Digital Twin Using AR-VR on Climate Change
Chapter 1: Introduction
1.1 Introduction
Augmented reality (AR) and virtual reality (VR) play a significant role in the domain of digital twins which can stimulate various challenges in this domain. In this context, the technology of the digital twin evolves in developing the technological platforms of virtual replicas of the physical processes. In contrast, VR provides a practical immersive stimulated set of environments. Digital twin reflects on the functional and physical characteristics of the overall real entity where the same can be generated from the 3D data in the real-time process.
1.2 Specification of the project
Focusing on the matter of sustainability in the surrounding environment, the main ability of the digital twin lies in immersing the users into a 360-degree environment, whereas AR and VR offer unique cases of opportunities to be engaged with the audiences so that the matter of climate change has been focused for instigating the cations to be more sustainable future. As opined byRoccaet al.(2020), high cases of instability affect the industrial sectors along with the peace if fast automation along with the production system of digitalization that forces the underlying companies to frame some effective business strategies so that the same can be effective in the circular economy and industry 4.0 paradigm.
In this present scenario, most people are aware of the issues of climate change along with the depletion aspects of natural resources. The same issues have been given focused on by the European Union (EU) to formulate some restrictive guidelines so that the consequences of sustainability have prevailed in all the cases.
1.3 Aim and Objectives
The main aim of this research process lies in enabling the digital twin technology that includes AR and VRso that the implications of climate change have been kept focused by reducing the amount of carbon footprint.
This research process includes several research objectives that comprises:
- To analyses the effectiveness of the digital twin by the effective potentiality of AR and VR so that theinteraction with the climate data provides a wide sense of experiences to the users.
- To identify the impact of VR in the environment so thatthe same promotes effective adoption of sustainable energy processes by reducing the reliance on fossil fuels.
- To deploy the AR process so that the same provides extended understanding regarding theissues of carbon emissionand air quality based on using thereal-time data.
- To provide remote access to real-time data by digital twin so thatinformed decision-making has been triggered that reduces the environmental impact of the consequences of climate change
1.4 Research Question
- What is the designated potentiality of AR and VR in the digital twin contexts so thatthe experiences of the users can be enhanced to impose the issue of climate change.
- What are the possible impacts of VR that the same promote the adoption of a sustainable amount of energy by reducing the implications of fossil fuel?
- How AR has been deployed in the digital twin processes for gaining an effective understanding of the air quality data along with the issues of carbon emission?
- How to provide remote access to real-time data by digital twins so that an informed decision-making statement has beeneffective in reducing the issues ofclimate change?
1.5 Research Background
Analyzing the overall significance of the digital twin it has been observed that the main objectives of the research processes lie in framing the protocols in the domain of the constructive and graphic state of diffusion especially in the cases of architectural heritage through the implications of AR and VR (Cruz Francoet al.2022).
Figure 1.5.1: Analysing the market size of the digital twin until 2025
(Source:Vailshery, 2022)
Based on analyzing the graph, it can be said that the overall market size of the digital twin has been enhanced that assumed to generate revenue growth of almost "6 billion USD" by 2025 (Vailshery, 2022).Accessibility in the database provides an enhanced set of experiences that allows the users in overcoming the physical barriers to obtaining the photogrammetry. Over the ages, the concept of accessibility has been able in the surrounding society that carries sensorial concepts inaccessible to physical effectiveness of the data.
1.6 Research Rationale
The main issueis the emergency need if the high computing power requires high-resolution simulation environments so that the challenge of handling huge volumes of data has been resolved. The main issue as of now is maintaining all the privacy and security-related concerns of the underlying data in the virtual environment so that the matter of inconsistencies has been enhanced in the overall aspect.
This research processes sheds light on deploying the AR and VR that play on bridging the gap by providing an enhanced set of experiences interactively. Thus, the underlying user can be immersed in the overall virtual environment so that the effects of climate change have been resolved with the utmost set of actions along with the advancement of technological strategies based on Industry 4.0 (Fulleret al.2020).
Figure 1.6.1: Understanding the manual and automatic data flow in digital twin
(Source:Fulleret al.2020)
In most cases, it has been observed that VR creates a significant impact in enhancing the understanding of the people to cation immediate actions in cases of natural disasters so that the matter of sustainability has been prevailed in the environment by reducing the carbon footprint.
