) on the career interests of this demographic. Through a qualitative research approach, fourteen (14) African American middle school girls from Guilford County, NC, completed pre- and post-interviews on how fAEC-KLM interactions influenced their AEC career interests. Inductive thematic analysis was carried out on transcribed interviews. Results show that effective components, such as lectures on AEC, bridge construction …

Middle Plaza Redesign, Marlo Lavacude-Klenck

City and Regional Planning

Middle Plaza Redesign presents a conceptual redevelopment of Middle Plaza, an 8.43-acre site located at 500 El Camino Real in Menlo Park, California. Originally developed as a mixed-use project in the 2010s, the redesign evaluates the site through the regulatory atmosphere, market conditions, and housing needs of 2025.

The project examines site conditions, market demand, state and local planning frameworks, and applicable development standards, including recent California housing legislation that eliminates parking minimums and streamlines environmental review. A financial feasibility analysis using proforma modeling evaluates two investment scenarios and demonstrates the economic challenges of delivering high-density rental housing despite regulatory …

A Reflective Case Study: Mission Plaza Enhancement Project, Emma J. Roeller, Sheridan R. Green

City and Regional Planning

This reflective case study examines the purpose and process that has guided the Mission Plaza Enhancement Project. This leads us to our research question:

How do foundational theories of behavior in public space in tandem with evolving community needs shape the motivations and process behind the Mission Plaza Enhancement Project? What lessons can be drawn from observed behavioral patterns and planner perspectives to inform future phases of the plan?

To gain a deeper understanding of what makes a public space successful and how to record and analyze behavior in a public space, we will use foundational planning literature from the …

Riverbend Ranch Mixed-Use Development Project, Anthony James Sousa

City and Regional Planning

This senior project is a proposed mixed-use development project in the City of Visalia, California. The scope of work includes site analysis and site plan development formatted in a comprehensive development package. This project aims to set a precedent for future development in the City of Visalia by increasing density to meet housing requirements and incorporating various urban agricultural uses to reconnect the urban and rural relationship. Additionally, the project includes a literature review on urban agriculture to explain its role in planning practice.

Model For Analyzing Floorplate Morphology That Optimizes Daylighting And Cost, Andrew G. Welch, Ermal Shpuza Phd

The Kennesaw Journal of Undergraduate Research

One key method to improve the energy efficiency of a building is to enhance daylight levels, which reduces the need for artificial lighting. Elevated daylight levels are also associated with increased productivity and well-being of building occupants. Daylight levels are inversely proportional to the building compactness, where shallow floorplates and elongated buildings are associated with higher daylight levels. However, creating buildings that have more natural light comes with a greater construction cost due to larger envelope areas as well as greater operating costs due to the energy loss through the exterior envelope area. This research identifies the basic design strategies …

Skip The Grid 25-26: A Safety-Driven Solar Installation Project In The Navajo And Hopi Nations, James R. Wall

Construction Management

Skip the Grid is an interdisciplinary service-learning project that provides sustainable energy solutions to families with school-aged children living in the Navajo and Hopi Nations. In March 2026, a team of 23 students from five academic disciplines at California Polytechnic State University (Cal Poly) partnered with Heart of America, SOLV Energy, and NextPower to complete the fifth year of the program. The project's purpose was to improve quality of life and support educational success by providing reliable access to electricity, lighting, and refrigeration in underserved communities. Participants were organized into five installation teams consisting of Cal Poly students, faculty, industry …

Slo Botanical Garden Lean-To Carport, Saul Gracian, Sergio Gonzalez

Construction Management

This paper documents the planning, design, funding, and construction of a lean-to carport for the San Luis Obispo Botanical Garden, completed as a student-led Construction Management senior project by Saul Gracian and Sergio Gonzalez. The purpose of the project was to provide a functional storage structure for garden equipment while applying construction management principles in a real-world, nonprofit setting. The project methodology included site evaluation, collaborative design development, cost estimating, funding acquisition, regulatory review, and hands-on construction. Design decisions were informed by site constraints, county code requirements, budget limitations, and stakeholder input, resulting in a final 10’ x 12’ structure …

Optimized Deep Learning Framework With H2o For Lung Cancer Prediction, Walaa Hassan Ibrahim, Mohamed S. Saraya, Sally M. Elghamrawy, Ali I. Eldesouky

