Architectural space design methods using data algorithms

In order to carry out a comprehensive design description of the specific architectural model of AI, the auxiliary model of AI and architectural spatial intelligence is deeply integrated, and flexible design is carried out according to the actual situation. AI assists in the generation of architectural intention and architectural form, mainly supporting academic and working theoretical models, promoting technological innovation, and thus improving the design efficiency of the architectural design industry. AI-aided architectural design enables every designer to achieve design freedom. At the same time, with the help of AI, architectural design can complete the corresponding work faster and more efficiently. With the help of AI technology, through the adjustment and optimization of keywords, AI automatically generates a batch of architectural space design schemes. Against this background, the auxiliary model of architectural space design is established through the literature research of the AI model, the architectural space intelligent auxiliary model, and the semantic network and the internal structure analysis of architectural space. Secondly, to ensure compliance with the three-dimensional characteristics of the architectural space from the data source, based on the analysis of the overall function and structure of space design, the intelligent design of the architectural space auxiliary by Deep Learning is carried out. Finally, it takes the 3D model selected in the UrbanScene3D data set as the research object, and the auxiliary performance of AI’s architectural space intelligent model is tested. The research results show that with the increasing number of network nodes, the model fitting degree on the test data set and training data set is decreasing. The fitting curve of the comprehensive model shows that the intelligent design scheme of architectural space based on AI is superior to the traditional architectural design scheme. As the number of nodes in the network connection layer increases, the intelligent score of space temperature and humidity will continue to rise. The model can achieve the optimal intelligent auxiliary effect of architectural space. The research has practical application value for promoting the intelligent and digital transformation of architectural space design.

Han, X.-Y., 2020. Interactive design of a modern marine science and technology museum. In: Qiu, Y.; Zhu, H., and Fang, X. (eds.), Current Advancements in Marine and Coastal Research for Technological and Sociological Applications. Journal of Coastal Research, Special Issue No. 107, pp. 161-164. Coconut Creek (Florida), ISSN 0749-0208.With the increasing diversity of people's needs, the architectural space design should also actively meet the needs of people's differences. The diversification of information interaction means provides more possibilities for modern architectural space interaction design. As a kind of comprehensive social public place, the architectural space interaction design of the marine science and technology museum is helpful to realize the change based on the environment and people, enhance the interaction between people and the space environment, and realize its due function. Based on this, this paper first analyzes the theory of architectural space and architectural interaction to adapt to the development of marine science and technology museum, and then gives the design strategy of architectural space interaction for modern marine science and technology museum.

Scalability, which refers to an ability to support increased loads with acceptable performance, is among the key issues in deciding on an architecture with its essential components, together with relationships between such components, as well as constraints on such components and relationships. As with just about any design, the architectural design space is potentially huge, if not infinite, while the quality of the final system to be implemented inevitably depends largely on various decisions made during the architectural design phase. Unfortunately, however, it often times seems difficult to analyze if an architectural design incorporates good decisions or even bad ones, since an architectural design is (supposed to stay) at a high-level of abstraction and not concrete enough on its performance and scalability behavior, before we commit to the time-consuming and costly lower level design, implementation and testing. In this paper, we propose an integration of goal-orientation, which is qualitative in nature, and simulation, which is quantitative in nature.

