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全球數位雙胞胎市場：按應用、按最終用戶、按類型、按產品供應、按國家/地區 - 分析和預測 (2023-2033)
市場調查報告書
商品編碼
1455866

全球數位雙胞胎市場：按應用、按最終用戶、按類型、按產品供應、按國家/地區 - 分析和預測 (2023-2033)

Global Digital Twin Market: Focus on Application, End User, Type, Product Offering, and Country - Analysis and Forecast, 2023-2033
出版日期: | 出版商: BIS Research | 英文 | 商品交期: 1-5個工作天內

價格
主要市場統計數據
預測期 2023-2033
2023年評估 103億美元
2033年預測 10,364億美元
年複合成長率 58.52%

數位雙胞胎市場是更廣泛的行業格局中快速成長的領域，其特點是快速成長、創新和跨多個行業的廣泛應用。

數位雙胞胎是實體物件、流程、系統或服務的虛擬副本。

該市場是由製造、醫療保健、汽車、航太、能源和城市發展等各個領域對數位化和物聯網實施不斷成長的需求所推動的。當公司尋找提高效率、降低成本以及增強產品和服務的方法時，數位雙胞胎可以透過提供有助於做出更好決策的見解來提供策略優勢。物聯網連接、雲端運算和人工智慧的進步是數位雙胞胎市場的關鍵推動因素，能夠即時收集和分析大量資料。這些技術有助於創建更準確、更動態的數位雙胞胎，可以預測行為、最佳化營運並主動識別潛在故障。

從應用來看，預測性維護領域在全球市場佔據主導地位：

預測性維護正在迅速引領市場，市場規模預計將從 2022 年的 23 億美元成長到 2033 年的 3,659 億美元。這一顯著成長歸因於預測性維護技術在整個行業中的重要性日益增加。這一成長的關鍵驅動力是物聯網和巨量資料分析的進步，它們實現了即時設備監控，顯著減少了停機時間和維護成本。製造業和工業的全球擴張進一步加速了對這些技術的需求。

按類型分類，資產領域在全球市場中佔據主導地位：

資產部門以創新方法引領市場，在數位框架中反映實體資產，實現即時監控、分析和模擬。該行業的市場規模預計將從 2022 年的 27 億美元成長到 2033 年的 4,338 億美元，這主要是由工業資產日益複雜以及提高營運效率和預測性維護的需求所推動的。數位雙胞胎中物聯網、人工智慧和機器學習技術的整合可以準確預測潛在故障並最佳化資產效能，從而減少停機時間和維護成本。未來的成長要素包括人工智慧和機器學習的進一步進步以獲得更深入的見解、整合 5G 以實現即時資料傳輸，以及採用 AR 和 VR 技術來實現身臨其境型資產管理體驗。這些技術進步使資產管理更加準確、高效，推動資產數位雙胞胎市場持續成長。

北美領先數位雙胞胎市場的主要原因是其強大的技術基礎設施、高水準的研發投入以及較早採用物聯網、人工智慧和機器學習等先進技術。該地區受益於領先科技公司和新興企業的強大影響力，這些公司和新創公司不斷創新並突破數位雙胞胎技術的界限。此外，北美的製造、航太和醫療保健等行業正在迅速認知到數位雙胞胎在最佳化業務、降低成本和增強產品開發方面的價值。旨在促進經濟數位轉型和創新的政府支持政策對此予以補充。此外，該地區對永續性和能源效率的關注正在刺激數位雙胞胎的採用，以更有效地管理複雜的系統和流程。

本報告調查了全球數位雙胞胎市場，並提供了市場概況、主要趨勢、法律制度、市場影響因素和市場機會分析、市場規模趨勢和預測、各個細分市場和地區的詳細分析以及競爭資訊。現狀、主要企業簡介等