Mansoura Engineering Journal

The automatic diagnosis of lung cancer using chest X-ray (CXR) images has significantly advanced with progress in computing, machine learning, and deep learning. However, detecting lesions and nodules remains challenging due to CXR limitations. Early lung cancer detection is critical for successful treatment, but current AI algorithms often rely on large annotated datasets, which are not always available. To address this, a novel multi-classification deep learning framework is proposed that combines CXR and CT images. This approach leverages the detailed feature detection capabilities of CT scans alongside the complementary views from CXRs, improving early-stage lung cancer detection and classification precision. …

Physiological And Neurological Impact Of Biophilic Design In Architectural Design Studios: A Case Study Of King Salman International University, Islam Ashraf Mohamed, Alaa El-Eishy, Marwa A. Soliman

Mansoura Engineering Journal

Biophilic design integrates nature into architecture to enrich sensory and cognitive experiences, enhance psychological well-being, and improve performance. This study explores its physiological and neural effects in design studios at King Salman International University through an experimental methodology combining theoretical review and lab-based investigation. Tools included electrocardiography (ECG) for heart rate variability (HRV), eye-tracking for visual attention, and the Self-Assessment Manikin (SAM) for emotional evaluation. Nine participants viewed five digital architectural scenes with varying biophilic integration. Direct nature connections elicited greater visual attention, pleasure, and perceived control, indicating higher engagement and relaxation.  A scene lacking biophilic elements led to reduced …

Population Satisfaction Indicators Of The Quality-Of-Life Standards During The Work Trip (A Case Study Of The Cities Of Minia And New Minia), Shimaa Mohammed Hamdy Derbala, Amna Waz Amgad Ali

Mansoura Engineering Journal

The research examined the indicators of population satisfaction with the quality of life during work trips in the cities of Minia and New Minia, in relation to the problem of low urban communication between the two cities and the continued dependence of debtors on each other to provide employment opportunities. The research examined previous studies linking the quality of life of work trips to the environmental, social and psychological aspects of the movement and economy, A questionnaire was designed for a sample of the population (388 individuals) to assess the residents' impression of the quality of life during their work …

Strategies For Sustainable And Inclusive Outdoor Wayfinding In Healthcare Facilities: An Approach To Enhance User Experience At Kafr Alsheikh University Hospital, Egypt, Rania Abd Allateef Ghanam, Ahmed Salah El-Deep

Mansoura Engineering Journal

Outdoor wayfinding plays a critical role in shaping user experience in healthcare environments, where inadequate navigation can heighten stress and hinder timely access to care. Despite the presence of wayfinding systems in many hospitals, outdoor navigation remains underexamined and inconsistently addressed in design guidelines. This study fills this gap by investigating architectural strategies to enhance outdoor wayfinding and reduce user stress. The research focuses on Kafrelsheikh University Hospital in Egypt and applies a twophase methodology: (1) a comprehensive literature review to identify current principles, guidelines, and best practices in outdoor wayfinding, and (2) an on-site case study to assess existing …

The Impact Of Integrating Social Benefit Requirements For Urban Green Infrastructure And Place Identity Attributes To Enhance The Sense Of Place - Case Study Of Central Park, Madinaty, New Cairo City, Egypt, Ibrahim Magdi Mohammed, Rehab Abdelfatah Abdel Aziz Mahmoud

Mansoura Engineering Journal

This research develops an integrated model that links the social benefit requirements of Urban Green Infrastructure (UGI) with the non-physical attributes of Place Identity (PI) to enhance the Sense of Place (SOP) in contemporary urban environments. The need for this integration arises from limitations in current planning frameworks, which often prioritize ecological performance while overlooking cultural, perceptual, and behavioral dimensions that shape user attachment and belonging. The study adopts an inductive and synthesis-based approach to identify key UGI indicators across environmental, social, economic, and spatial dimensions, alongside PI attributes related to places’ legibility, uniqueness, publicness and territoriality, place’s identification. To …

Enhancing Thermal Energy Storage Efficiency Using Optimized Concrete Materials: A Review, Ahmed Mohamed Abbass, Ahmed M. El-Khayatt, Khaled A. Eltawil

Mansoura Engineering Journal

The increasing global energy demand and the environmental impact of fossil fuels necessitate the development of sustainable energy solutions. Solar energy is a promising alternative, but its intermittency and inefficiency limit its widespread adoption. This study explores the role of advanced concrete-based thermal energy storage systems in addressing these challenges. Key aspects examined include packing density optimization, high-temperature performance, and hydrothermal durability of concrete. The research highlights the importance of granulometric optimization, binder selection, and hydration mechanisms in enhancing concrete properties. Additionally, the effects of heat exposure on concrete durability, permeability, and mechanical strength are analyzed, with a focus on …

