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2022

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Full-Text Articles in Architecture

The Effect Of Initial Water Saturation On Freeze-Thaw Damage Of Submerged Mortar Materials, Siyuan Chen, Huigang Xiao Jul 2022

The Effect Of Initial Water Saturation On Freeze-Thaw Damage Of Submerged Mortar Materials, Siyuan Chen, Huigang Xiao

International Conference on Durability of Concrete Structures

An indispensable condition for the occurrence of the freeze-thaw (F-T) damage in unsaturated cement-based materials is that the specimens absorb water during the F-T process and reach a critical level of water saturation, which is influenced by the initial degree of water saturation (IDWS). However, the fast-freeze method commonly used in the laboratory does not reflect the effect of the IDWS on F-T damage. Thus, this study investigated the effect of different IDWS on the development of F-T damage in specimens to fill the gap in this research area. In this study, compressive strength tests were used to characterize the …


Mdam-Drnet: Dual Channel Residual Network With Multi-Directional Attention Mechanism In Strawberry Leaf Diseases Detection, Tingjing Liao, Ruoli Yang, Peirui Zhao, Wenhua Zhou, Mingfang He, Liujun Li Jul 2022

Mdam-Drnet: Dual Channel Residual Network With Multi-Directional Attention Mechanism In Strawberry Leaf Diseases Detection, Tingjing Liao, Ruoli Yang, Peirui Zhao, Wenhua Zhou, Mingfang He, Liujun Li

Civil, Architectural and Environmental Engineering Faculty Research & Creative Works

The growth of strawberry plants is affected by a variety of strawberry leaf diseases. Yet, due to the complexity of these diseases' spots in terms of color and texture, their manual identification requires much time and energy. Developing a more efficient identification method could be imperative for improving the yield and quality of strawberry crops. To that end, here we proposed a detection framework for strawberry leaf diseases based on a dual-channel residual network with a multi-directional attention mechanism (MDAM-DRNet). (1) In order to fully extract the color features from images of diseased strawberry leaves, this paper constructed a color …


Hierarchical Quantification Of Utilization Rate And Related Indicators Of Mixed-Use High-Rise Buildings, Yuchen Xie, Peng Du, Jianhe Lu Luo Jul 2022

Hierarchical Quantification Of Utilization Rate And Related Indicators Of Mixed-Use High-Rise Buildings, Yuchen Xie, Peng Du, Jianhe Lu Luo

College of Architecture and the Built Environment Faculty Papers

Mixed-use high-rise buildings are vertical superpositions of various business types in the category of mixed-use development. It has become a highly intensive organizational form in the urban high-density environment. Under China’s “height limit” policy, the simple superposition of business types does not meet the government requirements for planning, construction, and management, and does not fully utilize the advantages of the mixed development mode. The single utilization rate index used in the past could not accurately describe such buildings’ usage value and spatial variation characteristics. In this study, a quantitative analysis of data from eight construction projects was carried out, and …


Michael’S Mouth, Peter Olshavsky Jul 2022

Michael’S Mouth, Peter Olshavsky

Architecture Program: Faculty Scholarly and Creative Activity

“Michael’s Mouth” examines the virtuoso performance of small mouth sounds (“um,” “ah,” etc.) in MOS’ 2006 video, Alternate Ending 1: The Glimmering Noise. In this performance, “Michael” deftly uses non-words to advance a non-discursive argument about architecture as a form of attention in the post-critical imaginary.


Developing And Piloting A Design Guide For Outdoor Classrooms In Utah, Derek Jenson, Jake Powell, David T. Anderson, Rose Judd-Murray Jul 2022

Developing And Piloting A Design Guide For Outdoor Classrooms In Utah, Derek Jenson, Jake Powell, David T. Anderson, Rose Judd-Murray

Outcomes and Impact Quarterly

The outdoor classroom design guide can help applicants successfully apply for the Utah Outdoor Classroom Grant introduced by the Office of Outdoor Recreation (OOR) in 2021. The design guide includes case studies, design resources, and critical information for community involvement from statewide locations and will serve as a free public resource.