1.7 Current issues
The implications of the digital twin lie in resolving the issues of climate change to foster matters of sustainability by reducing waste reduction along with the possible set carbon footprint. As mentioned byNativiet al.(2021), digital twins mainly emerged in reducing the potential challenges of the global range.The main objective in promoting the digital twin consequences in this recent era is it creates a highly accurate model of climate change actions based on supporting evidence so that the framing of decision-making statements regarding this matter has been quite easy.
1.8 Summary
Based on analyzing the overall research process, it can be said that effective deployment of the VR lies in promoting the adoption of sustainable energy practices so that the resilience in the fossil fuel has been reduced to a certain extent. On the other hand, both AR overlays on delivering real-time data based on the surrounding air quality along the matter of carbon emission and the effective weather data.
Chapter 2: Literature Review
2.1 Introduction
This chapter has mainly a review of proper critical analyzation of different literature sources that can be available in both offline and online platforms. Thus, consisting of this research progress, this research has directly described based on the identifying proper implication of digital twins by using AR-VR with respect to the proper measuring of climate change. Further, with the help of these different literature sources, it is effective to provide different information based on the proper application of digital twins with the help of VR-AR in relation to climate change and also find proper differentiation between AR-VR. In order to do a critical analyzation of this research, this chapter has mainly used different secondary sources such as scholars, articles and journals to get relevant information based on this research. Further, this chapter also focused in the creation of a literature gap and the identification of a proper theoretical model in the relevant proper implementation of digital twins in climate change.
2.2 Importance of Digital Twins in climate change
The creation of proper digital twins is mainly effective and emerging as a proper powerful tool that help to mitigate in overall process of climate change. The primary focus in adoption of digital twins is mainly providing a proper monitoring system and reporting of entire system that directly analyze the condition of climate and easily does climate change as per requirements (Nativi et al. 2021). Adoption of different technology makes create a proper selection of digital replicas in the process of a physical system that is effective in the identification of better understanding of human activity of environmental impacts and adoption strategies to reduce them. A digital twin is mainly created of a proper replica of a system, object and process that help to create proper modelling and different types of simulation purposes. On the other hand, with the help of digital twins, it directly creates a scientific virtual version that mainly provides a proper simulation of earth's climate and make react in various environmental changes process. Besides this, a proper advantage of digital twins can make allow people to access of climate change and use of this virtual model can easily create different aspects of various scenarios such as increased of co2 emissions, changes in temperature, level of oceans and so on (Bhatti et al. 2021). Moreover, another advantage in the adoption and implementation of digital twins is that make effective in preserving proper accurate forecasting on the behalf of effect climate change in different regions. It is mainly created of a digital replica of different regions and make simulates the result of changing local levels. Practically, with the help of these digital twins, it can easily measure specific region environment such as extreme weather effects, the level rise of the sea, droughts and so on.
Figure 2.2.1: Digital twin help in tackling climate change policy
(Source: Bhatti et al. 2021)
The use of digital twins is even helping scientists to excellently assess the prospect for renewable energy sources. By developing virtual models of possible renewable energy tasks, scientists can emulate the effects on the atmosphere and the usefulness of different projects. This directly permits them to accurately evaluate the potential of renewable energy sources and develop techniques to reduce their environmental effect (Rocca et al. 2020). In order to properly explore of evaluate digital twins it directly helps in mitigating different challenges and the worst effect of environmental conditions. Digital twins have mainly used proper sensors of data in digital modelling and have mainly provided a detailed understanding of increased physical assets of performances and make proper decisions in different climate change aspects.
2.3 Effectiveness of Adoption AR-VR in digital twins of climate change
According to analysing the main principle of digital twins is that in order to create proper replication of model that directly helps in proper monitoring and reporting of overall performance. Here, in order to improve this activity of digital twins it is effective to adopt AR-VR technology in creation of a proper virtual model and provide real-life experience through it. On the other hand, in order to provide a better experience through digital twin son basis of climate change effects and make proper decision-making situations it must have to understand proper aspects and key features of adopting AR-VR in this process (Verboven et al. 2020). The main principle of this industry is the creation of proper communication factors that are not limited to the field of machine learning process. In creation of proper human resources and make knowledge of proper strengthening of digital twins in measure of climate change, it is effective in wearable of virtual reality to make the creation of virtual world with real-life experiences. On the other hand, in adoption of Augmented reality is help to make proper consideration of key components in providing visualization and training for industrial 4.0 (Syamimi et al. 2020). The adoption of VR has directly operated of the different virtual worlds that help to make in complete modelling process by adoption of different applications needed.
