市場調查報告書
商品編碼
1406339
電氣數位孿生市場 - 全球產業規模、佔有率、趨勢、機會和預測,按類型、按應用、最終用戶、地區、競爭細分,2018-2028 年Electrical Digital Twin Market - Global Industry Size, Share, Trends, Opportunity, and Forecast, Segmented By Type, By Application, By End User, By Region, By Competition, 2018-2028 |
2022 年全球電氣數位孿生市場估值為 20.8 億美元,預計在預測期內將強勁成長,到 2028 年CAGR為 9.19%。
電氣數位孿生市場是指更廣泛的數位孿生技術領域中快速發展的領域,專注於創建電氣系統和組件的基於電腦的虛擬副本。這些數字表示忠實地模仿了電力基礎設施的物理屬性和行為,包括電網、配電網路、變電站、變壓器和單一設備。
該市場利用物聯網 (IoT)、人工智慧 (AI) 和資料分析等先進技術來創建準確、動態的電氣系統虛擬模型。這些數位孿生能夠即時監控、分析和模擬電力資產和流程,為能源、製造、公用事業等各個行業提供寶貴的見解。
市場概況 | |
---|---|
預測期 | 2024-2028 |
2022 年市場規模 | 20.8億美元 |
2028 年市場規模 | 37億美元 |
2023-2028 年CAGR | 9.19% |
成長最快的細分市場 | 業務和營運最佳化 |
最大的市場 | 北美洲 |
電力數位孿生市場的主要目標包括提高能源效率、最佳化電網管理、加強資產維護以及確保監管合規。透過利用數位孿生的力量,組織可以做出明智的決策,最大限度地減少停機時間,減少能源消耗,並提高其電力基礎設施的整體可靠性和性能。
資料隱私法規,例如歐盟的一般資料保護法規 (GDPR),對個人和敏感資料的收集、儲存和處理有嚴格的要求。許多電氣數位孿生應用涉及基礎設施和設備的監控和控制,這可能導致收集屬於這些法規範圍的資料。確保遵守此類法規是一項複雜的任務,因為數位孿生用戶必須實施強大的資料匿名化和保護措施。
網路安全是資料保護的另一個重要面向。電氣數位孿生因其在管理關鍵基礎設施方面的作用而成為網路攻擊的主要目標。數位孿生系統的破壞可能會造成嚴重後果,包括服務中斷、設備損壞,甚至安全隱患。為了應對這項挑戰,組織必須實施強大的網路安全措施,包括加密、入侵偵測系統和定期安全審核。然而,保持領先於不斷變化的網路威脅仍然是一個持續的挑戰。
數據所有權的挑戰:
與資料隱私相關的另一個挑戰涉及資料所有權。多個利害關係人可能參與電氣數位孿生的創建和營運,包括設備製造商、系統整合商和最終用戶。確定誰擁有數位孿生產生的資料以及如何使用這些數據可能會導致爭議和法律問題。必須制定明確的合約協議和資料所有權政策來緩解這些挑戰。
整合複雜性和相容性
全球電氣數位孿生市場面臨的第二個主要挑戰是將數位孿生整合到現有基礎設施並確保與不同系統和技術的兼容性的複雜性。雖然數位孿生提供了許多好處,包括即時監控和預測性維護,但其實施可能會受到以下整合相關挑戰的阻礙:
現有基礎設施的複雜性:
許多電力系統和電網已經發展了幾十年,導致了複雜、異質的環境。將數位孿生整合到這些遺留系統中可能具有挑戰性。數位孿生必須與各種硬體和軟體組件交互,每個組件都有自己的協議和標準。確保無縫整合而不中斷正在進行的操作是一項艱鉅的任務。
互通性是一個嚴峻的挑戰,特別是在依賴多個供應商和技術的大型組織或產業中。組織的不同部門可能使用不同的數位孿生解決方案,確保這些解決方案能夠有效地溝通和共享資料是一個重大障礙。促進互通性的標準和協議至關重要,但制定和實施可能會很緩慢。
隨著組織發展或擴展其基礎設施,數位孿生必須具有可擴展性以適應這些變化。確保數位孿生解決方案能夠無縫擴展而不需要徹底檢修是一項挑戰。此外,可擴展性考量對於工作負載可變或季節性需求波動的行業至關重要。
與物聯網和新興技術整合:
隨著物聯網 (IoT) 和其他新興技術成為工業流程不可或缺的一部分,數位孿生必須與這些技術無縫整合。這需要跟上不斷發展的物聯網標準並將其涵蓋數位孿生解決方案。適應新技術並確保與現有系統的向後相容性增加了整合過程的複雜性。
總之,全球電氣數位孿生市場面臨著與資料隱私和安全問題相關的重大挑戰,以及將數位孿生整合到現有基礎設施並確保與各種系統和技術的兼容性的複雜性。克服這些挑戰對於釋放電氣數位孿生技術的全部潛力並實現其在提高效率、可靠性和永續性方面的優勢至關重要。
