Home Environment Simulation and Interior Design Based on Neural Network

Our workshop envisions what we call “robotic home” and how smart home technology could be used as a tool for increasing mental health. “Robotic home” is an integrated system of smart home and robotic technologies that is proactive and interactive with the inhabitant. We focus on the possibility of such technology to be used for enhancing mental health. This could be achieved both through therapeutic functions and by assisting in the aspects of regular life that the inhabitant may have difficulties with because of their condition. Technology like this could make the very home effectively a behavioral therapist. Furthermore, we explore what kind of ethical risks are involved, and how to minimize the risks.

With the development of scientific research capabilities around the world, VR technology has been developed and recognized in various industries. Interior design, as a marketing product of service industry, can no longer meet the ever-increasing environmental demand by simply relying on the traditional interior scheme display. Therefore, applying virtual reality technology to assist design has become a hot spot in the current interior design research. In this paper, we analyze the traditional way and process experience of interior design and conclude that there are shortcomings in using effect drawings for interior design. Applying VR technology to interior design can bring users a visually immersive experience, which shows that VR technology can be applied in the field of interior design. By using actual cases to practice and analysis, and then by summarizing the real evaluation, we can get the interior design method and process based on virtual reality technology, and then summarize the advantages of its method, so as to provide reference for designers to design interior schemes.

Interior landscape design needs a comprehensive use of a variety of design theories and technical means, so that the aesthetic feeling and connotation of the works can be effectively reflected. However, the existing means and methods of interior landscape design have been difficult to meet the increasingly high expectations and needs of users. The development of virtual reality technology has brought new changes to interior landscape design, which is helpful to give full play to the auxiliary role of design. Based on this, this paper first analyses the application characteristics of virtual reality technology, then studies the application status and problems of virtual reality technology in interior design, and finally gives the modeling method of virtual reality technology in interior design.

The terms smart homes, intelligent homes, home networking have been used for more than a decade to introduce the concept of networking devices and equipment in the house. According to the Smart Homes Foundation the best definition of smart home technology is the integration of technology and services through home networking for a better quality of living. If simple plug-and- play tools for controlling lights are included (e.g. X10 tools) or the computer network in houses are accounted for as smart home technology, hundred thousands of homes all over the world may be called smart homes as well. Only recently, some dozens of projects with smart technology in the houses of older people have been realised or started. The aim of introducing smart technology in these houses is the wish of the tenants to stay independent in their own house as long as possible. Applications are focussed on safety and security, care and comfort. In this presentation an overview will be given of the detailed applications in both new built houses and renovation projects. A summary of the first findings of experiences and reactions of older tenants will be included. Key factors in the further technical development of smart homes are the proper electrotechnical infrastructure, flexible solutions in infrastructure and applications because of shifting needs and wishes, acceptable user interfaces, and costs. Even more important for acceptance and breakthrough will be the content and services that can be delivered to the home. A wide range of companies is developing business models to serve the end consumer. Reference will be made to The Smartest House of the Netherlands, a new demonstration house of the Smart Homes Foundation, where both consumers and companies give feedback on the current market developments. The Internet and mobile telephony have been keen drivers to stimulate the interest of technology in the household. But also several economic and socio-cultural factors will cause changes in society in which smart home technology will really break through. The ageing western societies and the clearly expressed needs of older people have raised particular awareness of the several parties in the building process for the opportunities of smart home technology. Finally, based on expected product launches and technical developments at major international companies, as well as based on the feedback of older people currently living in smart homes, some expectations for the near future will be given.

The aim was to investigate a cross-disciplinary model of yacht interior design in the context of the methodological integration of traditional visualisation methods and virtual and augmented reality tools. The study employed an interdisciplinary approach, systems analysis, and comparative methods, which allowed for structuring the integration of traditional visualisation and virtual reality tools, as well as identifying key interrelations between them. The study proved that the integration of traditional visualisation methods with virtual and augmented reality technologies significantly increases the efficiency of the yacht interior design process, improves the accuracy of modelling, and contributes to a better perception of the final result. It was noted that the role of traditional tools is not diminishing, but, on the contrary, is gaining new opportunities when used in conjunction with the latest arsenal of design tools. In addition, it was found that the use of a cross-disciplinary model contributes to a deeper understanding of design solutions, accelerates the processes of coordination and implementation, and expands the possibilities for optimising the functional and aesthetic characteristics of the interior. New approaches to the integration of visual aspects of design have been identified, revealing the potential of using a cross-disciplinary model for a deeper understanding and evaluation of interior design solutions. The prospect of effectively combining various visualisation tools has been outlined, which allows for improving the process of interaction between designers, engineers and customers. The current study has proposed a theoretical basis for further development and implementation of a modern approach to design that takes into account both traditional and innovative means of presenting visual information. The practical significance of the results lies in their application to yacht interior design, educational programs for specialists in marine design, architecture, and visual arts, as well as in the development of innovative approaches to the visualisation of design solutions

