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Full-Text Articles in Architecture

A Scale For Building Compactness, Mohamed Mohamed Saeed Apr 2026

A Scale For Building Compactness, Mohamed Mohamed Saeed

Iraqi Journal of Architecture and Planning

Compactness in the architectural design means the interrelation and interlocking ofthe building spaces, in contrast to compactness, is the looseness. conrpactness in this paper is defined as the sum of the square roots of the areas ofthe buildine spaces devided bv its oerimeter. The optimum shape ofresidential buildinss in hot dry climates as the_majority of researchers suggests; is that shape u''hich has a maximum voffi; such a shape can be called a compact one but ithout mentioning a definite value to its compactness that is because the available scale is a descriptive one. So it seems clear the imporlance of …


Planning Process For Small Cities In Iraq, Najeel Kamal Abdulrazak Apr 2026

Planning Process For Small Cities In Iraq, Najeel Kamal Abdulrazak

Iraqi Journal of Architecture and Planning

The planning for small towns in Iraq in it's objectives and principles, based on future development of these towns to change its ruler character urban feature, is carried out in absence of national and regional policies, directives and slrategies, this led to ambiguous Master-plans preparation and implementation. The purpose of this paper is to study the reasons of this ambiguity and examine the plaming process of these towns or settlements to indicate some of the problen.rs u'hich are likely has impeded this process to draw attention to the shortages and demand as u,ell as to some ofueakness in its different …


Defensibility Of Traditional Context, Bahaa Issa Yadco Apr 2026

Defensibility Of Traditional Context, Bahaa Issa Yadco

Iraqi Journal of Architecture and Planning

Since ancient times, environmental considerations have been taken into account in the environmental design of buildings. To ensure architects remain committed to serving their environment, this research aims to provide a method for testing and evaluating the solar exposure efficiency of glass spaces during winter. This research is the second phase of a series of studies focused on climate design, ultimately aiming to develop a computer program that addresses all aspects of a building's climate design. Designers input variables into the computer and receive a series of possible climate-efficient designs. Depending on the design phase, designers can then select the …


The Architectural And Urban Transformations Of The City Of Taiz And The Extent Of Their Environmental Response, Mohamed Ahmed Salam Apr 2026

The Architectural And Urban Transformations Of The City Of Taiz And The Extent Of Their Environmental Response, Mohamed Ahmed Salam

Iraqi Journal of Architecture and Planning

Throughout its various stages of development, the Yemeni people were able to succeed in creating their architectural and urban formations and establishing an organic, environmentally friendly architecture. Through their adaptation to the nature of the region, they were able to create architectural styles that are distinct from other styles, both in the Arab world and globally. Traditional Yemeni architecture and urban planning have adapted well to the surrounding environment, fulfilling their functional needs and aligning with the religious nature of the population. Traditional Yemeni architects created architecture integrated with the terrain, utilizing readily available raw materials, thus saving time, money, …


Continuity Between Architectural Heritage And Contemporary Urban, Adel Said Al-Obaidi Apr 2026

Continuity Between Architectural Heritage And Contemporary Urban, Adel Said Al-Obaidi

Iraqi Journal of Architecture and Planning

Architecture is a cultural outcome that incorporates man's ideas, his past, present and future, through the use of symbols, forms and Architectural solutions to satisfy human needs. In order to incorporate contemporary Architectural activities with time, place and comply with the society requirements, they have to achieve continuity with the rich Architectural heritage, considering the substantial fact exemplified by the connection of time annuluses: Past, Present and Future. Due to rapid developments and changes that came upon the world ; the national, regional and local identity of the built environment has suffered from abatement and disappearance under the invasion of …


The Effect Of The Sun On The Design Of Glass Spaces In Winter, Rawaa Fawzi Naom Abbawi Apr 2026

The Effect Of The Sun On The Design Of Glass Spaces In Winter, Rawaa Fawzi Naom Abbawi

Iraqi Journal of Architecture and Planning

Since ancient times, environmental considerations have been taken into account in the environmental design of buildings. To ensure architects remain committed to serving their environment, this research aims to provide a method for testing and evaluating the solar exposure efficiency of glass spaces during winter. This research is the second phase of a series of studies focused on climate design, ultimately aiming to develop a computer program that addresses all aspects of a building's climate design. Designers input variables into the computer and receive a series of possible climate-efficient designs. Depending on the design phase, designers can then select the …