細分市場洞察
系統數位孿生見解
系統數位孿生細分市場在 2022 年佔據最大的市場佔有率。系統數位孿生提供整個電氣系統的整體表示,其中可以包含各種組件、資產和互連網路。這種全面的視圖使組織能夠有效地管理和最佳化複雜的電力基礎設施。在許多行業中,電氣系統與機械、軟體和控制系統互連。系統數位孿生能夠整合這些不同的組件,從而更全面地了解不同元素如何在電氣生態系統中相互作用。系統數位孿生為組織提供數據驅動的洞察力,支持決策過程。透過模擬場景並即時分析系統行為,企業可以做出明智的選擇,以提高效率、減少停機時間並提高效能。系統數位孿生透過監控電氣系統的健康狀況和性能來實現預測性維護。這種主動方法可以防止代價高昂的設備故障、降低維護成本並延長資產的使用壽命。系統數位孿生在多個行業都有應用,包括能源、製造、公用事業和智慧城市。它們的多功能性使它們對尋求最佳化其電氣基礎設施的廣泛組織具有吸引力。在醫療保健和公用事業等監管合規性至關重要的行業中,系統數位孿生提供了一種確保電氣系統滿足安全和性能標準的方法。此功能對於在嚴格監管環境中營運的企業至關重要。隨著組織規模的擴大及其電氣系統的複雜性的增加,系統數位孿生可以相應地擴展。它們可以適應基礎設施規模和配置的變化,從而適合小規模和大規模營運。系統數位孿生通常優先考慮互通性,使它們能夠與其他數位孿生類型(例如產品和流程數位孿生)和資料來源無縫協作。這種互通性對於多個數位孿生表示需要有效地通訊和共享資料的行業至關重要。
資產績效管理見解
資產績效管理細分市場在 2022 年佔據最大的市場佔有率。資產績效管理與電力數位孿生整合後,使組織能夠最佳化其電力資產的維護。這包括預測性維護,數位孿生可以預測設備何時可能發生故障,從而減少與計劃外維護相關的停機時間和成本。 APM 致力於透過持續監控資產的效能來提高資產的可靠性。數位孿生提供即時資料和見解,使組織能夠在潛在問題導致資產故障或效能下降之前識別並解決它們。透過最佳化資產性能和維護計劃,組織可以實現成本節約。由電氣數位孿生驅動的 APM 有助於降低維護成本、能源消耗和緊急維修需求。確保電力資產的可靠性對於安全至關重要,特別是在電力故障可能導致危險情況的行業中。數位孿生支援的 APM 有助於維護電氣系統的完整性,降低安全風險。許多行業對資產管理和維護有嚴格的監管要求。 APM 應用程式可以透過提供資產性能和維護活動的詳細記錄來幫助組織滿足這些合規性標準。電力資產通常在能源消耗中發揮重要作用。 APM 應用程式可以利用數位孿生來最佳化這些資產的效率,從而減少能源消耗並降低營運成本。由數位孿生支援的 APM 應用程式提供了豐富的資料和見解。這些資料可以支援組織各個層級(從維護技術人員到高階管理人員)的明智決策。 APM 解決方案可根據特定產業及其獨特的資產管理需求進行客製化。這種針對特定行業的關注允許開發可以產生重大影響的專用工具和方法。
區域洞察
北美洲
預計未來幾年,北美將佔據全球電力數位孿生市場的最大佔有率。這是由於該地區電氣行業較早採用數位技術。北美也是電氣數位孿生市場一些領導企業的所在地,例如通用電氣、西門子和 IBM。
北美電氣數位孿生市場由美國主導。美國在電氣行業數位技術的開發和採用方面處於領先地位。美國政府也透過各種措施支持採用電氣數位孿生。
歐洲
預計歐洲將在預測期內成為電氣數位孿生的第二大市場。歐盟為再生能源整合和智慧電網發展制定了雄心勃勃的目標。這推動了該地區對電氣數位孿生的需求。
歐洲電氣數位孿生市場預計在預測期內將以穩定的CAGR成長。歐盟為再生能源整合和智慧電網發展制定了雄心勃勃的目標。這推動了該地區對電氣數位孿生的需求。
亞太地區
預計亞太地區在預測期內將以最快的CAGR成長。這是由於該地區對再生能源和智慧電網項目的投資不斷增加。亞太地區也是世界上一些最大的電力市場的所在地,例如中國和印度。
亞太地區電氣數位孿生市場預計在預測期內將以最快的CAGR成長。這是由於該地區對再生能源和智慧電網項目的投資不斷增加。亞太地區也是世界上一些最大的電力市場的所在地,例如中國和印度。
Global Electrical Digital Twin Market was valued at USD 2.08 billion in 2022 and is anticipated to project robust growth in the forecast period with a CAGR of 9.19% through 2028.