Optimized Thermal Management Of Cylindrical Lithium-Ion Batteries Using Circular Fins And Forced Air-Cooling, Mohamed M. Donia, Ahmed A. Hegazi, Mohamed A. Aziz, Osama Abdelrehim

Mansoura Engineering Journal

The Battery Thermal Management System (BTMS) is vital for maintaining the optimal performance, safety, and longevity of electric vehicle batteries by keeping their temperature within a desired range. This study proposes an optimized cooling solution for BTMS based on both experimental and numerical investigations. Experimental tests were performed on a single battery cell under discharging rates of 1C, 2C, 3C, and 4C using an electronic load, with thermal performance evaluated under natural convection. Numerical models simulating both forced and natural convection were developed using ANSYS 19.3, and a combined Computational Fluid Dynamics (CFD) and Response Surface Methodology (RSM) approach was …

Verification Of Offline Signature Based On A Hybrid Dense-Attention-Residual-Cnn Structure Optimized By Grey Wolf Algorithm, Zeyad T. Salim, Mahmoud M. Saafan, Eman M. El-Gendy

Mansoura Engineering Journal

Signature verification is a necessary vision task with prevalent use in securing realworld applications. Offline signature is a popular type that needs to efficacious approach to be checked due to the depending on the paper time and the written tool. The progress in intelligent algorithms participates in supporting simple way authentication-based signatures. In this research work, an offline signature verification (OSV) based on an optimized and costumed convolutional neural network(CNN) infrastructure is suggested. The CNN is costumed by integrating residual, dense, and attention mechanisms, then optimized by applying a grey wolf optimization(GWO) algorithm. The system is trained and tested with …

The Role Of 15-Minute Cities In Promoting Sustainable Urban Development: A Stakeholder-Centered Project Management Approach, Pamela O. Nkwantabisah

Harrisburg University Dissertations and Theses

The 15-minute city is an innovative urban planning approach that aims to enhance sustainability, accessibility, and quality of life by placing essential services within a 15-minute walk or cycle radius. Despite its popularity globally, the majority of projects fail to realize their objective due to ineffective stakeholder engagement, competing priorities, and inadequate communication throughout the project procedure. This study addresses the urgent problem of limited stakeholder involvement in 15-minute city planning and implementation. The purpose of the study is to determine challenges of stakeholder engagement and develop a stakeholder-centric approach rooted in project management best practices. Guided by the Stakeholder …

The Politics Of Remembering: Reconfiguring The Diorama Of Monas As Augmented Living Document, Suprayitno Suprayitno, Zulfatun Sofiyani, Rahmi Rahmi

Proceedings from the Document Academy

This paper examines the Monas diorama as a central apparatus in Indonesia’s politics of remembering, whose narrative consolidation during the New Order rendered it a state-authored monument of national memory. Drawing on Foucault’s distinction between monument and document, Ferraris’s ontology of documentality, and Perret’s concept of document design as projective epistemology, the study reframes the diorama as a documentary assemblage shaped by inscription, power, and institutionalized forgetting. Through diachronic, synchronic, comparative, and experimental analyses, the paper diagnoses failures across the physical, social, and cognitive dimensions of Monas as a document, revealing narrative authoritarianism, representational rigidity, and the absence of plural …

Analysis Of The Potential Of Urban Surfaces For Energy Use By Applying Solar Energy Or Green Roofs, Kristin Dietrich, Jose Ambrosini, Fabio Capra-Ribeiro, Juan Raul Massipe Hernandez, Alberto Tama Franco, Fernando Mayor-Vitoria

Faculty Publications

Renewable energy is rapidly increasing in importance in the energy mix in many countries worlwide. They are a key part of the energy transition to more sustainable energy systems. Green roofs are multi-layered systems covered with plants, grasses or turf that are placed on terraces and roofs of different types. Energy savings and reduced urban heat-island effects are among the most notable benefits of green roofs. Traditionally, green roofs and photovoltaic (PV) or solar-thermal installations have been competing systems, but several studies and actual installations have shown that synergistic effects predominate. For example, vegetation has a cooling effect on green …