Yuan blue-and-white porcelain, a treasure of Chinese ceramic art, is renowned worldwide for its unique artistic value and cultural significance. With the continuous advancement of artificial intelligence (AI) technology, the artistic innovation of Yuan blue-and-white porcelain is experiencing new opportunities. AI technology not only improves the efficiency and quality of creation but also breaks through traditional physical limitations, enabling the creation of more diverse and creative artworks. By integrating augmented reality (AR) and virtual reality (VR) technologies, AI provides new ways to display and interact with Yuan blue-and-white porcelain art. In non-physical artistic innovation, AI generates new designs through deep learning algorithms, breaking free from the constraints of traditional handmade processes and creating diverse works. Technologies like generative adversarial networks (GANs) can produce highly realistic Yuan blue-and-white designs, while convolutional neural networks (CNNs) can quickly generate design sketches, enhancing creative efficiency. AI can also optimize designs, improving the artistic quality and visual effects of the works.AR and VR technologies offer immersive experiences and interactivity for the audience. Through virtual exhibition spaces and AR applications, viewers can appreciate Yuan blue-and-white artworks as if they were physically present, enhancing interactivity and visual appeal. VR technology, through virtual exhibitions and other means, enhances the viewing experience and impact of the artworks. The application of AI technology in the non-physical artistic innovation of Yuan blue-and-white porcelain not only enhances creation efficiency and quality but also brings limitless possibilities to artistic creation. The combination of AR and VR technologies further enhances the visual appeal and interactivity of Yuan blue-and-white art. As technology continues to advance, AI will play an increasingly important role in the artistic innovation of Yuan blue-and-white porcelain, creating more splendid artworks.

An outdoor time scenes simulation scheme based on support vector regression with radial basis function on DCT domain

As smart technology use is growing in residential environments, research on howsuch technologies can provide opportunities for safely and actively aging inplace by integrating physical activity into daily routines and reducingsedentariness is scarce. This study investigated older adults’ intentions to useand attitudes toward currently available smart home technologies that couldcontribute to safe and active lives in and around home. The focus was on fourrepresentative technologies: smart lighting, smart door locks, smart fireprevention devices, and smart home systems/home automation. This paper presentsthe results of a sequential mixed-methods study comprised of online andin-person surveys (n = 129), and a focus group ofcommunity-dwelling older adults, aged 50+ (n = 15). Ordinalregression analyses indicated that perceived usefulness consistently predictsolder adults’ attitudes and willingness to use smart home products. While smartfire prevention devices were viewed most favorably due to their potential safetybenefits, perceived affordability significantly influenced older adults’intentions to use them in their homes. The focus group findings underscoretechnology skepticism, privacy concerns and return on investment as significantdeterminants of attitudes toward the smart design products. The study hasimplications of designers and manufacturers by providing insights on how toprioritize smart home technology integrations to homes.

In recent years, virtual reality technology has gradually attracted widespread attention from the society, because virtual reality technology could produce many scenes that humans cannot experience personally, such as diving into the deep sea or into space, it can also trigger users’ imagination and creativity [10]. virtual reality technology has been widely used in medicine [11], training [12], education [13], simulation of important historical events [14], tourism and other fields and the online virtual industry has experienced explosive growth, and virtual reality technology has gradually come into the public eye. In this paper, we analyze and study the virtual reality technology of Unity engine and the real-time rendering performance of URP rendering pipeline in VR projects as the starting point, and discuss the application of virtual reality technology in the field of visualization and simulation of architectural scenes and virtual museums, as well as the practical effects of URP rendering pipeline for 3D, virtual reality (VR) and augmented reality (AR) projects. Starting with the design of the 3D scene, the presentation will include the construction of the scene model and the visual effects of different lighting types in the virtual exhibition hall in the URP rendering pipeline. By using virtual reality technology, we provide users with immersive visiting experience and conduct some practical discussions for culture and art towards digitalization and popularization. Virtual museums have become a new platform for cultural dissemination, which is conducive to the popularization of museums and the transmission of culture. At the same time, this paper uses VR virtual reality technology in the interactive design of the application of ideas and URP rendering pipeline in the process of conducting VR project development excellent visual performance, to provide a more natural, realistic, convenient and personalized experience for the experience. The future prospects of virtual reality technology and virtual museums are very broad, and they will become the new highlight of digital cultural and creative industries. VR virtual experience in museums will tend to be more humanized and operate more freely with the development of Internet technology, and at the same time, its applicable target group will become more, which will also meet different age groups and meet people of all cultural levels to learn together.

