Automatic Generation and Beautification Technology of Landscape Design Based on Deep Learning

Traditional landscape design methods rely entirely on the experience of designers and are difficult to adapt to the needs of modern society. This article proposes a landscape design method based on a distributed integrated model. Based on landscape design scheme data, the intelligent landscape design function is achieved by constructing a distributed geographic model, extracting features through data analysis and key point analysis, and using virtual environments in computer-aided design to display and restore the actual effects of landscape design. The results indicate that the landscape design method based on distributed integration mode is more in line with the needs of modern society and has significant advantages over traditional landscape design in terms of public interest and evaluation coefficient. The intelligent landscape design method based on distributed integrated models has important significance in modern urbanization construction, which can effectively improve the accuracy and speed of landscape design and create better living spaces for people.

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.

The traditional methods of urban landscape planning and design cannot integrate designs into the entire planning scenes planning processes, and cannot efficiently, intuitively and coordinately express planning effects of multiple schemes and large scenes. With the development of computer science and technology, virtual reality (VR) technology, which is based on similar theory, mathematical theory, control theory, and graphics processing theory, is playing an important role in many aspects of urban landscape planning and design. On the basis of summarizing and analyzing previous research works, this article expounded the research status and significances of three-dimensional (3D) visualized urban landscape planning and design, elaborated the development background, current status and future challenges of VR technology, introduced the methods and principles of spatial roaming sorting algorithm and evaluation indicator screening and system construction, established 3D database and virtual scene model of urban landscapes, performed 3D visualized urban landscape modeling, realized 3D presentation of virtual scene landscape, discussed the integration and optimization of landscape design schemes, analyzed the 3D modeling and interactive adjustment of the landscape planning and design schemes, and finally conducted simulation experiment and its result analysis. The results show that the VR technology provides designer with realistic information processing effects through intelligent drawing, full display and timely information, which greatly improves design efficiency and effectively promotes design quality; the 3D visualized technology can transmit a large number of information through graphics in a short time, enabling professionals to intuitively and quickly observe test results or interactively process these results.

Traditional methods of design are becoming less relevant and prevalent, due to institutionalising of Building Information Modelling (BIM) within statutory regulations and the huge amount of data that BIM presents to practice; especially in 3D models. This can be seen in the A1 Dishforth-to-Barton road infrastructure improvement scheme which comprises the A1 Dishforth-to-Leeming and A1 Leeming-to-Barton schemes. The traditional method of design was central to the A1 Dishforth-to-Leeming scheme and BIM central to the A1 Leeming-to-Barton scheme. So this report presents a comparative study of the traditional and BIM methods in relation to the A1 Dishforth-to-Barton improvement scheme through the perception of key professionals involved in this project. A qualitative research study was conducted through the use of an open-ended questionnaire intended to bridge gaps in perceptions and understanding of both methods. Judgemental sampling technique was used to select experienced respondents who understand and participated in the A1 Dishforth-to-Barton road infrastructure improvement scheme. The study reveals an incontrovertible complementary nature of both methods and that the realisation of the 2016 mandate appears doubtful due to lack of standardization, training and level of awareness. It is highly recommended that a statutory incentivization framework for BIM be conceptualised and considered for implementation to attract and encourage small scale participants. Of high priority is the subsidization of in-house training by local authorities and localized joint ventures by smaller companies for specialist training.

Driven by the wave of digital information, the interior design industry is facing unprecedented changes. Traditional design methods can no longer meet the needs of modern consumers for efficient, accurate and intuitive design experience, so it is urgent to introduce new design technologies and means to meet this challenge. In this regard, this paper will focus on the application advantages of 3D scanning technology in obtaining 3D information of indoor space, and put forward a set of technical routes for building 3D models of indoor design based on laser point cloud data, so as to realize the transformation from traditional 2D plane design to 3D virtual simulation design. From the results of the example analysis, laser scanning technology can play a role in the data acquisition stage, and the generated high-precision point cloud data has a significant advantage in the measurement of indoor space, which is beneficial to the extraction of key features of the indoor space; while virtual reality technology can transform the key feature information into three-dimensional models and give consumers a sense of immersive experience. The combination of these two provides new possibilities for interior design, making the design process more intelligent and humanized, and injecting new momentum into the sustainable development of the entire industry.