The electrical digital twin market refers to a rapidly evolving sector within the broader digital twin technology landscape, focused on creating virtual, computer-based replicas of electrical systems and components. These digital representations faithfully mimic the physical attributes and behaviours of electrical infrastructure, including power grids, distribution networks, substations, transformers, and individual devices.
This market leverages advanced technologies such as the Internet of Things (IoT), artificial intelligence (AI), and data analytics to create accurate and dynamic virtual models of electrical systems. These digital twins enable real-time monitoring, analysis, and simulation of electrical assets and processes, offering valuable insights for various industries, including energy, manufacturing, utilities, and beyond.
Market Overview | |
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Forecast Period | 2024-2028 |
Market Size 2022 | USD 2.08 Billion |
Market Size 2028 | USD 3.7 Billion |
CAGR 2023-2028 | 9.19% |
Fastest Growing Segment | Business & Operations Optimization |
Largest Market | North America |
Key objectives of the electrical digital twin market include improving energy efficiency, optimizing electrical grid management, enhancing asset maintenance, and ensuring regulatory compliance. By harnessing the power of digital twins, organizations can make informed decisions, minimize downtime, reduce energy consumption, and enhance the overall reliability and performance of their electrical infrastructure.
As the demand for efficient, sustainable, and resilient electrical systems continues to rise, the electrical digital twin market is poised for significant growth, with applications spanning from smart grids and renewable energy integration to industrial automation and mission-critical infrastructure management.
Key Market Drivers
Industry 4.0 and Smart Manufacturing
In recent years, Industry 4.0 has emerged as a transformative force in the manufacturing and industrial sectors. It encompasses technologies like the Internet of Things (IoT), artificial intelligence (AI), and big data analytics to create smart factories and processes. Electrical digital twins play a pivotal role in this paradigm shift. They provide a virtual representation of electrical systems, allowing for real-time monitoring, simulation, and optimization. By integrating electrical digital twins into their operations, companies can enhance efficiency, reduce downtime, and improve overall productivity.
Increasing Demand for Energy Efficiency
The rising global demand for energy efficiency is another significant driver of the electrical digital twin market. With concerns about environmental sustainability and energy costs on the rise, organizations are looking for ways to optimize their electrical systems. Electrical digital twins enable businesses to model and analyze their energy consumption, identify inefficiencies, and implement strategies to reduce energy waste. This not only helps reduce operational costs but also contributes to a greener and more sustainable future.
Growth of Renewable Energy Sources
The rapid growth of renewable energy sources, such as solar and wind power, has created a need for advanced electrical grid management. Electrical digital twins are instrumental in managing the complexities of integrating these intermittent energy sources into the existing electrical infrastructure. They enable grid operators to forecast energy production, monitor the health of renewable energy assets, and optimize the distribution of electricity. As the world continues to transition toward cleaner energy, the demand for electrical digital twins in the energy sector is expected to grow significantly.
Aging Infrastructure and Asset Management
Many countries are grappling with aging electrical infrastructure, which poses reliability and safety concerns. Electrical digital twins provide a solution for asset management and maintenance. They create a comprehensive digital replica of electrical assets, allowing operators to assess the condition of equipment, predict maintenance needs, and plan cost-effective upgrades. This driver is particularly relevant as governments and utilities seek to modernize their grids and prolong the lifespan of critical infrastructure components.