Advances in smart home technology and IoT devices had made us capable of monitoring human activities in a non-intrusive way. This data, in turn, enables us to predict the health status and energy consumption patterns of residents of these smart homes. Machine learning has been an excellent tool for the prediction of human activities from raw sensor data of a single resident. However, Multi Resident activity recognition is still a challenging task, as there is no correlation between sensor values and resident activities. In this paper, we have applied deep learning algorithms on the real world ARAS Multi Resident data set, which consists of data from two houses, each with two residents. We have used different variations of Recurrent Neural Network (RNN), Convolutional Neural Network (CNN), and their combination on the data set and kept the labels separate for both residents. We have evaluated the performance of models based on several metrics.

The popularization of virtual reality technology has become a brand-new carrier of knowledge and information dissemination and a new tool for art creation and design teaching in Colleges and universities. In this paper, first of all, from the three aspects of the definition and characteristics of virtual reality technology, the integration of virtual reality technology into art design teaching, and the significance of using virtual reality technology in art design teaching, the reform of art creation and design teaching in Colleges and Universities under virtual reality technology is discussed. In order to carry out the application research, this paper then chooses to carry on the simulation modeling teaching of the bamboo forest in the intelligent virtual reality environment, making full use of the intelligent modeling tools, rendering tools and mapping tools to complete the teaching application examples of the art modeling design in Colleges and universities. In the specific teaching of art creation and design in Colleges and universities, the creation and design modeling of individual bamboos, the creation and design modeling of bamboos forest, and the creation and design modeling of different lighting effects and scene rendering are carried out respectively. Finally, from the advantages of intelligent virtual reality technology in art creation and design of colleges and universities, the expansion and promotion of teaching resources, and the synergistic effect of teaching results, we analyze the strategies of art creation and design teaching in Colleges and Universities under the background of intelligent virtual reality technology in detail.

The data deconstruction ability and visual imaging ability of virtual reality technology determine that it has a great prospect in the field of interior environment art design. This paper studies the application of virtual reality technology in indoor environmental art design of Internet of Things smart home through the analysis of the application of virtual reality technology in the expression of indoor environmental art design. Through the analysis and research on how to deconstruct and reshape the interior environmental art design of virtual reality technology, This paper discusses the new ideas and methods that virtual reality technology brings to indoor environmental art design in the comparison and selection of design schemes, communication with users, demonstration of construction technology, etc., which makes indoor environmental art design more reasonable and efficient, and contributes to the overall scientific control of indoor environmental art design. This article mainly studies the application of virtual reality technology in the interior environment art design, introduces the concept and principle of virtual reality technology, and carries on the professional processing to the interior environment art design. The data test shows that the application of virtual reality technology in indoor environmental art design effectively improves the level of indoor environmental art design.

A systematic review of outcomes of environmental control systems and smart home technology in terms of primary activity, participation, and independence, and secondarily of quality of life and user satisfaction was conducted. In all 16 databases were searched electronically, two journals, and three conferences were hand searched, covering years 1993-2007. Of the 650 documents identified, five met the set inclusion criteria, representing four studies. One was a randomised control study, and the other three small (n=5-8) pre-post studies. The internal quality of the studies was moderate, while the external validity was mainly good. Two studies concerned smart home technology and two environmental control systems. Study participants were mainly people with physical impairment, ranging from 6-82 years of age. Three studies demonstrated increased activity and/or participation; two increased independence; one improved quality of life; in one user satisfaction was high. In spite of the few studies the findings indicate that environmental control systems and smart home technology are promising technologies for enabling activity and participation, independence and quality of life for people with physical impairments. However, more studies are needed to properly establish the effectiveness of these technologies.

In the context of verdant interplay, interior design is progressively compelled to appraise the equilibrium between ecological sustainability and user experientiality.To this end, this manuscript postulates a novel interior design algorithm rooted in the interaction grey wolf algorithm (I-GWO) conjoined with a self-updating neural network.Initially, a tailored I-GWO is harnessed to fine-tune the interior design proposal, wherein the design quandary is transformed into an optimisation conundrum, thereby deploying the I-GWO to navigate the realm of optimal solutions.Subsequently, a bespoke self-updating neural network is architected, amalgamating convolutional neural networks (CNN) and long-short-term memory (LSTM), thereby refining the design blueprint even further.This contrived neural network evinces the innate capacity to autonomously assimilate and update weights and biases.The nomenclature and precepts of interior design are thereby assimilated through the synergy of the I-GWO and self-updating neural network.Finally, empirical attestations evince the algorithm's meritorious aptitude in optimising interior design schemes while adeptly incorporating considerations of environmental sustainability.The outcomes evince a noteworthy 42.5% enhancement in temporal efficiency when compared to extant state-of-the-art algorithms.Furthermore, the proposed method attains the zenith in convergence efficacy when juxtaposed with six other state-of-the-art algorithms.

Technological applications of social robots to create healthy and comfortable smart home environment