Landscape design styles usually different in different regions, this design style is also a real reflection of the local natural customs and human history. So far, the localization of Cambodian landscape design style has formed. This paper mainly discusses the localization of landscape design in Cambodia, confirms the theory of localized landscape design, and explores the development direction of Cambodian modern landscape design, hoping to provide corresponding references for researchers in the industry.

Text-to-image generation models have achieved remarkable advancements in recent years, aiming to produce realistic images from textual descriptions. However, these models often struggle with generating anatomically accurate representations of human hands. The resulting images frequently exhibit issues such as incorrect numbers of fingers, unnatural twisting or interlacing of fingers, or blurred and indistinct hands. These issues stem from the inherent complexity of hand structures and the difficulty in aligning textual descriptions with precise visual depictions of hands. To address these challenges, we propose a novel approach named Hand1000 that enables the generation of realistic hand images with target gesture using only 1,000 training samples. The training of Hand1000 is divided into three stages with the first stage aiming to enhance the model’s understanding of hand anatomy by using a pre-trained hand gesture recognition model to extract gesture representation. The second stage further optimizes text embedding by incorporating the extracted hand gesture representation, to improve alignment between the textual descriptions and the generated hand images. The third stage utilizes the optimized embedding to fine-tune the Stable Diffusion model to generate realistic hand images. In addition, we construct the first publicly available dataset specifically designed for text-to-hand image generation. Based on the existing hand gesture recognition dataset, we adopt advanced image captioning models and LLaMA3 to generate high-quality textual descriptions enriched with detailed gesture information. Extensive experiments demonstrate that Hand1000 significantly outperforms existing models in producing anatomically correct hand images while faithfully representing other details in the text, such as faces, clothing and colors.

PurposeThe point of departure for this viewpoint paper is the current development in which landscape architects are working towards achieving the United Nations sustainable development goals and the associated cross-cutting pledge “Leave No One Behind”. The sustainable development goals 3 and 11 can be achieved through landscape projects that are inclusive and health promoting, and the authors argue that an evidence-based design process is needed to ensure that project designs deliver what they promise. However, most landscape architects are not trained in evidence-based design and are therefore unsure of what can be used as evidence. A further challenge is the lack of relevant and applicable research evidence for design processes.Design/methodology/approachThe authors present a process model for evidence-based health design in landscape architecture as an overall framework on which the authors base their arguments. The model includes four topics of evidence: target group, human health, environment and use of nature. For each topic, the authors present their view on what may be considered as evidence and where it can be found or generated. The study view is supported by a detailed presentation of where and how evidence was found and generated in a design project for an accessible and health-promoting forest trail for people with mobility disabilities.FindingsThe authors suggest a broad definition of evidence, and that the design process should draw on evidence from relevant research and practice disciplines. Evidence can be found in multiple sources, for example, scientific articles, theoretical works and design guidelines. It can also be generated by landscape architects themselves, for example, through landscape analyses and stakeholder workshops. The evidence should guide and support the landscape architect and not dictate the design process.Practical implicationsThe authors hope that the knowledge provided on the evidence-based health design process and on where to collect or how to generate evidence may inspire landscape architects in their future health design projects.Originality/valuePeople with mobility disabilities face many health challenges and should potentially be able to benefit from visiting green spaces. The authors hope that the knowledge provided on the evidence-based health design process and on where to collect or how to generate evidence may inspire landscape architects in their future health design projects.

There is much interest in employing computer technology in design professions and education. However, few attempts have been made to apply immersive visualization technology to learn design details in landscape architecture. This study aims to illuminate how virtual reality (VR) technology helps students with design details in landscape architecture. Students were given a course project to create 3D models such as boardwalk structures located in residential pond areas. Based on their 3D models, we asked 16 research participants to answer survey questionnaires about the perception of realism, scale, and effectiveness of using computer technology in semi-immersive environments (e.g., monitor display-based) as opposed to fully immersive environments (e.g., VR head-mounted display-based). The results of our study showed that students had a higher realism in fully immersive environments compared to semi-immersive environments. In terms of perception of scale, participants perceived the height of the simulated model to be higher than they had anticipated in fully immersive environments. While there were no statistically significant findings regarding the effectiveness of design evaluation in the two modalities, students mentioned that VR technology can effectively assist in creating design details, as it provides them with a better understanding of the spatial characteristics of models.