Compliance and Regulatory Requirements
Stringent regulations and compliance standards are becoming increasingly prevalent in the electrical industry. Electrical digital twins facilitate compliance by providing a centralized platform for data collection, analysis, and reporting. They help organizations ensure that their electrical systems meet safety and performance standards. This driver is crucial for sectors like healthcare, where electrical systems must adhere to strict regulations to guarantee patient safety, and for industries that handle sensitive data requiring robust cybersecurity measures.
Advancements in Simulation and AI Technologies
The continuous advancement of simulation and AI technologies is accelerating the adoption of electrical digital twins. These technologies enable more accurate and dynamic modeling of electrical systems. AI-driven algorithms can analyze vast amounts of data in real-time, making predictions and recommendations to optimize system performance. These capabilities are invaluable in ensuring the reliability and resilience of electrical infrastructure, especially in mission-critical applications like data centers, where downtime is costly and must be minimized.
In conclusion, the global electrical digital twin market is being driven by a convergence of factors, including Industry 4.0, the need for energy efficiency, the growth of renewable energy sources, aging infrastructure, regulatory requirements, and advances in simulation and AI technologies. As organizations across various industries recognize the value of electrical digital twins in improving operations, reducing costs, and enhancing sustainability, the market is poised for substantial growth in the coming years.
Government Policies are Likely to Propel the Market
Energy Efficiency Standards and Incentives
One of the key government policies shaping the global electrical digital twin market is the establishment of energy efficiency standards and incentives. Governments worldwide are increasingly recognizing the importance of reducing energy consumption and greenhouse gas emissions. To promote energy efficiency, many governments have introduced regulations that require businesses to implement energy-efficient technologies. Electrical digital twins play a crucial role in achieving these goals by helping organizations monitor and optimize their energy usage. Governments often provide incentives, such as tax breaks or grants, to encourage the adoption of digital twin technology, further driving its growth.
Grid Modernization Initiatives
Governments and regulatory bodies are actively involved in modernizing electrical grids to accommodate the changing energy landscape. As part of this effort, they implement policies that promote the deployment of advanced technologies, including electrical digital twins. These digital replicas of electrical systems enable better grid management, integration of renewable energy sources, and enhanced reliability. Governments may provide funding or regulatory frameworks that encourage utilities and grid operators to invest in digital twin solutions, ensuring the stability and sustainability of the electrical infrastructure.
Cybersecurity Regulations
In the era of digitalization, ensuring the security of electrical systems is paramount. Governments worldwide are enacting cybersecurity regulations to safeguard critical infrastructure. Electrical digital twins, as integral components of these systems, must adhere to stringent security standards. Governments establish policies that mandate robust cybersecurity measures for digital twin solutions, including encryption, access controls, and threat detection. These policies not only protect against cyber threats but also instill confidence in the adoption of digital twin technology.
Data Privacy and Compliance
With the proliferation of data-driven technologies, data privacy and compliance have become significant concerns. Governments have responded by introducing policies and regulations, such as the General Data Protection Regulation (GDPR) in the European Union, to protect individuals' data rights. These policies have a direct impact on the global electrical digital twin market, as organizations must ensure that the data collected and processed by digital twins comply with these regulations. Companies offering digital twin solutions need to implement robust data protection measures to meet these legal requirements.
Research and Development Funding
Many governments allocate substantial funding to support research and development (R&D) initiatives in emerging technologies, including digital twins. These R&D grants and programs incentivize companies and research institutions to innovate and advance digital twin technology. By fostering innovation, governments contribute to the growth of the global electrical digital twin market, driving the development of more sophisticated and capable solutions that benefit various industries.
Export Controls and International Standards
In an increasingly interconnected world, governments also influence the global electrical digital twin market through export controls and participation in international standard-setting bodies. Export controls can impact the transfer of digital twin technology across borders, affecting market access and competitiveness. Additionally, governments collaborate with international organizations to establish standards and best practices for digital twin technology. These standards ensure interoperability and compatibility, facilitating the adoption of digital twins on a global scale.