目錄

執行摘要

第1章 市場

  • 趨勢：當前和未來的影響評估
    • 數位雙胞胎在基礎設施開發中的興起
    • 超個性化
  • 監管狀況
  • 生態系統/正在進行的計劃
  • 數位雙胞胎在工業 5.0 中的作用
  • 按行業分類的用例
  • Start-Ups資金籌措概覽
  • 市場動態概覽
    • 市場促進因素
    • 市場限制因素
    • 市場機會
  • 供應鏈概覽

第2章 應用

  • 使用分類
  • 應用概述
  • 全球數位雙胞胎市場
    • 市場概況
  • 全球數位雙胞胎市場：依應用分類
    • 產品設計開發
    • 效能監控
    • 預測性維護
    • 庫存控制
    • 其他
  • 全球數位雙胞胎市場：依最終用戶分類
  • 全球數位雙胞胎市場：依最終用戶分類
    • 製造業
    • 車
    • 航空
    • 能源/公共事業
    • 衛生保健
    • 物流/零售
    • 其他

第3章 產品

  • 產品概要
  • 全球數位雙胞胎市場
    • 市場概況
  • 全球數位雙胞胎市場：依產品分類
    • 平台
    • 硬體
    • 軟體服務
  • 全球數位雙胞胎市場：按類型
    • 資產數位雙胞胎
    • 流程數位雙胞胎
    • 系統數位雙胞胎
    • 組織數位雙胞胎(DTO)

第4章 區域

  • 區域概況
  • 北美洲
  • 歐洲
  • 亞太地區
  • 其他地區

第5章市場：競爭基準化分析/公司簡介

  • 下一個前沿
  • 地理評估
    • General Electric
    • Microsoft
    • ANSYS, Inc
    • ABB
    • ANDRITZ
    • Bentley Systems
    • Dassault Systemes
    • Honeywell International Inc
    • Robert Bosch Gmbh
    • IBM Corporation
    • Siemens
    • SAP SE

第6章調查方法

Product Code: DTI0903SB

Introduction of Digital Twin

A digital twin is a virtual model designed to accurately reflect a physical object, process, system, or service. This innovative concept leverages the convergence of the Internet of Things (IoT), artificial intelligence (AI), machine learning (ML), and big data analytics to create a dynamic and real-time simulation of a physical entity or system. Digital twins are used across various industries, including manufacturing, healthcare, urban planning, and more, enabling professionals to simulate, predict, and optimize systems before they are built and throughout their lifecycle. The essence of a digital twin technology lies in its ability to bridge the physical and virtual worlds. By gathering data from sensors installed on physical objects, the virtual model can be updated in real time, allowing for simulations that predict how the physical counterpart would behave under different conditions. This capability not only helps in understanding and forecasting the performance and potential issues of the physical counterpart but also facilitates innovation, efficiency, and decision-making processes.

Digital twins can vary in complexity, from simple models that represent a single aspect of the physical entity to highly sophisticated systems that encompass multiple layers of information and interaction. They serve as a critical tool in optimizing operations, maintenance, and product development, offering a holistic view of the entire lifecycle of a product or system. By providing insights that would be difficult or impossible to obtain through traditional methods, digital twins represent a significant leap forward in how humans interact with and understand the physical world around them.

KEY MARKET STATISTICS
Forecast Period2023 - 2033
2023 Evaluation$10.3 Billion
2033 Forecast$1,036.4 Billion
CAGR58.52%

Market Introduction

The digital twin market represents a burgeoning sector within the broader technology landscape, characterized by rapid growth, innovation, and wide-ranging applications across multiple industries. At its core, a digital twin is a virtual replica of a physical object, process, system, or service.

The market is driven by the increasing demand for digitalization and the adoption of IoT across various sectors, including manufacturing, healthcare, automotive, aerospace, energy, and urban development. Businesses are seeking ways to improve efficiency, reduce costs, and enhance product and service offerings, with digital twins providing a strategic advantage by offering insights that lead to better decision-making. Advancements in IoT connectivity, cloud computing, and AI are crucial enablers of the digital twin market, allowing for the collection and analysis of vast amounts of data in real time. These technologies facilitate the creation of more accurate and dynamic digital twins that can predict behaviors, optimize operations, and identify potential failures before they occur.