ADHD and misophonia are developmental neurological disorders that are currently increasing in prevalence due to excessive acoustic and visual pollution. ADHD, which is characterized by a lack of attention and excessive impulsive hyperactivity, and misophonia, which is hypersensitivity to sounds accompanied by a severe emotional and psychological reaction, are both affected by the user’s spatial environment to a great extent. Spatial design can contribute to increasing or decreasing these unfavorable sensory triggers that affect individuals with ADHD and/or Misophonia. However, the role of architectural spatial design as a therapeutic approach to alleviate the symptoms of Misophonia and ADHD has never been proposed before in the literature, despite its accumulative and chronic effects on the user’s experience in everyday life in terms of well-being and productivity. Therefore, the current work discusses this problem of neglecting the potential effect of architectural spatial design on alleviating Misophonia and ADHD. Thus, the objective of the current work is to propose customized architectural spatial design as a therapeutic approach to alleviate Misophonia and ADHD through adopting the compatible architectural trends of minimal and metaphysical architecture. The methodology of the current work includes a theoretical proposal of this customized architectural spatial design for alleviating these two special neurological conditions. This includes introducing and analyzing these two neurological conditions and their relation to and interaction with architectural spatial design, analyzing minimal and metaphysical architectural trends employed in the proposed therapeutic architectural design, and then proposing augmented and virtual reality as auxiliary add-ons to the architectural spatial design to boost its therapeutic effect. Minimal architecture achieves the “no emotion” criteria through reduced forms, patterns, and colors and adopts simple geometry and natural materials to reduce sensory stressors or stimuli, in order to alleviate the loss of attention and distraction prevalent in those with ADHD, as well as allowing the employment of acoustic materials to achieve acoustic comfort and noise blockage for Misophonia relief. Metaphysical architecture leads the hierarchy of sensory experience through the symbolistic, dynamic, and enigmatic composition of forms and colors, which enhance the spatial analysis and cognitive capacities of the inhabitants. Meanwhile, the use of customized virtual and augmented reality environments is an effective add-on to minimal and metaphysical architectural spaces thanks to its proven therapeutic effect in alleviating various neurological disorders and injuries. At this level of intervention, VR/AR can be used as an add-on to minimal-architecture design, to simulate varied scenarios, as minimal design offers a clean canvas for simulating these varied virtual environments. The other option is to build these customized VR/AR scenarios around a specific architectural element as an add-on metaphysical architecture design to lead the sensory experience and enable the user to detach from the physical constraints of the space. AI-generated designs were used as a proof of concept for the proposed customized architectural spatial design following minimal and metaphysical architecture, as well as to provide AR and VR scenarios as add-on architecture to enhance the therapeutic effect of these architectural spaces for Misophonia and ADHD patients. Furthermore, the validity of VR/AR as a therapeutic approach, alongside the customized architectural design, was discussed, and it was concluded that this study proves the need for extended clinical studies on its efficiency in the long run, which will be conducted in the future.

Due to the diversified development trend of modern architectural design, the functional design and application of houses are being presented in the interior space color layout of houses with its many advantages of interactivity, comprehensiveness, multi-functionality, and personalization. With this as the starting point, this paper analyzes the psychological perception of survey respondents on the same spatial color through big data, converts the perception into EEG signal for decoding, and after the decoding process of EEG data pre-processing, feature extraction, feature identification, and classification, calculates the significance of each element in the time-frequency matrix, which can get a homo-dimensional mask matrix. Then the conditional random field model is established on the random field theory to get the parameters of the model. Finally, the parameters of the model are obtained by maximizing the following entropy function, which is brought into the Lagrangian operator to obtain the pairwise Lagrangian operator. Finally, the EEG signal is decoded to realize the self-control training of color perception under different mentalities. The experimental results showed that by performing the intervention test on self-control and color insight, the mean value of the total self-control score in training was 61.99±11.45, and the intervention effect had stability. Therefore, improving self-control ability and forming correct tendency psychological perception plays a vital role in the color design of architectural space.

Since medical centers, from the perspective of civil defense, are considered as centers of critical urban land, therefore, it is essential the criteria and defensive mechanisms to comply in design. One of these strategies would be taking advantage of the vegetation in a hospital. From this perspective, the use of vegetation in the hospital needs to scientific and expertise comments by the expert in the green space who is familiar with knowledge of passive defense. In this study, it is tried the principles of architectural green spaces design of medical centers to discuss from an architectural defensive approach and passive defense. For this purpose, using descriptive-analytic method and library research tool, the role of security in outer space of the medical centers are investigated, and in the end, a set of strategies for architectural design of green space for a therapeutic complex in order to reduce the vulnerability of human resources and improve security will be presented, by taking advantage of the fundamental concepts of passive defense. The present research achievements in the designing of green spaces for the medical centers will be useful in line with promoting passive defense purposes.