Technology As A System Of Continuity, Khalil Ibrahim Ali, Mohammed Waleed Yousif Apr 2026

Technology As A System Of Continuity, Khalil Ibrahim Ali, Mohammed Waleed Yousif

Iraqi Journal of Architecture and Planning

Technology has consistently been uscd loosely,as a tcllllin010gy,duc to the variousdeflnitions used by theoretical studies. The introduction of the General SystemTheow (GST)haS assisted in creating a f1111l ground through which aspects of anysystenl can be expressed and studied.This paper deals with technology as a system, as deflned, by(GST),andconsequently it 、vas found that it contains self‐ thinking and generative subsystems、vhich usc thc Entropy to transfer potential system into world ofreality.This papcr,als9, deals 、vith technology as an infollllational system, which if combined withEntropy, can provide a clearer and stronger theoretical frame、 vork to relate tocontinuity in general and architecture speciflcany.The concept of …


Effect Of Sides And Back Distances Between Buildings On The Quantity Of Energy Impact On Building Mass In Urban Fabric In Iraqi Housing Projects, Miqdad Haidar Al-Jawadi, Saad Fawzi Al-Naeemi Apr 2026

Effect Of Sides And Back Distances Between Buildings On The Quantity Of Energy Impact On Building Mass In Urban Fabric In Iraqi Housing Projects, Miqdad Haidar Al-Jawadi, Saad Fawzi Al-Naeemi

Iraqi Journal of Architecture and Planning

This paper deals with the effect of inter-house distances in new cities on the thermal comfort inside houses, as well as the effect of increasing such distances on energy waste and the increase of dependency on air-conditioning and artificial aids. In this paper comparison has been done between the quantity of energy impact on separated houses and energy quantity impact of the same mass in urban fabric (-for housing projects having similar houses). The study has been carried out for case of attaching from three sides and for detached houses with inter-house distances between 2-8 meters. Results have been give …


Cost Analysis Formulation For Pv–Evcs–Dstatcom Integrated Distribution Systems Using Enhanced Hunter–Prey Optimization, Pappu Soundarya Lahari, Varaprasad Janamala Apr 2026

Cost Analysis Formulation For Pv–Evcs–Dstatcom Integrated Distribution Systems Using Enhanced Hunter–Prey Optimization, Pappu Soundarya Lahari, Varaprasad Janamala

Mansoura Engineering Journal

With the rapid and significant growth of Electric Vehicles (EVs) and Distributed Generation (DGs), such as Photovoltaic (PV) deployment, in the distribution system, it is essential to address the challenges of rising power losses, voltage fluctuations, and reactive power imbalances. Optimal DSTATCOM placement in PV-EV integrated systems to mitigate power quality issues is an effective solution. It is thus necessary to evaluate the economic considerations of such heavily compensated networks. This study proposes Enhanced Hunter-Prey Optimization (EHPO) to assess the net savings of the PV-EVCS-DSTATCOM integrated IEEE-33,69, and 118 bus distribution networks in both single and multi-objective modes. The multi-objective …


What Bombs Cannot Occupy: Memory, Heritage, And War In Ukraine, Dalton D. Conden Apr 2026

What Bombs Cannot Occupy: Memory, Heritage, And War In Ukraine, Dalton D. Conden

The Penguin Review

Air-raid sirens have become part of the daily soundscape in Ukrainian cities. They interrupt meals, classes, conversations, and sleep. When they blare, people gather what they can and move quickly sometimes to shelters, sometimes to basements, sometimes nowhere at all. Families lock their doors without knowing whether they will ever turn the key again. Children carry backpacks filled with whatever seemed important in the moment: a photograph, a stuffed animal, a book pulled hastily from a shelf. Around them, buildings that once anchored everyday life—churches, museums, historic neighborhoods— have been damaged or destroyed.