Industrial Impact

The industrial impact of the digital twin market is profound and far-reaching, fundamentally transforming how industries operate, innovate, and compete. By providing a virtual representation of physical assets, processes, or systems, digital twins enable businesses to simulate, predict, and optimize their operations in ways previously unimaginable. In manufacturing, for instance, digital twins are revolutionizing production processes by allowing for real-time monitoring and predictive maintenance, significantly reducing downtime and increasing efficiency. This leads to lower operational costs and higher product quality, enhancing competitiveness in a global market.

In the realm of infrastructure and construction, digital twin facilitates the detailed planning and management of large-scale projects, improving decision-making and risk management. By simulating different scenarios and analyzing potential impacts, project managers can anticipate problems before they occur, ensuring smoother project execution and better resource allocation. The energy sector benefits from digital twins through optimized asset management and grid operation, contributing to more sustainable energy systems. By predicting equipment failures and optimizing energy distribution, companies can reduce waste and enhance reliability, supporting the transition to greener energy sources.

Market Segmentation:

Segmentation 1: by Application

  • Product Design Development
  • Performance Monitoring
  • Predictive Maintenance
  • Inventory Management
  • Others

Predictive Maintenance Segment to Dominate the Global Digital Twin Market (by Application)

Predictive maintenance is rapidly leading the market in application sectors, with its value expected to grow from $2.3 billion in 2022 to an estimated $365.9 billion by 2033. This significant growth is attributed to a confluence of driving factors that underscore the increasing importance of predictive maintenance technologies across industries. The key drivers behind this growth are advances in IoT and big data analytics that have enabled real-time equipment monitoring, drastically reducing downtime and maintenance costs. The expansion of manufacturing and industrial sectors globally has further spurred the demand for such technologies.

Segmentation 2: by End User

  • Manufacturing
  • Automotive
  • Aviation
  • Energy and Utilities
  • Healthcare
  • Logistics and Retail
  • Others

Segmentation 3: by Type

  • Asset Digital Twin
  • Process Digital Twin
  • System Digital Twin
  • Digital Twin of an Organization (DTO)

Asset Digital Twin Segment to Dominate the Global Digital Twin Market (by Type)

The asset digital twin segment is leading the market due to its innovative approach to mirroring physical assets in a digital framework, enabling real-time monitoring, analysis, and simulation. This segment's market value, projected to grow from $2.7 billion in 2022 to $433.8 billion by 2033, is primarily driven by the increasing complexity of industrial assets and the need for enhanced operational efficiency and predictive maintenance. The integration of IoT, AI, and ML technologies within digital twins allows for the precise prediction of potential failures and optimization of asset performance, thereby reducing downtime and maintenance costs. Future growth factors include the further advancement of AI and ML for deeper insights, the integration of 5G for real-time data transmission, and the adoption of AR and VR technologies for immersive asset management experiences. These technological advancements will enable more accurate and efficient asset management practices, fostering the continued growth of the asset digital twin market.

Segmentation 4: by Product Offering

  • Platforms
  • Hardware
  • Support Services

Segmentation 5: by Region

  • North America - U.S. and Canada
  • Europe - U.K., Germany, France, Russia, and Rest-of-the-Europe
  • Asia-Pacific - China, India, Japan, and Rest-of-Asia-Pacific
  • Rest-of-the-World - Latin America and Middle East and Africa

North America is leading the digital twin market primarily due to its robust technological infrastructure, high levels of investment in research and development, and the early adoption of advanced technologies such as IoT, AI, and machine learning. The region benefits from a strong presence of leading technology companies and start-ups that continuously innovate and push the boundaries of digital twin technology. Furthermore, industries across North America, including manufacturing, aerospace, and healthcare, have been quick to recognize the value of digital twins in optimizing operations, reducing costs, and enhancing product development. This has been complemented by supportive government policies aimed at fostering digital transformation and innovation within the economy. Additionally, the region's focus on sustainability and energy efficiency has spurred the adoption of digital twins to manage complex systems and processes more effectively.