Figure 2.3.1: AR and VR market size growth
(Source: Verboven et al. 2020)
This can directly explore different environmental safety in a better way and make create different scenarios such as monitoring, simulation, interaction and so on. In order to provide proper future investment on this technology has directly built a layout of virtual testing and simulation of environmental indications by detection of different flaws. In complement to digital twins, augmented reality and virtual reality (AR/VR) can equip employees with the same group of visibility as in-person procedure of testing. The benefit of virtual factory acceptance testing (FAT), virtual panels, and isolated monitoring has been revving, in part because of the pandemic (Baghalzadeh Shishehgarkhaneh et al. 2022). AR/VR can deliver organizations the advantages of cost and time protection, as well as improved social distancing. Besides this, the adoption of AR technology makes creation of proper digital content that makes create a proper rendering of user visualization. The creation of these industrial applications needs to provide proper information in assembly of instructions for different parts of the machinery and create a direct blueprint of making a relation in getting proper interacting information. Further, adoption of this AR technology make create proper virtualize information in creation of machinery as per real-world experiences.
2.4 Issues in Applying AR-VR in climate change
Though it is effective to adopt digital twins in creation of proper modelling and visualization for climate change, it has faced different issues and challenges in the proper implementation of digital twins. This technology has mainly faced issues of creating virtual replicas in ensuring of product processes and reduce of taking necessary decisions in advance. The significance of proper challenges such as the growth of the digital twin market makes create a high cost of the deployment process and increased demand of the storage process (Krau et al. 2021). It is also faced proper integration of challenges such as inclusion of different software make proper complexity in architecture process. Beside this, due to reduced proper making of infrastructure it makes create a high cost of deploying digital twins and reduce proper working AR-VR can make issues in creation of effective visualization of climate changes. Another process of technical challenges in augmented reality is the reduction of training process. It is also faced different hardware issues in the creation of malfunctioning problems in connection with a local server and also makes proper hardware issues with the ability to complete activity process. Moreover, due to less training Augmented reality creates content glitches in creation of 3D objects that do not create a proper anchor in the process of functional expected process.
Due to not creating a proper 3D object directly reduce creation of proper visualisation of climate behavior in reason of a lack training of in data. Thus, it directly creates different troubleshooting problems in the creation of AR activity in navigation process. Another challenge that may impact this process is that limited training content capabilities by Augmented reality. This AR has content limited capabilities in training of different AR technology. This mainly creates of specific activities and involves in detail movements of this overall process (Bauer et al. 2021). Besides this, it is also faced of vendor issues in the creation of an extended reality training process that does not require internal capabilities for developing an AR training program (Sermet and Demir, 2020). A selection of particular vendor issues has mainly provided proper disconnect to the developers and also faced issues in the variance of time zone with limited person collaboration process.
2.5 Make Relation between digital twins and Climate Change
Creation of a proper climate change now a days must have required effective solutions to identify proper source of creation climate change in the environment. Further in order to provide a proper gathering of information related to the environmental issues caused and climate change it must have required proper monitoring and visualization of data that directly help in the solution of climate change. It must have required of creation of proper modelling in identifying data visualization in an effective way (Nativi et al. 2021). Thus, it is capable of implementing digital twins in the entire earth that mainly provide proper resolution of climate change process and easily create accurate prediction of climate decades for future mitigating of global warming process. In this process of concept digital twins, it can serve real thinking in providing a proper potential process of implementing hardware and concrete solution. After understanding of co2 emissions and making understanding of proper air quality problems it has created different health issues and identified poor air quality processes in the systematic plan for change. In this process of basic level adoption of digital twin make create a virtual replica of real-world objects that make provide continuous data import of physical counterparts (Zaballos et al. 2020). In adoption of digital twins make create real-time benefits makes property management and so on.