"Who Were They?": Interpreting The Lives Of Victorian Servants In The Ford-Macnichol Home, Audrey Wicklander Jul 2022

"Who Were They?": Interpreting The Lives Of Victorian Servants In The Ford-Macnichol Home, Audrey Wicklander

Historic Preservation Final Projects

The Ford-MacNichol Home in Wyandotte, Michigan is a public historic house museum which interprets and exhibits the lives of the lavish Ford-MacNichol family who lived there from 1896 to 1903. Since 1977, the museum has been detailing the lives of the rich and powerful and my question for some time has been: what about ‘the help?’ Domestic employees were needed to make powerful Victorian households’ function properly and visitors and volunteers have expressed interest in knowing more about the house’s servants. In this project, I will be writing an addition to the interpretive manual which will discuss the daily tasks …


Mass Customization Of Housing: A Framework For Harmonizing Individual Needs With Factory Produced Housing, Basem Eid Mohamed, Carlo Carbone Jul 2022

Mass Customization Of Housing: A Framework For Harmonizing Individual Needs With Factory Produced Housing, Basem Eid Mohamed, Carlo Carbone

All Works

Integrated processes for design and fabrication have guided mass customization of architectural systems and components. Providing affordable and accessible housing, a vital segment of the building industry, is a multifaceted process that witnessed various manifestations towards individualization over the past few decades. Design flexibility in housing systems is becoming a crucial aspect, informed by consumers’ lifestyles, demographic patterns, and lifecycles change at a rapid pace. As the housing market demands more personalized, efficient, and agile strategies, prefabricated building systems have always presented a viable alternative for flexibility and cus-tomization, following a rise of interest in the last decade focused on …


The Malleability Of Home: A Genealogy Of Clark University's English House, Christina Rose Walcott, Justin Shaw Jul 2022

The Malleability Of Home: A Genealogy Of Clark University's English House, Christina Rose Walcott, Justin Shaw

English

This essay details the history of the land and structures that occupy the property currently located at the corner of Hawthorne and Woodland Streets in Worcester, Mass. Covering over 300 years, it begins with the legacies of the Nipmuc and the early English colonialist settlers before moving into a discussion of Worcester's 19th Century industrialists and 20th Century acquisition by the University. The essay builds on extensive archival research using materials from both physical and digital collections such as atlases, censuses, biographies, directories, criticism, and more. To further develop the story of the English Department and its home, the essay …


Leveraging Data Analytics To Study The Impacts Of State Budget Cuts On Public Higher Education Institutions In The United States, Praveen Kumar Guraja Jul 2022

Leveraging Data Analytics To Study The Impacts Of State Budget Cuts On Public Higher Education Institutions In The United States, Praveen Kumar Guraja

All-Inclusive List of Electronic Theses and Dissertations

Public higher education in the United States (US) is funded through two primary forms: one is through state higher education appropriation funds, and the other is student financial aid that is directly given to students. Increasing postsecondary full-time equivalent (FTE) enrollment and graduation rate are becoming a crucial economic priority in the US. However, only a limited study is available about whether state investment in higher education and increasing tuition charges can impact FTE student enrollment (FTEE) and graduation rate (GR) at 4-year public universities in the US. A systematic literature review was conducted for the present research to comprehend …


A Proactive Risk Assessment Framework To Maximize Schedule Benefits Of Modularization In Construction Projects, Mohamad Abdul Nabi, Islam H. El-Adaway Jul 2022

A Proactive Risk Assessment Framework To Maximize Schedule Benefits Of Modularization In Construction Projects, Mohamad Abdul Nabi, Islam H. El-Adaway

Civil, Architectural and Environmental Engineering Faculty Research & Creative Works

Various studies developed models and decision support tools to assess the feasibility and optimize the use of modularization. However, none has explored the schedule benefits of modular construction. This paper fills this knowledge gap. To this end, the authors completed the following: (1) analyzed the criticalities of the various modular risk factors on potential schedule savings using data collected from 48 industry professionals, (2) investigated the schedule savings associated with the use of modularization using data collected from 68 modular construction projects, and (3) developed an interrelated assessment model to calculate the schedule savings of using modularization. The provided model …


Life Cycle Cost Analysis Of High Friction Surface Treatment Applications, Eslam Deef-Allah, Korrenn Broaddus, Magdy Abdelrahman Jul 2022

Life Cycle Cost Analysis Of High Friction Surface Treatment Applications, Eslam Deef-Allah, Korrenn Broaddus, Magdy Abdelrahman

Civil, Architectural and Environmental Engineering Faculty Research & Creative Works