Recent Developments in the Global Digital Twin Market

In December 2023, Siemens signed a collaboration with Intel on advanced semiconductor manufacturing, which aimed to improve production efficiency and sustainability throughout the value chain. The collaboration explored initiatives such as optimizing energy management and mitigating carbon footprints throughout the value chain. A notable aspect involved investigating the use of digital twins for complex manufacturing facilities, aiming to standardize solutions and enhance efficiency in every aspect of the process.

  • In September 2023, GE Vernova launched a new product, an AI-powered carbon emissions management software for the energy sector. Utilization of this new software would enable precise measurement, management, and operationalization of insights aimed at lowering carbon emissions. With the use of a reconciliation algorithm and digital twin technology driven by machine learning (ML) and data analytics, the software aimed to increase the accuracy of greenhouse gas (GHG) calculations on scope one gas turbines by as much as 33%.
  • In April 2023, Siemens signed a partnership with IBM to create an integrated software solution for systems engineering, service lifecycle management, and asset management. The collaboration aimed to support traceability and sustainable product development across mechanical, electronics, electrical, and software engineering domains. The new suite, based on SysML v1 standards, would utilize a digital thread to link design, manufacturing, operations, maintenance, updates, and end-of-life management throughout the product lifecycle.

How can this report add value to an organization?

Product/Innovation Strategy: The product segment helps the reader understand the different types of products available for deployment globally. Moreover, the study provides the reader with a detailed understanding of the global digital twin market based on application (product design development, performance monitoring, predictive maintenance, inventory management, and others), and by end user (manufacturing, automotive, aviation, energy and utilities, healthcare, logistics and retail, and others), on the basis product offering (platform, hardware, and software service), and by type(Asset Digital Twin, Process Digital Twin, System Digital Twin, and Digital Twin of an Organization (DTO).

Growth/Marketing Strategy: The global digital twin market has seen major development by key players operating in the market, such as business expansion, partnership, collaboration, and joint venture. The favored strategy for the companies has been partnerships and contracts to strengthen their position in the global digital twin market. For instance, in May 2023, Dassault Systemes signed a partnership with Envision Digital to optimize the performance of sustainable energy solutions. This partnership involved the connection of Envision Digital's EnOS real-time asset operations data with a virtual twin of asset engineering and manufacturing on Dassault Systemes' 3DEXPERIENCE platform.

Methodology: The research methodology design adopted for this specific study includes a mix of data collected from primary and secondary data sources. Both primary resources (key players, market leaders, and in-house experts) and secondary research (a host of paid and unpaid databases), along with analytical tools, are employed to build the predictive and forecast models.

Data and validation have been taken into consideration from both primary sources as well as secondary sources.

Key Considerations and Assumptions in Market Engineering and Validation

  • Detailed secondary research has been done to ensure maximum coverage of manufacturers/suppliers operational in a country.
  • Based on the classification, the average selling price (ASP) has been calculated using the weighted average method.
  • The currency conversion rate has been taken from the historical exchange rate of Oanda and/or other relevant websites.
  • Any economic downturn in the future has not been taken into consideration for the market estimation and forecast.
  • The base currency considered for the market analysis is US$. Currencies other than the US$ have been converted to the US$ for all statistical calculations, considering the average conversion rate for that particular year.
  • The term "product" in this document may refer to "hardware and software" as and where relevant.
  • The term "manufacturers/suppliers" may refer to "systems providers" or "technology providers" as and where relevant.

Primary Research

The primary sources involve experts from various digital twin technology solution and service providers. Respondents such as CEOs, vice presidents, marketing directors, and technology and innovation directors have been interviewed to obtain and verify both qualitative and quantitative aspects of this research study.

Secondary Research

This study involves the usage of extensive secondary research, company websites, directories, and annual reports. It also makes use of databases, such as Spacenews, Businessweek, and others, to collect effective and useful information for a market-oriented, technical, commercial, and extensive study of the global market. In addition to the data sources, the study has been undertaken with the help of other data sources and websites, such as www.nasa.gov.