In conclusion, government policies significantly shape the trajectory of the global electrical digital twin market. Policies related to energy efficiency, grid modernization, cybersecurity, data privacy, research funding, and international standards play pivotal roles in influencing the adoption, development, and regulation of digital twin technology. As governments continue to prioritize sustainability, innovation, and security, their policies will continue to impact the evolution of the electrical digital twin market.
Key Market Challenges
Data Privacy and Security Concerns
One of the most pressing challenges in the global electrical digital twin market is the growing concern over data privacy and security. As electrical systems become increasingly digitized and interconnected, the amount of data generated and processed by digital twins has surged. This data includes sensitive information about critical infrastructure, operational processes, and potentially personally identifiable information (PII). Addressing data privacy and security concerns is paramount to ensure the continued adoption and success of electrical digital twin technology.
Data privacy regulations, such as the European Union's General Data Protection Regulation (GDPR), have strict requirements governing the collection, storage, and processing of personal and sensitive data. Many electrical digital twin applications involve the monitoring and control of infrastructure and equipment, which can result in the collection of data that falls under the purview of these regulations. Ensuring compliance with such regulations is a complex task, as digital twin users must implement robust data anonymization and protection measures.
Cybersecurity is another critical aspect of data protection. Electrical digital twins are prime targets for cyberattacks because of their role in managing critical infrastructure. A breach of a digital twin system could have severe consequences, including service disruptions, equipment damage, and even safety hazards. To address this challenge, organizations must implement robust cybersecurity measures, including encryption, intrusion detection systems, and regular security audits. However, staying ahead of evolving cyber threats remains an ongoing challenge.
The Challenge of Data Ownership:
Another challenge related to data privacy revolves around data ownership. Multiple stakeholders may be involved in the creation and operation of electrical digital twins, including equipment manufacturers, system integrators, and end-users. Determining who owns the data generated by the digital twin and how it can be used can lead to disputes and legal issues. Clear contractual agreements and data ownership policies must be established to mitigate these challenges.
Integration Complexity and Compatibility
The second major challenge facing the global electrical digital twin market is the complexity of integrating digital twins into existing infrastructure and ensuring compatibility with diverse systems and technologies. While digital twins offer numerous benefits, including real-time monitoring and predictive maintenance, their implementation can be hindered by the following integration-related challenges:
Complexity of Existing Infrastructure:
Many electrical systems and grids have evolved over decades, resulting in complex, heterogeneous environments. Integrating digital twins into these legacy systems can be challenging. The digital twin must interface with various hardware and software components, each with its own protocols and standards. Ensuring seamless integration without disrupting ongoing operations is a formidable task.
Interoperability is a critical challenge, particularly in large organizations or industries that rely on multiple vendors and technologies. Different parts of an organization may use different digital twin solutions, and ensuring that these solutions can communicate and share data effectively is a significant hurdle. Standards and protocols that promote interoperability are essential but can be slow to develop and implement.
As organizations grow or expand their infrastructure, digital twins must be scalable to accommodate these changes. Ensuring that a digital twin solution can scale seamlessly without requiring a complete overhaul is a challenge. Additionally, scalability considerations are vital in industries with variable workloads or seasonal demand fluctuations.
Integration with IoT and Emerging Technologies:
As the Internet of Things (IoT) and other emerging technologies become integral to industrial processes, digital twins must seamlessly integrate with these technologies. This requires staying abreast of evolving IoT standards and incorporating them into digital twin solutions. Adapting to new technologies and ensuring backward compatibility with existing systems adds complexity to the integration process.
In summary, the global electrical digital twin market faces significant challenges related to data privacy and security concerns, as well as the complexity of integrating digital twins into existing infrastructure and ensuring compatibility with a diverse range of systems and technologies. Overcoming these challenges will be crucial to unlocking the full potential of electrical digital twin technology and realizing its benefits in terms of improved efficiency, reliability, and sustainability.