Figure 2.5.1: Digital twin help in decarbonizing of building
(Source: Nativi et al. 2021)
On the other hand, the adoption of digital twin technology makes provide a fundamental trend in the creation of operational efficient business. After identifying digital twins making trends of digital business and making growing investments in data in AI to create a new generation of businesses. A digital twin is a new trend of a digital approach that mainly provides rest in boundaries and provides a proper program of control, customization and automation process to make improve physical programable implications (Zaballos et al. 2020). The creation of digital twins makes provide a proper prediction of real-time feedback in the generation of maintained and consumable process. Proper integration of digital twins make create of metaverse world in the perfect of the physical world that makes creates of perfect place in relevant to the teams that make proper reduce of impacting climate change.
2.6 The proper process of pairing AR-VR with digital twins
The adoption of digital twins is not only a solution for engineers and developers but is also effective in the prediction process of real-time data that make creation of physical assets perform in offering time and cost coverage for different stages of development in existing products. The adoption of augmented reality and virtual reality make the simple improving process of situational awareness that directly help the company in recognition of different equipment failure and make repair of less costly process (Ghandar et al. 2021). On the other hand, in further recognition of the equipment failure process. Further implementation of AR-VR technology makes helpful in the creation of twin designs and mainly provides of the proper management process to improve productivity within the industry process. Besides this, in order to enhance appropriate experimental process, it must have to provide proper predictive analysis and making reduction of potential incurred costs. In a physical version of creation digital version makes an asset of the AR-VR environment in making benefit of a quantitative and qualitative study.
2.7 Virtual reality-based digital Twins for Greenhouses
The mainly growing proper volume of research projects and making improvements of the DT concept in agriculture improve driven ensure food security and making proper sustainability process in this digital concept. Moreover, in this process, the creation of DT plants make create proper combination of a cyber-physical multi-agent system which make provide a proper simulation of crop yields and makes the proper process of management of farms. Moreover, focusing on crops and incorporating different soil problems make an understanding of consumption and trend analysis of crop yield (Stacchio et al. 2022). Virtual Reality can likewise help ranchers more successfully screen and deal with their yields and domesticated animals. By reproducing various situations and conditions, ranchers can all the more likely plan for unfriendly climates, vermin, and illnesses. For instance, a VR framework that mimics the impacts of the dry season can assist ranchers with creating emergency courses of action and assessing different water system methodologies. Essentially, VR can likewise be utilized to mimic animals' conduct, permitting ranchers to appropriately better figure out their animals' requirements and plans. Besides this, in order to provide proper precision of data analysis and agriculture it may have to integrate VR of different drones and sensors that make it effective of providing farm operations (Hannola et al. 2021). In overlaying of virtual implementation of data and visualization of crop health, soil conditions to make informed decisions of leading process. Further, in the precision approach of agriculture help the farmers in providing proper optimization of use resources, increasing yields and minimising waste.
2.8 The Difference Between Virtual Reality and Digital Twin
Reviewing the potential differences in the overall research process, it can be said that the consequences of virtual reality lie in providing an environmental background that is immersive and simulative. On the contrary, the technological interferences in the digital twin creates a virtual replica of the encountered processes. The main key differences between the adopted technologies lie in the technological process, and interaction along with the technological interferences so that enhanced quality of outcome has been extricated in this regard. Based on the views ofHavardi et al.(2019), it can be said that the digital twin has been able in simulating the components involved in the underlying systems based on sharing the data in the real-time mode. On the other hand, the implications of VR provided effective offers in immersive 3D scale-one visualization so that a collaborative set of functionalities have emerged in deploying quick navigation tools for developing numerous applications in the surrounding environments.
As mentioned bySepasgozar (2021), the digital twin has the capability of differentiating the same in the advanced 3D modelling technologies so that the same help in the future investigation procedures along with the accurate data analysis platforms so that real-time decision-making has been enabled in this regard. Additionally, virtual reality provides the effect of virtual environments so that the complications in the surrounding environment have been resolved in this regard.
Figure 2.8.1: Immersive reality and digital twin markers until 2025
(Source:Sepasgozar, 2021)
The above figure focused on the excessive demand of the digital win lies in generating an effective amount of "$USD3.8 billion-$USD36 billion". Thus, the huge market for VR helps in demonstrating the unique set of capabilities based on real-time data so that the issues in the climate change have been resolved.