Evaluating Ai-Driven Sustainable Neuro-Urbanism Through A Human-Centered Framework: The Case Of Ras Elbar City, Egypt, Esraa Elazab, Ahmed Eltawil Apr 2026

Evaluating Ai-Driven Sustainable Neuro-Urbanism Through A Human-Centered Framework: The Case Of Ras Elbar City, Egypt, Esraa Elazab, Ahmed Eltawil

Mansoura Engineering Journal

This study applies and evaluates a previously developed human-centered framework for AI-driven sustainable neuro-urbanism through a case study of Ras Elbar City, Egypt. Building on earlier conceptual research that integrated artificial intelligence (AI), neuroscience-informed design, and sustainability principles, this paper seeks to test the framework’s practical relevance in the context of a developing coastal city. Using qualitative evaluation methods, including field observation and spatial assessment, the research examines twelve key urban design elements such as green spaces, mobility networks, lighting, and soundscapes. Each element is analyzed across three dimensions: neuro-urbanism goals, AI integration, and sustainability outcomes. The findings show that …


Systematic Design And Optimization Of Porous Bone Plates Using Taguchi Method And Finite Element Analysis, Aliaa A. Farraj, Tawakol A. Enab, Hanan M. Amer, Mostafa A. Elbahloul Apr 2026

Systematic Design And Optimization Of Porous Bone Plates Using Taguchi Method And Finite Element Analysis, Aliaa A. Farraj, Tawakol A. Enab, Hanan M. Amer, Mostafa A. Elbahloul

Mansoura Engineering Journal

Solid bone fixation plates, although clinically effective, often induce stress shielding and impair periosteal blood flow due to their mismatch in stiffness with cortical bone. To overcome these limitations, this study proposes lattice-engineered porous bone plates designed to balance mechanical integrity and biological compatibility. A systematic parametric investigation was conducted by varying three design variables: crystal structure type (diamond, fluorite, and gyroid), porosity levels (50%, 70%, and 90%), and structure layout. Three-dimensional models were developed using nTopology, and finite element analysis (FEA) was performed under a static compressive load to evaluate stress distribution. A Taguchi L9 orthogonal array was employed …


The Density Dilemma: Reconciling Energy Efficiency And Social Well-Being In Compact Housing, Adeb Ebrahim Apr 2026

The Density Dilemma: Reconciling Energy Efficiency And Social Well-Being In Compact Housing, Adeb Ebrahim

Architecture and Planning Journal (APJ)

This study examines compact housing not only in terms of urban design. From a sequential exploratory mixed-methods approach study on 120 residential units in Sana’a, we observed that there is a paradox where energy modular housing consumes 28% less energy, but social isolation increases 22%. However, this paradox is countered by the design of biophilic shared spaces (β = -0.34). This research establishes a case for more equitably accessible policies on density and proposes that high-density urban fabrics must have a “social connector” code. This study integrates Fainstein's (2020) concept of the 'just city' and contemporary housing innovations into the …


Machine Learning In Architecture: A Bibliometric Analysis Approach Of Trends, Influential Authorship, And Research Gaps From 2020 To 2024, Emokpae Erebor, Damilola Adesina, Benjamin Moral, Modi Zango Apr 2026

Machine Learning In Architecture: A Bibliometric Analysis Approach Of Trends, Influential Authorship, And Research Gaps From 2020 To 2024, Emokpae Erebor, Damilola Adesina, Benjamin Moral, Modi Zango

Architecture and Planning Journal (APJ)

This paper presents the findings of the bibliometric analysis investigating how the current research landscape of machine learning in the discipline of architecture has evolved between 2020 and 2024. This study employs a bibliometric methodology, drawing insights from peer-reviewed journal articles from 2020 to 2024, which were sourced from databases such as Web of Science, Scopus and Science Direct. Keywords were refined using Boolean operators to identify dominant trends, key application areas and ongoing research gaps. The goal of this paper is to provide a structured knowledge base that can guide future research by highlighting emerging directions. This study serves …


The Reconstruction Of Beirut City Centre (Downtown) As A New Urbanism Project, Ahmed S. Attia Apr 2026

The Reconstruction Of Beirut City Centre (Downtown) As A New Urbanism Project, Ahmed S. Attia

Architecture and Planning Journal (APJ)

The study aims to highlight and examine the Beirut City Centre reconstruction project as an example of the concept of New Urbanism. The study covers Lebanon's geographical location, traditional house architecture, Beirut's history, urban growth, and the civil war and its effects on the city's architecture and identity. Moreover, the objectives of the reconstruction project as a New Urbanism Project were applied in the city's center and the adjacent area of the Saifi Village. The conclusion summarizes the lessons learned from applying the New Urbanism Concept to the reconstruction project.