Environmental psychology research and the emotional design boom have led to a series of theoretical studies and practical activities on emotional design in space. It includes interior design, architectural design, display design, and other space planning and design work. In order to conduct a deeper study and practice of emotional space design, a bibliometric and review approach was used to visualise and analyse data from the literature on emotional space design to understand the development trends of emotional space design. The literature data were sourced from the Web of Science (WoS), Science Citation Index Expanded (SCI Expanded), Social Science Citation Index (SSCI), and Arts Humanities Citation Index (AHCI) as the literature search source, enter TS=((emotion OR affective) AND (space design OR interior design OR landscape architecture )) in the advanced search formula generator, and set the search time to the whole year, i.e., 1991-2023. And 1146 documents were obtained. After excluding articles with missing field information, duplicate data, and those with no relevance to the selected topic, 629 valid documents were finally accepted. This paper uses two bibliometric tools, VOSviewer (Version 1.6.19) and CiteSpace (Version 5.6.R3), to obtain critical data such as keyword clustering profiles, Strongest Citation Bursts, highly cited literature, and visual images for this research topic. This information shows that the literature on emotional space design is generally rising. There is no downward trend in the literature output at this research stage, so it is judged that research in this area is in a high-growth phase. The United States, England, China, Australia, and Canada are the major research countries in this field; Cornell, Leeds, UCL, and other leading institutions in architecture and design-related disciplines are the primary subjects of research in emotional space design. International journals of environmental research and public health, Sustainability, and Building and environment are core journals in the field of environmental science and engineering. They all have a high volume of articles (≥20) and an impact factor (IF) of over 4.00, which shows the importance of emotional spatial design in this field of research. The 629 imported documents were imported into VOSviewer, and the co-occurrence frequency was set to 4. Finally, 204 keywords were obtained by merging synonyms. The four clusters formed were named #1 Affective Space Design; #2 Healthcare; #3 Virtual; and #4 Design Evaluation, based on the primary keyword information. In conjunction with the analysis of the Top 30 Keywords with the Strongest Citation Bursts generated by Citespace, future research on emotional space design is expected to focus on Virtual Environment, Healthcare, Difference Sustainable design, topical social issues, interdisciplinarity and user experience and Affective Response. The analysis of the top ten high-frequency references regarding co-citations shows that the underlying theoretical support for emotional space design comes mainly from research in environmental psychology, psychology, and colour psychology. Evidence-based healthcare design research repeatedly appears in the references to emotional space design, which is a research hotspot for emotional space design.

A neural architecture search based framework for liquid state machine design

In this paper, we examine the area-performance design space of a processing core for a chip multiprocessor (CMP), considering both the architectural design space and the tradeoffs of the physical design on which the architecture relies. We first propose a methodology for performing an integrated optimization of both the micro-architecture and the physical circuit design of a microprocessor. In our approach, we use statistical and convex fitting methods to capture a large micro-architectural design space. We then characterize the area-delay tradeoffs of the underlying circuits through RTL synthesis. Finally, we establish the relationship between the architecture and the circuits in an integrative model, which we use to optimize the processor. As a case study, we apply this methodology to explore the performance-area tradeoffs in a highly parallel accelerator architecture for visual computing applications. Based on some early circuit tradeoff data, our results indicate that two separate designs are performance/area optimal for our set of benchmarks: a simpler single-issue, 2-way multithreaded core running at high-frequency, and a more aggressively tuned dual-issue 4-way multithreaded design running at a lower frequency.

\nThe purpose of the author’s research is to determine the actual content of sustainable architectural design for suburban residential development. In accordance with the methodology of area sustainable development the traditional architectural design according to the rules and regulations is completed with additional approaches and methods. As a result, methods of bio-positive design of buildings have been studied and defined, including: the principle of planning transformations, the use of environmentally friendly, local building materials and design concepts, energy-efficient architectural design, the use of alternative energy in building operation, the design of the energy intake and accumulationsystems, the architectural and landscape design that ensures stable functioning of autonomous, sustainable biosystems on the site, non-waste functioning of architectural objects, introduction of waste disposal systems in the project.\n

In the contemporary world of image, the basic attribute of architecture is its visuality. Architectural spaces are designed primarily to be viewed by the public or the "eyes" of cameras. The design for the sense of sight only impoverishes the quality of human contact with architecture. The art of shaping space should involve all perception channels. One of the most important senses, allowing to feel the created space, to get to know it and live in it, is hearing. The sonic image of architectural space not only accompanies the visual image, but also significantly defines the quality of existential and aesthetic experiences. The architect's task should be to skilfully use acoustic signals as an integral part of the design process. This belief has inspired a multidisciplinary project entitled: "Sounds of architecture", devoted to the study of the phenomenon of sound and its significance in the perception and use of the architectural environment by people. This project was carried out under the guidance of the author in 2014-2015 with the involvement of representatives of various disciplines of science and art. The result of interdisciplinary research was the monograph "Sounds of Architecture", published in 2016.