Segmental Insights
System Digital Twin Insights
The System Digital Twin segment held the largest Market share in 2022. System Digital Twins provide a holistic representation of entire electrical systems, which can encompass various components, assets, and interconnected networks. This comprehensive view allows organizations to manage and optimize complex electrical infrastructures efficiently. In many industries, electrical systems are interconnected with mechanical, software, and control systems. System Digital Twins have the capacity to integrate these various components, offering a more complete understanding of how different elements interact within an electrical ecosystem. System Digital Twins empower organizations with data-driven insights that can support decision-making processes. By simulating scenarios and analyzing system behaviors in real-time, businesses can make informed choices to improve efficiency, reduce downtime, and enhance performance. System Digital Twins enable predictive maintenance by monitoring the health and performance of electrical systems. This proactive approach can prevent costly equipment failures, reduce maintenance costs, and extend the lifespan of assets. System Digital Twins have applications across multiple industries, including energy, manufacturing, utilities, and smart cities. Their versatility makes them appealing to a wide range of organizations looking to optimize their electrical infrastructure In industries where regulatory compliance is critical, such as healthcare and utilities, System Digital Twins provide a means to ensure that electrical systems meet safety and performance standards. This capability is essential for businesses operating in highly regulated environments. As organizations expand and their electrical systems grow in complexity, System Digital Twins can scale accordingly. They can adapt to changes in infrastructure size and configuration, making them suitable for both small-scale and large-scale operations. System Digital Twins often prioritize interoperability, allowing them to work seamlessly with other digital twin types (e.g., Product and Process Digital Twins) and data sources. This interoperability is crucial in industries where multiple digital twin representations need to communicate and share data effectively.
Asset Performance Management Insights
The Asset Performance Management segment held the largest Market share in 2022. Asset Performance Management, when integrated with electrical digital twins, allows organizations to optimize the maintenance of their electrical assets. This includes predictive maintenance, where digital twins can forecast when equipment may fail, reducing downtime and costs associated with unplanned maintenance. APM focuses on enhancing the reliability of assets by continuously monitoring their performance. Digital twins provide real-time data and insights, allowing organizations to identify and address potential issues before they lead to asset failures or performance degradation. By optimizing asset performance and maintenance schedules, organizations can achieve cost savings. APM-driven by electrical digital twins helps reduce maintenance costs, energy consumption, and the need for emergency repairs. Ensuring the reliability of electrical assets is crucial for safety, especially in industries where electrical failures can lead to hazardous situations. APM supported by digital twins helps maintain the integrity of electrical systems, reducing safety risks. Many industries have strict regulatory requirements related to asset management and maintenance. APM applications can help organizations meet these compliance standards by providing detailed records of asset performance and maintenance activities. Electrical assets often play a significant role in energy consumption. APM applications can leverage digital twins to optimize the efficiency of these assets, leading to reduced energy consumption and lower operational costs. APM applications powered by digital twins provide a wealth of data and insights. This data can support informed decision-making at all levels of an organization, from maintenance technicians to top-level executives. APM solutions can be tailored to specific industries and their unique asset management needs. This industry-specific focus allows for the development of specialized tools and methodologies that can have a significant impact.
Regional Insights
North America
North America is expected to account for the largest share of the global electrical digital twin market in the upcoming years. This is due to the early adoption of digital technologies in the electrical sector in this region. North America is also home to some of the leading players in the electrical digital twin market, such as General Electric, Siemens, and IBM.
The North American electrical digital twin market is dominated by the United States. The US is a leader in the development and adoption of digital technologies in the electrical sector. The US government is also supporting the adoption of electrical digital twins through various initiatives.
Europe
Europe is expected to be the second-largest market for electrical digital twins in forecast period. The European Union has set ambitious targets for renewable energy integration and smart grid development. This is driving the demand for electrical digital twins in the region.
The European electrical digital twin market is expected to grow at a steady CAGR during the forecast period. The European Union has set ambitious targets for renewable energy integration and smart grid development. This is driving the demand for electrical digital twins in the region.
Asia Pacific
Asia Pacific is expected to grow at the fastest CAGR during the forecast period. This is due to the increasing investment in renewable energy and smart grid projects in the region. Asia Pacific is also home to some of the largest electricity markets in the world, such as China and India.
The Asia Pacific electrical digital twin market is expected to grow at the fastest CAGR during the forecast period. This is due to the increasing investment in renewable energy and smart grid projects in the region. Asia Pacific is also home to some of the largest electricity markets in the world, such as China and India.
General Electric Company
Siemens AG
ABB Ltd
Schneider Electric Company
Microsoft Corp.
International Business Machines Corporation
Oracle Corporation
PTC Inc
Software AG
Bentley Systems, Incorporated
In this report, the Global Electrical Digital Twin Market has been segmented into the following categories, in addition to the industry trends which have also been detailed below: