Aesthetic Assessment of Free-Form Space Structures Using Machine Learning Based on the Expert’s Experiences

This study addresses the current lack of research on the effectiveness assessment of Artificial Intelligence (AI) technology in architectural education. Our aim is to evaluate the impact of AI-assisted architectural teaching on student learning. To achieve this, we developed an AI-embedded teaching model. A total of 24 students from different countries participated in this 9-week course, completing a comprehensive analysis of architectural programming and design using AI technologies. This study conducted questionnaire surveys with students at both midterm and final stages of the course, followed by structured interviews after the course completion, to explore the effectiveness and application status of the teaching model. The results indicate that the AI-embedded teaching model positively and effectively influenced student learning. The “innovative capability” and “work efficiency” of AI technologies were identified as key factors affecting the effectiveness of the teaching model. Furthermore, the study revealed a close integration of AI technologies with architectural programming but identified challenges in the uncontrollable expression of architectural design outcomes. Student utilization of AI technologies appeared fragmented, lacking a systematic approach. Lastly, the study provides targeted optimization suggestions based on the current application status of AI technologies among students. This research offers theoretical and practical support for the further integration of AI technologies in architectural education.

Section: Multi-domain Integration Development Of Ai Technologiesmentioning

confidence: 99%

Enhancing Architectural Education through Artificial Intelligence: A Case Study of an AI-Assisted Architectural Programming and Design Course

Jin,

Tu,

et al. 2024

“…These architects are fueled by a deep passion for pushing the boundaries of traditional design and a keen aspiration to establish buildings that are not only functional but also stand out as iconic and visually captivating structures. This motivation has led them to explore the exciting world of free forms [91]. The widespread use of prismatic shapes in architecture can be explained by the numerous advantageous characteristics linked to this design method.…”

Section: Formmentioning

confidence: 99%

High-Rise Residential Timber Buildings: Emerging Architectural and Structural Design Trends

Ilgın

2023

High-rise residential timber buildings (≥8 stories) are an emerging and promising domain, primarily owing to their capacity to deliver notable environmental and economic benefits over the entire span of their existence. However, it is worth noting that the current body of scholarly work falls short in providing a thorough examination of the key aspects related to architectural and structural design for these environmentally sustainable towers. In an effort to bridge this knowledge gap and deepen our comprehension of the evolving worldwide trends, this research delved into data collected from 55 case studies conducted across the globe. The primary findings unveiled the following: (1) Europe, particularly Nordic countries, stood out as the region boasting the highest number of high-rise residential timber buildings, with North America and the United Kingdom following suit; (2) central cores were the prevailing choice for the core configuration, with the peripheral type following as the second most common option; (3) prismatic forms were the most commonly favored design choices; (4) widespread prevalence of employing pure timber was observed, followed by timber and concrete composite combinations; and (5) structural systems were predominantly characterized by the utilization of shear walled frame and shear wall systems. This research aims to reveal the current attributes of high-rise residential timber buildings, with the expectation that it will offer architects valuable knowledge to assist and steer them in planning and implementing forthcoming sustainable projects within this domain.

“…Conversely, external core configurations present certain limitations [77] that are characterized by diminished efficiency in space utilization. This decline in efficiency arises from several factors, notably the introduction of longer circulation pathways within the building's layout.…”

Section: Designmentioning

confidence: 99%

“…The increased prevalence of free forms within tall timber building design can be ascribed to architects' ardent pursuit of inventive and distinct architectural configurations. Architects, driven by a desire for creative expression and the establishment of iconic and visually striking structures, are increasingly drawn to the realm of free forms [77]. These forms, characterized by their departure from traditional rectilinear or prismatic geometries, provide a canvas for imaginative and pioneering architectural concepts.…”

mentioning

confidence: 99%

Analysis of the Main Architectural and Structural Design Considerations in Tall Timber Buildings

Ilgın

2023

Tall timber buildings represent an emerging and highly promising sector due to their potential to yield significant environmental and economic advantages throughout their entire life cycles. Nonetheless, the existing body of literature lacks a comprehensive exploration of the primary architectural and structural design considerations for such sustainable towers. To address this gap and to enhance our understanding of emerging global trends, this study scrutinized data from 49 tall timber building case studies from around the world. The key findings revealed the following: (1) Europe stood out as the region boasting the highest number of tall timber buildings, with North America and Australia following behind; (2) residential applications were the most preferred function for tall timber buildings; (3) central cores were the predominant choice for core configuration; (4) prismatic forms were the most prevalent design preferences; (5) composite materials were notably widespread, with timber and concrete combinations being the most prominent; (6) structural systems primarily featured shear–frame systems, especially shear-walled frames. By unveiling these contemporary characteristics of tall timber buildings, this research is expected to provide valuable insights to architects, aiding and guiding them in the design and execution of future sustainable projects in this field.