Particle swarm optimization (PSO) is a powerful optimization technique that has been applied to solve a number of complex optimization problems. One such optimization problem is topology design of distributed local area networks (DLANs). The problem is defined as a multi-objective optimization problem requiring simultaneous optimization of monetary cost, average network delay, hop count between communicating nodes, and reliability under a set of constraints. This paper presents a multi-objective particle swarm optimization algorithm to efficiently solve the DLAN topology design problem. Fuzzy logic is incorporated in the PSO algorithm to handle the multi-objective nature of the problem. Specifically, a recently proposed fuzzy aggregation operator, namely the unified And-Or operator (Khan and Engelbrecht in Inf. Sci. 177: 2692---2711, 2007), is used to aggregate the objectives. The proposed fuzzy PSO (FPSO) algorithm is empirically evaluated through a preliminary sensitivity analysis of the PSO parameters. FPSO is also compared with fuzzy simulated annealing and fuzzy ant colony optimization algorithms. Results suggest that the fuzzy PSO is a suitable algorithm for solving the DLAN topology design problem.

In this paper, a PSO algorithm for optimal design of wind farm is presented. In particular, we solve the problem of minimizing the cost per unit of power produced in a wind farm. This cost depends on the number of turbines placed in a wind farm and the total power produced. In order to solve this problem, the algorithm PSO is used and in particular the gbest model. In this problem we take into account the number of turbines which are placed in a wind farm, the power produced by each one of them and the velocity of the wind which affects their function. The gbest model of the PSO algorithm is used for a wind farm which consists of 10, 20 and 30 wind turbines.

With the continuous escalation of architectural design requirements, the continuous complexity of architectural models, and the integration of computer technology, virtual reality technology in architectural design has also emerged. The application of virtual reality technology in architectural design deepens the communication between professional architects and non-professionals, makes the architectural effect more intuitive, and effectively solves the communication barriers between architects and non-professionals. This article discusses the basic theory of virtual reality technology, and studies how to apply virtual reality technology in the landscape design of modern cities. On the premise of analyzing traditional landscape design methods, analyze the disadvantages of traditional landscape design methods; by studying the advantages of virtual reality technology, we choose to construct some scenes of urban architectural landscape design for virtual reality models. The article combines virtual reality technology with architectural design to effectively solve some of the shortcomings of traditional urban landscape design.

This study relates to meta-phenomena in architectural design. Among others, this study aims to interpret and demonstrate the cognitive thoughts and methodological systems in 'autonomy and instrumentality' presented in works of art by positivist architects focusing on diagrams after the second modernity in addition to earlier formal experiments by John Hejduk, Peter Eisenman, Bernard Tschumi, and Daniel Libeskind. In order to achieve these aims, this study approached the mimetic concepts developed by Walter Benjamin and Theodor Adorno. Especially, meta-phenomena in the methods of architectural design were connected to productivity in Adorno's mimetic concepts. Also, in terms of formation and creation of works of art, the mimetic backgrounds of Adorno's theories on aesthetics were identified from features of concepts on the part of formal experiments. The results were systemized methodologically based on meta-phenomena appearing in pure arts and overall architectural design. These were presented as a framework to interpret 'autonomy and instrumentality' that exist in the working of negativity and mimesis. In this way, logics and intuition in architectural design as well as methodological systemization of convergent creativity were proved valid. In conclusion, Adorno's mimetic concepts systemized based on negativity and critical awareness may lead to new concepts. It has been proved that it is valid for security of meta-phenomena of architectural design as a production of autonomous spaces for differences and creation.