2.9 Integrating virtual reality and Digital Twin in circular economy practices
The consequences of the digital twin enable authenticated information to be available at the right time consequences in a decentralized manner so that effective implementations of the circular economy strategies have prevailed throughout the research applications (Preutet al.2021). The same mainly analyses as an AI-based technological consequence so that the real-time data about nature has been mapped itself based on a complex set of interactions. The same provides a specific set of monitoring so that effective adaptations in the imagined object have prevailed throughout the research tasks. In this case, the digital twin has focused on the preventive set of maintenance so that effective demand forecasting has been enabled in this regard.
The consequences of the digital twin are in enhancing the matter of sustainability so that the enhanced set of the potential of the circular economy (Pehlken and Baumann, 2020). The effective concept of cycle management requires to be focused on the circular economy so that it integrates the effectiveness of resource savings towards environmental sustainability. Thus, the high-impact applications regarding the suitable matters within the purview of the life cycle management, whereas the digital twin focused on enhancing the impacts in the matter of sustainability.
2.10 Developing human-centred urban digital twins for Community Structure
Augmented reality has been considered an effective eco-friendly solution in the environmental factors based on emerging green spaces that help in reducing the severe impact in the surrounding environments. The urban digital twin has been regarded as one of the potential states of technology that helps in achieving a positive state of ageing through the effectiveness of urban planning along with landscape architecture (Yeet al.2023). The emergence of new technology influences the matter of community resilience along with adaptation planning so that the same offers enhancing the scope of the present study along with identification of the opportunities and challenges so that it helps in community and adaptation set of planning. In the case of extreme cases of weather events, the same will caused exponential growth in the cases of vulnerable communities that sometimes lead towards catastrophic losses and infrastructural failures in the overall cases. In most of the eth cases, it has been observed that the coastal communities sometimes face wide issues of the vulnerabilities that require to be achieved in such a case so that long-term implications in the environment and social adaptation planning activities require to be initiated in the overall cases. Effective modifications require to be initiated in planning options especially in the urban areas so that the same has been manageable enough in understanding the wide ranges of interactions between the social system of the cities.
2.11 Theoretical consideration
Based on the theory of virtual reality focuses on an effective cybernetic feedback loop so the same has been effective in implying the virtual space so that an extended set of experiences has been enumerated in this regard. The same also provides effective concepts in adopting the matter ug sustainable energy so that the same reduces the dependencies on fossil fuels, where the primary set of drivers has been regarded as the climate change actions. The theory focuses on virtual reality along with the domain of climate change so that the same creates a strong impact on the underlying users (Markowitz, D.M. and Bailenson, 2021). VR has been regarded as a more immersive and mainstream consequence so the same has been environmental activity has been effective in this regard. Climate change is regarded as having irreversible consequences in the surrounding nature.
Additionally, the theory of the digital twin focuses on the digital representations of the intended real-world applications that serve effectively on several practical consequences so that effective monitoring has taken place in this regard. The effective focus has been enabled in the digital twin so that an extended set of transitions towards the green aspectsthat have been already initiated is almost "1 trillion" so that effective investment has taken place (Baueret al.2021).It provides a detailed set of simulation and observation capabilities to support all the activities so that the challenges encountered in the surrounding environments have been mitigated to some extent.
The deployment towards the Digital Twin helps in reshaping the overall physical world into the virtual digital space so that the same technical support has been effective in met adverse constructions. The same indicates the complex connection so that tangible relationships help in constructing the digital twins so that an extended set of relationships have been maintained throughout the research approach (Lvet al.2022).
2.12 Literature gap
Beside this providing different features and evidence to provide proper support of reaching in research aim of digital twin using climate change with the support of AR-VR, there is some literature gap on it. Though it has provided proper implications of the digital twin in climate change, it has not provided proper help of AR-VR implication effectively to provide proper function in the relevance of climate change. Further, it has faced issues in identifying the proper issues of applying digital twins in climate change.
2.13 Summary
Based on analyzing the overall information portrayed in this chapter, the details set of connection between AR and VR have been reflected effectively so that the issues of climate change have been reduced to some effective aspects. The importance of the digital twin has been reflected in drawing effective information so that the matter of sustainability has been ensured throughout the research process. An extended set understanding of the VR provides effective cations that help in reducing the impacts on the surrounding environments along with implicates the potentiality of effective energy practices. On the other hand, the digital twin also provides some cost-effective solutions so that the implementations in the present environments have been easy where a high rate of performance has been ensured in this regard.
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