Gostomel, Kyiv region using 3D tools Purpose. This study aims to develop and evaluate the effectiveness of an innovative approach to urban landscape restoration and reorganization using modern 3D design technologies. The use of 3D tools seeks to enhance planning accuracy, improve visualization of design solutions, optimize stakeholder engagement, and minimize potential errors during implementation. Methodology. To achieve the research objective, a comprehensive approach was applied, including analysis of the existing situation, assessment of local residents' needs, development of conceptual ideas using 3D modeling and visualization, a systematic review of literature considering ecological factors, and the creation of an integrated landscape design concept. Resultsin findings in the field of landscape design for renewable territories indicate a lack of comprehensiveness, limited consideration of long-term impacts, absence of interdisciplinary integration, and project adaptability, particularly in the context of post-traumatic recovery. Scientific novelty of the study lies in the development of a comprehensive approach to urban area restoration that integrates advanced 3D modeling technologies, taking into account social, environmental, and economic factors. This innovative approach facilitates the creation of adaptive landscape design models aligned with community needs and environmental conditions. Practical Significance. Implementing innovative approaches to landscape design underscores the importance of developing research methodologies that consider aspects of creating effective and sustainable projects in the field of urban territory restoration. Analyzing modern tools contributes to industry development, enhancing competitiveness and enabling the adoption of new technical and design solutions.

Simulation of street landscape design based on machine learning and entertainment design robots: An interactive entertainment design experience

The riverside green space is an important ecologically sensitive area which connecting urban space and the river. The traditional landscape design method to create riverside green space can no longer meet the requirements of the concept of an ecological city. In recent years, the spongy city concept that has emerged in China which has provided new research ideas for the landscape design of riverside green spaces. Based on the characteristics of endogenous runoff type riverside green space, this paper takes the sponge system of the green space on the north bank of the Yaojiang River as the research object, analysed it’s design strategy, and summarizes the design process and method of the sponge system. The purpose is to provide a reference for the design of the sponge system of the endogenous runoff type riverside green space in the future.

With the development of Internet information technology in China, the construction industry also began to abandon the traditional manual drawing, calculation and design methods and use the 3D courtyard landscape modeling technology for the design of 3D view or model of a project. At the same time, the application process of BIM Technology in this course is studied, so as to promote the integration of BIM Technology and 3D courtyard landscape modeling technology, realize the optimization of teaching process and teaching effect, and improve students’ ability of architectural engineering drawing recognition and BIM Technology Application. In order to promote the digital and integrated development of large-scale engineering projects, and improve the work efficiency and quality of construction project design and construction. Combining BIM technology with 3D courtyard landscape modeling technology and geographic database, building BIM model is established to promote the innovation and development of urban 3D modeling technology. At the same time, building BIM model can be embedded into BIM model of urban planning project, which runs through the whole life cycle of the project, providing an efficient and convenient means of informatization for urban planners and managers.

WITHDRAWN: High Resolution Image Processing and Rural Landscape Standardization Effect Simulation Based on VR Technology

800MN forging press uses plate laminated parallel structure as the main bearing mode, where the force transfer and the stiffness match play key roles in achieving satisfactory performance of the equipment. Although the traditional design methods can obtain desirable stiffness or strength for bearing structure, they less consider the effect of manufacturing errors on the system performance and thus are ineffective. This is because manufacturing errors can cause local structure variation and heavy stress concentration, which may do great harms to the working performance of the equipment. In this paper, a new design approach is proposed to consider the effect of manufacturing errors to the system performance. First, a three-dimension finite element model of the 800MN forging press is built using Marc, upon which stress distributions and concentrations under different combination modes of manufacturing errors are studied. Then, combination law of manufacturing errors is established and validation is carried out through physic test.