An Assessment Of Biophilic Design Strategies Application In Selected Hostels In A Typical Tertiary Institution, Nigeria., Emokpae Erebor, Foluke Jegede, Pontip Nimlyat, Benjamin Moral Apr 2026

An Assessment Of Biophilic Design Strategies Application In Selected Hostels In A Typical Tertiary Institution, Nigeria., Emokpae Erebor, Foluke Jegede, Pontip Nimlyat, Benjamin Moral

Architecture and Planning Journal (APJ)

Designing spaces that incorporate the principles of biophilic design enhances the buildings occupants closeness to nature while also enhancing spaces connectivity and place conditions. It has environmental, health and other important benefits not only for the environment but also for the human beings that domicile around them. Firstly, this study was carried out using quantitative data obtained from 120 female students of two selected hostel facilities in a typical private University in South-West Nigeria. Secondly, observation is in identifying the actual applications where these strategies have been applied within these hostels through photographic images. This was done by identifying different …


Analysis Of Local Economic Development In The Urban Informal Settlement Upgrading Programs, George K. Nyamu, Luke M. Obala, Owiti A. K'Akumu Apr 2026

Analysis Of Local Economic Development In The Urban Informal Settlement Upgrading Programs, George K. Nyamu, Luke M. Obala, Owiti A. K'Akumu

Architecture and Planning Journal (APJ)

This study examines the role of local economic development (LED) within informal settlement upgrading, using Kibera in Nairobi, Kenya, as a focal case. As one of the most densely populated informal settlements in sub-Saharan Africa, Kibera has been the target of multiple upgrading initiatives intended to improve housing, infrastructure, and living standards. However, the integration of economic development goals into these interventions has often been overlooked or insufficiently conceptualized. Employing a mixed-methods research design—comprising household surveys, key informant interviews with government and NGO actors, and field-based observations—this study investigated the extent to which upgrading programs have influenced local enterprises, economic …


Italian Architectural Heritage In Libya's Old Town Of Al-Marj, Ali Eltraposli Apr 2026

Italian Architectural Heritage In Libya's Old Town Of Al-Marj, Ali Eltraposli

Architecture and Planning Journal (APJ)

In the urban heritage, preserving the urban heritage is a priority for countries, as the past constitutes a rich legacy that is an extension of the present in terms of urban form and cultural diversity in people's lives. In addition, it represents an extension of history that helps in understanding the lifestyle in a chronological sequence. Accordingly, the role of international and local organisations came in issuing the necessary legislation to work on maintaining and reviving these cities in a way that preserves the continuity of living in them according to sustainable standards that spread awareness of responsibility and enhance …


تقييم أثر تطوير محاور الحركة على المرونة الحضرية في المناطق ذات القيمة – حالة دراسية "مصر الجديدة", Maha Abdel Sattar Apr 2026

تقييم أثر تطوير محاور الحركة على المرونة الحضرية في المناطق ذات القيمة – حالة دراسية "مصر الجديدة", Maha Abdel Sattar

Emirates Journal for Engineering Research

ملخص

برزت قضايا تجديد البنية الأساسية للتنقل الحضري في محافظة القاهرة كأحد محاور تحقيق استراتيجية التنمية لعام 2030، وهى استراتيجية حملت أهدافا قومية واعدة لتحسين وتقوية البنية الأساسية ورفع مستوى جودة الحياة الحضرية، حيث بدأت الحكومة في تنفيذ خطة تطوير شاملة في حي مصر الجديدة. تهدف إلى حل مشكلة الازدحام المروري وربط المحاور الرئيسية للقاهرة بشكل أفضل بالمدن الجديدة في الشرق. ومن أجل تحقيق هذا الهدف اتخذت الحكومة إجراءات تطوير تركز على توسيع الطرق وتوفير المزيد من المساحة لاستيعاب تدفق المرور وبناء الكباري العلوية.