Secondary research was done to obtain critical information about the industry's value chain, the market's monetary chain, revenue models, the total pool of key players, and the current and potential use cases and applications.

Key Market Players and Competition Synopsis

The companies that are profiled have been selected based on thorough secondary research, which includes analyzing company coverage, product portfolio, market penetration, and insights gathered from primary experts.

The global digital twin market comprises key players who have established themselves thoroughly and have the proper understanding of the market, accompanied by start-ups who are looking forward to establishing themselves in this highly competitive market. In 2022, the global digital twin market was dominated by established players, accounting for 71% of the market share, whereas start-ups managed to capture 29% of the market.

Some prominent names established in this market are:

  • Ansys Inc.
  • ABB Ltd.
  • Andritz Group
  • Bentley Systems
  • Siemens AG
  • Dassault Systemes
  • IBM Corporation
  • SAP SE
  • Robert Bosch GMBH
  • Honeywell International Inc
  • Microsoft
  • General Electric

Table of Contents

Executive Summary

Scope and Definition

1 Markets

  • 1.1 Trends: Current and Future Impact Assessment
    • 1.1.1 Rise of Digital Twins in Infrastructure Development
    • 1.1.2 Hyper-Personalization
  • 1.2 Regulatory Landscape
  • 1.3 Ecosystem/Ongoing Programs
    • 1.3.1 Project PLATEAU
  • 1.4 Role of Digital Twin in Industry 5.0
  • 1.5 Use Cases by Industry
  • 1.6 Startup Funding Summary
  • 1.7 Market Dynamics Overview
    • 1.7.1 Market Drivers
      • 1.7.1.1 Increasing Adoption of AI, ML, IoT, Data Analytics, and 5G
      • 1.7.1.2 Increasing Investment in Digital Twin City
    • 1.7.2 Market Restraints
      • 1.7.2.1 Technical Hurdles in Digital Twin Implementation
      • 1.7.2.2 Scaling and High Fidelity
    • 1.7.3 Market Opportunities
      • 1.7.3.1 Increasing Use of Digital Twin across Various Industries
  • 1.8 Supply Chain Overview

2 Application

  • 2.1 Application Segmentation
  • 2.2 Application Summary
  • 2.3 Global Digital Twin Market
    • 2.3.1 Market Overview
  • 2.4 Global Digital Twin Market (by Application)
    • 2.4.1 Product Design Development
    • 2.4.2 Performance Monitoring
    • 2.4.3 Predictive Maintenance
    • 2.4.4 Inventory Management
    • 2.4.5 Others
  • 2.5 Global Digital Twin Market (by End User)
  • 2.6 Global Digital Twin Market (by End User)
    • 2.6.1 Manufacturing
    • 2.6.2 Automotive
    • 2.6.3 Aviation
    • 2.6.4 Energy and Utilities
    • 2.6.5 Healthcare
    • 2.6.6 Logistics and Retail
    • 2.6.7 Others

3 Products

  • 3.1 Product Summary
  • 3.2 Global Digital Twin Market
    • 3.2.1 Market Overview
  • 3.3 Global Digital Twin Market (by Product Offering)
    • 3.3.1 Platforms
    • 3.3.2 Hardware
    • 3.3.3 Software Services
  • 3.4 Global Digital Twin Market (by Type)
    • 3.4.1 Asset Digital Twin
    • 3.4.2 Process Digital Twin
    • 3.4.3 System Digital Twin
    • 3.4.4 Digital Twin of an Organization (DTO)