Life cycle cost analyses for high friction surface treatment (HFST) applications were executed relying on a Microsoft Excel program developed by the researchers. Calcined bauxite (CB), five CB alternatives, and epoxy binder were utilized in the HFST applications. The aggregates' performances were evaluated through the aggregate image measurement system (AIMS) before and after Micro-Deval polishing. The performance of the HFST applications was evaluated by the dynamic friction tester (DFT) and British pendulum (BP). The major purpose of this program was to present a rational method for converting different input data (project and material specifics) to comparable output data (net present …


Quantification Of The State Of Practice Of Offsite Construction And Related Technologies: Current Trends And Future Prospects, Rayan H. Assaad, Islam H. El-Adaway, Makarand Hastak, Kim Lascola Needy Jul 2022

Quantification Of The State Of Practice Of Offsite Construction And Related Technologies: Current Trends And Future Prospects, Rayan H. Assaad, Islam H. El-Adaway, Makarand Hastak, Kim Lascola Needy

Civil, Architectural and Environmental Engineering Faculty Research & Creative Works

Although some researchers and practitioners have perceived that the current reliance on offsite construction methods is high, other studies have hypothesized that the use of offsite construction techniques is still considered to be somehow limited. To this end, this paper aims to quantify the state of practice of offsite construction in terms of current trends and future prospects for the overall industry as well as the following main sectors: industrial, building and commercial, and infrastructure. First, a questionnaire was formed, pilot-tested, distributed, and completed by 100 construction practitioners. Second, the questionnaire's internal and external validity and reliability were examined using …


The Impact Of Offsite Construction On The Workforce: Required Skillset And Prioritization Of Training Needs, Rayan H. Assaad, Islam H. El-Adaway, Makarand Hastak, Kim Lascola Needy Jul 2022

The Impact Of Offsite Construction On The Workforce: Required Skillset And Prioritization Of Training Needs, Rayan H. Assaad, Islam H. El-Adaway, Makarand Hastak, Kim Lascola Needy

Civil, Architectural and Environmental Engineering Faculty Research & Creative Works

Offsite construction has showed great potential in addressing many of the industry's problems. While multiple research efforts have been directed at examining different offsite construction aspects, few studies investigated the workforce-related aspects. Therefore, this study aims to address this knowledge gap by examining the impact of offsite construction on the workforce, as represented by the following five workforce categories: offsite, onsite, engineering and design, construction and fabrication, and administrative workforce. To this end, this paper (1) determined the impact of offsite construction on the skillset (reskilling or upskilling) and the demand (shrink or growth) for the offsite and onsite construction …


One Space Can Put Her In A Different Place - How Do We Inhabit Spaces Differently?, Farida Youssef Jul 2022

One Space Can Put Her In A Different Place - How Do We Inhabit Spaces Differently?, Farida Youssef

Theses and Dissertations

In Egypt, a male-dominated society, women are forced to constantly negotiate with patriarchal systems. Dichotomies and paradoxes between principles governing different gendered roles, religion and cultural codes and westernization and commercialization have been continuously shaping Egyptian women’s status over the past decades. This is exhibited in public spaces, where women’s current preferences, perceptions and behavior emphasize the dominance of one gender over the other. This research aims for a better understanding of space inhabitance through a gendered lens. It questions the roles the society and the urban spaces play in the daily lives of women through examining women’s perception of …


Building Services Engineering July/August 2022 Jul 2022

Building Services Engineering July/August 2022

Building Services Engineering

No abstract provided.


Hands-On Earthquake Engineering Curriculum For The Virtual Classroom, S. Navias, N. Buck, Anahid A. Behrouzi Jun 2022

Hands-On Earthquake Engineering Curriculum For The Virtual Classroom, S. Navias, N. Buck, Anahid A. Behrouzi

Architectural Engineering

During Summer 2021, five week-long virtual earthquake engineering sessions were offered in the Cal Poly Engineering Possibilities in College (EPIC) summer program. Typically, this is a residential program comprised of faculty-led workshops in various engineering fields to provide pre-college experiences to students, particularly from underrepresented backgrounds. The challenge posed by remote learning, due to the global pandemic, was to continue providing educationally effective hands-on activities. To accomplish this, the instructor team designed, fabricated, and shipped over 120 mail-home engineering kits for students to assemble a shake table, build and retrofit a structural model, as well as collect and analyze data …


The Effective Strategies For Mitigation The Impact Of Covid-19 On Construction Projects In Egypt, Nora Magdy Essa, Ibrahim Mahdi, Hassan Mohamed Ibrahim Jun 2022

The Effective Strategies For Mitigation The Impact Of Covid-19 On Construction Projects In Egypt, Nora Magdy Essa, Ibrahim Mahdi, Hassan Mohamed Ibrahim

Future Engineering Journal

From the time when the first narrated infections in Wuhan China, in late 2019, COVID-19 has had a substantial peal on human life and health. By the early of 2020, the World Health Organization (WHO) announced the eruption of COVID-19, a public health crisis of international concern. On 11 March 2020, the World Health Organization officially announced COVID-19 a pandemic. The first case was infected in Egypt of covid-19 on Feb 14, 2020 (Gilbert et al., 2020). On 16 March 2020, the Egyptian Government began issuing decisions as preventative courses as part of the country's inclusive plan to cope with …


Estimating The Weights Of Latticed Power Transmission Towers Using Genetic Programming, Ahmed M. Ebid Dr. Jun 2022

Estimating The Weights Of Latticed Power Transmission Towers Using Genetic Programming, Ahmed M. Ebid Dr.

Future Engineering Journal

The recent booming in the power network industry inspired a lot of researchers to develop models to estimate the optimum cost of transmission towers. Unlike previous researches which depended on design the tower from scratch, this research depends on collecting actual database from several projects around the globe and applying the well-known (GP) technique to develop a model to predict the tower weight. The accuracy of the developed formula was about 84%. The developed model could be used in early tender stage or to check design economy.


The Fundamentals And Obstacles Of Religious And Cultural Tourism Development In Hadhramout Governorate: A Case Study Of Tarim City, Abdulaziz Al-Naggar, Sabri Al-Tarimi, Fahd Jowher Jun 2022

The Fundamentals And Obstacles Of Religious And Cultural Tourism Development In Hadhramout Governorate: A Case Study Of Tarim City, Abdulaziz Al-Naggar, Sabri Al-Tarimi, Fahd Jowher

Journal of the Arab American University مجلة الجامعة العربية الامريكية للبحوث

This research discusses the fundamentals and obstacles of the religious and cultural tourism development in Hadhramout Governorate, as one of the most important types of tourism. The aim of this study was to determine the basic requirements needed by this type of tourism through studying the elements of developing the religious and cultural tourism in Tarim City. The city was chosen because of its famous palaces, castles, and historical forts. Tarim is also famous for its prominent scientific and religious center founded in the 4th century A.H., the presence of libraries, such as the Al-Kaf Library, the religious institutes(Rabat …


Assessing The Impact Of The Campuses’ Landscape Design On The Stress Levels Of The Students Using The Salutogenic Model (The New Campus Of Al-Aqsa University As A Case Study), Ahed Helles Jun 2022

Assessing The Impact Of The Campuses’ Landscape Design On The Stress Levels Of The Students Using The Salutogenic Model (The New Campus Of Al-Aqsa University As A Case Study), Ahed Helles

Journal of the Arab American University مجلة الجامعة العربية الامريكية للبحوث

Studies in the field of environmental psychology have found that there is a strong correlation between the built environment and stress on the one hand, and between stress and health on the other hand. This research used the Salutogenic theory introduced by Antonovsky to examine the impact of architectural elements and design features of the outdoor spaces within learning environments, such as those of university campuses, on the level of stress of the university students, using the new campus of Al-Aqsa University in the city of Khan Younis (in The Gaza Strip) as a case study. The hypothesis of the …


Asce's Response To The Pandemic: Execution Of A Remote Exceed Teaching Workshop, Kelly Salyards, Allen Estes, Camilla M. Saviz, Patricia Clayton, Julian Ly Davis, Corinna Marie Fleischmann, Tonya Lynn Nilsson, Pinar Omur-Ozbek, Fethiye Ozis, Monica Palomo, Carolyn M. Rodak, Cassandra Rutherford, Cristina Torres-Machi, Dion Karean Coward, Leslie Nolen Jun 2022

Asce's Response To The Pandemic: Execution Of A Remote Exceed Teaching Workshop, Kelly Salyards, Allen Estes, Camilla M. Saviz, Patricia Clayton, Julian Ly Davis, Corinna Marie Fleischmann, Tonya Lynn Nilsson, Pinar Omur-Ozbek, Fethiye Ozis, Monica Palomo, Carolyn M. Rodak, Cassandra Rutherford, Cristina Torres-Machi, Dion Karean Coward, Leslie Nolen

Architectural Engineering

The American Society of Civil Engineers (ASCE) Excellence in Civil Engineering Education (ExCEEd) Teaching Workshop (ETW) started in 1999 and has produced 1035 graduates from 266 colleges and universities throughout the world. ASCE has conducted 44 week-long, inperson workshops without interruption for over two decades. The ExCEEd graduates returned to their home universities and applied the lessons of this workshop to the classes they teach. The details and long-term benefits of the ETW have been reported in many venues.

In Spring 2020, the COVID-19 pandemic swept the nation and remained a persistent threat throughout 2021. As a result, the in-person …


Student Self-Grading Form, Brett Whysel Jun 2022

Student Self-Grading Form, Brett Whysel

Open Educational Resources

This is a word document that students use at the beginning, midpoint, and end of a semester to set relevant goals, measure progress towards goals, and self-grade. It is intended to build motivation, metacognition, and accountability. Instructors may use it on its own or to supplement other assessment tools, and improve the accuracy, validity, and fairness of final grades.


Creating A Development Framework: A Generic Lens For Public Markets’ Analysis And Development In Integration With Their Zone Of Influence Revitalization, Nourhan Ahmed Jun 2022

Creating A Development Framework: A Generic Lens For Public Markets’ Analysis And Development In Integration With Their Zone Of Influence Revitalization, Nourhan Ahmed

Theses and Dissertations

This thesis discusses how the development of public markets through a structured framework can be a catalyst for revitalizing its zone of influence. Public markets have always been marked by their rich experience, and their central role in towns, cities, and villages, as they have been vital engines for urban growth and cities formation since their prevalence. Needless to mention their role in entrepreneurship and their significance for the social development of neighborhoods. Nowadays, local governments are rediscovering the central role of public markets and are putting them under focus to catalyze the urban growth and neighborhoods revitalization by their …


Examining Metal Contents In Primary And Secondhand Aerosols Released By Electronic Cigarettes, Kashala Fabrice Kapiamba, Weixing Hao, Stephen Adom, Wenyan Liu, Yue-Wern Huang, Yang Wang Jun 2022

Examining Metal Contents In Primary And Secondhand Aerosols Released By Electronic Cigarettes, Kashala Fabrice Kapiamba, Weixing Hao, Stephen Adom, Wenyan Liu, Yue-Wern Huang, Yang Wang

Chemistry Faculty Research & Creative Works

The usage of electronic cigarettes (ECs) has surged since their invention two decades ago. However, to date, the health effects of EC aerosol exposure are still not well understood because of insufficient data on the chemical composition of EC aerosols and the corresponding evidence of health risks upon exposure. Herein, we quantified the metals in primary and secondhand aerosols generated by three brands of ECs. By combining aerosol filter sampling and inductively coupled plasma mass spectrometry (ICP-MS), we assessed the mass of metals as a function of EC flavoring, nicotine concentration, device power, puff duration, and aging of the devices. …


A Simplified Model For The Intermediate Structure Of Strong Fire Whirls, Forman A. Williams Jun 2022

A Simplified Model For The Intermediate Structure Of Strong Fire Whirls, Forman A. Williams

Progress in Scale Modeling, an International Journal

A model is described for the overall structure of intense fire whirls, based on a spatially evolving vortex, with circulation enhancement driven by the axial acceleration of low-density gas in the core through the axial pressure gradient. The axial acceleration increases the entrainment rate into the core which, through mass conservation, increases the circulation if the angle between the tangential and radial velocity components remains fixed. The two-zone model employs general balance equations for regions inside and outside a cylinder of fixed radius, each inviscid, the inside region being presumed to have a constant density small compared with the (constant) …


Thomas Jefferson University Research - A Path To Digital Equity Jun 2022

Thomas Jefferson University Research - A Path To Digital Equity

Thomas Jefferson University Research Magazine

Inside this issue:

04 Editorial

05 Leadership Message

06 Global Jefferson

08 Bursts of Power

09 Antitrust Laws Don’t Hinder Foreign Investment Cancer Prediction Model Misses High-Risk Black Patients

10 Enveloping Buildings in Textiles Learning from Drowsy Flies

12 COVID Briefs

13 Jefferson by the Numbers

14 Inflecting the Narrative on African Studies

16 Journey of Adaptation

18 A Path Towards Digital Equity

24 JeffSolves: A New Way of Thinking

30 The Heart’s "Little Brain"

36 RNA like You’ve Never Seen Before

38 Online Content


“Top Trends And Challenges Of Digital Technologies To Enhance The Efficiency Of Building Thermal Insulation And The Reality Of Its Application In Riyadh, Saudi Arabia”, Abrar Nasser Hamdi, Ahmed Omar M.S. Mostafa Jun 2022

“Top Trends And Challenges Of Digital Technologies To Enhance The Efficiency Of Building Thermal Insulation And The Reality Of Its Application In Riyadh, Saudi Arabia”, Abrar Nasser Hamdi, Ahmed Omar M.S. Mostafa

Emirates Journal for Engineering Research

تشكل التقنيات الرقمية إحدى أهم مظاهر التقدم الحضاري في القرن الحادي والعشرين والتي اثرت بشكل كبير علـى النتاج المعماري تصميماً وانشاءً سواء على مستوى تقنيات المواد، أو تقنيات التطبيقات الرقمية أو تقنيات الأجهزة الإلكترونية الرقمية التي تساعد في تحسين أداء المباني عموماً ورفع كفاءة أداء العزل الحراري على وجه الخصوص. وعلى الرغم من انتشار تطبيق تقنيات مواد البناء في العديد من المجالات التي ترتبط بالعزل الحراري الى جانب تطبيقها وقياس ادائها باستخدام بالتقنيات الرقمية في أغلب الدول المتقدمة، الا انها لم تصل الى المستوى المأمول في السوق المحلي بالمملكة وهو ما يمثل إشكالية البحث الرئيسية. ويهدف البحث إلى استكشاف أهم …


Reduced-Scale Experiments And Numerical Simulations Of Informal Settlement Dwelling Fires, Vigneshwaran Narayanan, Antonio Cicicone, Ayden D. Botha, Richard Shaun Walls Jun 2022

Reduced-Scale Experiments And Numerical Simulations Of Informal Settlement Dwelling Fires, Vigneshwaran Narayanan, Antonio Cicicone, Ayden D. Botha, Richard Shaun Walls

Progress in Scale Modeling, an International Journal

Informal settlement dwellings (ISDs) house approximately one billion people in the developing world and this number is expected to double by the year 2030. Contemporary research on ISD fires has focused on understanding the fire dynamics within individual dwellings (micro-scale) and fire spread in settlements consisting of multiple dwellings (macro-scale). This paper aims to do two primary things: investigate if scaling methods that were derived for compartments with thermally thick boundaries can be applied to ISDs (compartments with thermally thin boundaries), and if they can adequately represent the most important phenomena associated with full-scale ISD fires; and demonstrate Fire Dynamics …


An Empirical Investigation Into Current And Future Overheating Frequency In Nzeb And Passivhaus Dwellings In Ireland, Evan Finegan Jun 2022

An Empirical Investigation Into Current And Future Overheating Frequency In Nzeb And Passivhaus Dwellings In Ireland, Evan Finegan

Theses

The European Performance of Buildings Directive (EPBD) 2011, ensures that all new Irish dwellings designed after 01st November 2019 are nearly zero energy (nZEB) dwellings. The Passive House (PH) standard has been the most commonly applied energy standard across the globe in recent decades, while overheating is identified as a growing issue in nZEB and PH dwellings. The EPBD requires all dwellings to be designed to reduce energy consumption, while considering general indoor climate conditions to avoid the negative effects of overheating. Overheating frequency simulations are not mandatory for dwellings under Irish legislation. Anticipated climate change trends will result in …


Mpc-Stanet: Alzheimer’S Disease Recognition Method Based On Multiple Phantom Convolution And Spatial Transformation Attention Mechanism, Yujian Liu, Kun Tang, Weiwei Cai, Aibin Chen, Guoxiong Zhou, Liujun Li, Runmin Liu Jun 2022

Mpc-Stanet: Alzheimer’S Disease Recognition Method Based On Multiple Phantom Convolution And Spatial Transformation Attention Mechanism, Yujian Liu, Kun Tang, Weiwei Cai, Aibin Chen, Guoxiong Zhou, Liujun Li, Runmin Liu

Civil, Architectural and Environmental Engineering Faculty Research & Creative Works

Alzheimer's disease (AD) is a progressive neurodegenerative disease with insidious and irreversible onset. The recognition of the disease stage of AD and the administration of effective interventional treatment are important to slow down and control the progression of the disease. However, due to the unbalanced distribution of the acquired data volume, the problem that the features change inconspicuously in different disease stages of AD, and the scattered and narrow areas of the feature areas (hippocampal region, medial temporal lobe, etc.), the effective recognition of AD remains a critical unmet need. Therefore, we first employ class-balancing operation using data expansion and …