يهدف هذا البحث إلى استكشاف العلاقة بين السمات والملامح التصميمية لشبكات الطرق في المناطق الحضرية، وبين …


The Role Of Transformable Facade Technologies In Enhancing The Architectural Environment Quality In Educational Buildings, Waad Marawan Elashry, Ahmed Eltantawy Elmaidawy, Esraa Elazab Mar 2026

The Role Of Transformable Facade Technologies In Enhancing The Architectural Environment Quality In Educational Buildings, Waad Marawan Elashry, Ahmed Eltantawy Elmaidawy, Esraa Elazab

Mansoura Engineering Journal

In recent times, Educational Buildings development has become an increasingly important issue at all locations, even in the areas with the least means. Progress in the field of technology has impacted the development of architecture and modern technologies have provided for the architect enormous possibilities in the formation and design of buildings. The facade of a building plays a crucial role in providing environmental comfort, depending on the type of envelope and design. Architects and engineers need to consider many issues when working with facade designs, including environmental issues, aesthetic appearance, comfort of building occupants, and the view; these aspects …


Conduction Paths And Policy Design Of New Quality Productivity Empowering Urban-Rural Integrated Development, Lulu Yang, Yi Wang Mar 2026

Conduction Paths And Policy Design Of New Quality Productivity Empowering Urban-Rural Integrated Development, Lulu Yang, Yi Wang

Bulletin of Chinese Academy of Sciences (Chinese Version)

The Fifth Plenary Session of the 20th Central Committee of the Communist Party of China emphasized that during the “15th Five-Year Plan” period, resolving the issues relating to agriculture, rural areas, and rural people must remain a top priority for the entire party, and efforts should be made to promote integrated urban-rural development. As an inevitable path to addressing the relative lag in agricultural and rural modernization, urban-rural integration has entered a new phase, transitioning from establishing institutional mechanisms to developing integrated factor allocation. This phase urgently requires new theoretical guidance and breakthroughs in dynamic models. This study constructs an …


Sustainable Guiding Framework Of The Egyptian Rural Development Initiative (Hayah Karima), Eman Badawy Ahmed Mar 2026

Sustainable Guiding Framework Of The Egyptian Rural Development Initiative (Hayah Karima), Eman Badawy Ahmed

Mansoura Engineering Journal

The Hayah Karima initiative launches to improve the standard of living for the most needy community groups across the Egyptian countryside, and it also contributes to improving the quality of services provided to the neediest villages. The research aims to propose a guiding framework for sustainability in villages of the Hayah Karima Initiative to achieve Egypt’s Sustainable Vision 2030. To achieve the goal, the research will study the goals, strategies, and principles of the Hayah Karima Initiative, the Egypt Vision 2030, COP 27, the sustainability evaluation criteria, and the Green Villages Initiative. Consequentially, in addition to A questionnaire to measure …


Preliminary Proportion Limits And Ultimate Strengths Of Steel Box Girder Using Different Codes, Amira Akram Ahmed Tolba, Nabil Said Mahmoud, Saad Eldeen Mostafa Abdrabou Mar 2026

Preliminary Proportion Limits And Ultimate Strengths Of Steel Box Girder Using Different Codes, Amira Akram Ahmed Tolba, Nabil Said Mahmoud, Saad Eldeen Mostafa Abdrabou

Mansoura Engineering Journal

— Steel Box Girder (SBG) bridges represent a widely used structural solution for both straight and curved bridges of moderate spans, owing to their high torsional rigidity, significant bending resistance, and rapid construction characteristics. This study provides a comprehensive theoretical comparison of the preliminary proportion limits, shear resistance design strength, and flexural resistance design strength in both positive (sagging) and negative (hogging) moment regions of SBG bridges. The comparison encompasses major bridge design specifications (BDS), including those of the American Association of State Highway and Transportation Officials (AASHTO), the Egyptian Code of Practice (ECP 207 – Part 6), and the …


Building Services Engineering January/February 2026 Mar 2026

Building Services Engineering January/February 2026

Building Services Engineering

No abstract provided.


Self-Aware Quantum-Inspired Routing Framework For 6g And Quantum Networks, Haitham M. Abdelghany, Mohamed M. Ashour Mar 2026

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 Mar 2026

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 Mar 2026

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 …


Model For Analyzing Floorplate Morphology That Optimizes Daylighting And Cost, Andrew G. Welch, Ermal Shpuza Phd Mar 2026

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 …


Impact Of Femalized Kinesthetic Learning Model On African American Middle School Girls’ Career Interest, Mercy F. Fash, Andrea Ofori-Boadu Mar 2026

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 …


Optimized Deep Learning Framework With H2o For Lung Cancer Prediction, Walaa Hassan Ibrahim, Mohamed S. Saraya, Sally M. Elghamrawy, Ali I. Eldesouky Feb 2026

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. …