4 Regions

  • 4.1 Regional Summary
  • 4.2 North America
    • 4.2.1 Regional Overview
    • 4.2.2 Driving Factors for Market Growth
    • 4.2.3 Factors Challenging the Market
    • 4.2.4 Application
    • 4.2.5 Product
    • 4.2.6 U.S.
    • 4.2.7 Application
    • 4.2.8 Product
    • 4.2.9 Canada
    • 4.2.10 Application
    • 4.2.11 Product
  • 4.3 Europe
    • 4.3.1 Regional Overview
    • 4.3.2 Driving Factors for Market Growth
    • 4.3.3 Factors Challenging the Market
    • 4.3.4 Application
    • 4.3.5 Product
    • 4.3.6 France
    • 4.3.7 Application
    • 4.3.8 Product
    • 4.3.9 Germany
    • 4.3.10 Application
    • 4.3.11 Product
    • 4.3.12 U.K.
    • 4.3.13 Application
    • 4.3.14 Product
    • 4.3.15 Russia
    • 4.3.16 Application
    • 4.3.17 Product
    • 4.3.18 Rest-of-Europe
    • 4.3.19 Application
    • 4.3.20 Product
  • 4.4 Asia-Pacific
    • 4.4.1 Regional Overview
    • 4.4.2 Driving Factors for Market Growth
    • 4.4.3 Factors Challenging the Market
    • 4.4.4 Application
    • 4.4.5 Product
    • 4.4.6 China
    • 4.4.7 Application
    • 4.4.8 Product
    • 4.4.9 India
    • 4.4.10 Application
    • 4.4.11 Product
    • 4.4.12 Japan
    • 4.4.13 Application
    • 4.4.14 Product
    • 4.4.15 Rest-of-Asia-Pacific
    • 4.4.16 Application
    • 4.4.17 Product
  • 4.5 Rest-of-the-World
    • 4.5.1 Regional Overview
    • 4.5.2 Driving Factors for Market Growth
    • 4.5.3 Factors Challenging the Market
    • 4.5.4 Application
    • 4.5.5 Product
    • 4.5.6 Latin America
    • 4.5.7 Regional Overview
    • 4.5.8 Application
    • 4.5.9 Product
    • 4.5.10 Middle East and Africa
    • 4.5.11 Regional Overview
    • 4.5.12 Application
    • 4.5.13 Product

5 Markets - Competitive Benchmarking & Company Profiles

  • 5.1 Next Frontiers
  • 5.2 Geographic Assessment
    • 5.2.1 General Electric
      • 5.2.1.1 Overview
      • 5.2.1.2 Top Products/Product Portfolio
      • 5.2.1.3 Top Competitors
      • 5.2.1.4 Target Customers
      • 5.2.1.5 Key Personnel
      • 5.2.1.6 Analyst View
      • 5.2.1.7 Market Share, 2023
    • 5.2.2 Microsoft
      • 5.2.2.1 Overview
      • 5.2.2.2 Top Products/Product Portfolio
      • 5.2.2.3 Top Competitors
      • 5.2.2.4 Target Customers
      • 5.2.2.5 Key Personnel
      • 5.2.2.6 Analyst View
      • 5.2.2.7 Market Share, 2023
    • 5.2.3 ANSYS, Inc
      • 5.2.3.1 Overview
      • 5.2.3.2 Top Products/Product Portfolio
      • 5.2.3.3 Top Competitors
      • 5.2.3.4 Target Customers
      • 5.2.3.5 Key Personnel
      • 5.2.3.6 Analyst View
      • 5.2.3.7 Market Share, 2023
    • 5.2.4 ABB
      • 5.2.4.1 Overview
      • 5.2.4.2 Top Products/Product Portfolio
      • 5.2.4.3 Top Competitors
      • 5.2.4.4 Target Customers
      • 5.2.4.5 Key Personnel
      • 5.2.4.6 Analyst View
      • 5.2.4.7 Market Share, 2023
    • 5.2.5 ANDRITZ
      • 5.2.5.1 Overview
      • 5.2.5.2 Top Products/Product Portfolio
      • 5.2.5.3 Top Competitors
      • 5.2.5.4 Target Customers
      • 5.2.5.5 Key Personnel
      • 5.2.5.6 Analyst View
      • 5.2.5.7 Market Share, 2023
    • 5.2.6 Bentley Systems
      • 5.2.6.1 Overview
      • 5.2.6.2 Top Products/Product Portfolio
      • 5.2.6.3 Top Competitors
      • 5.2.6.4 Target Customers
      • 5.2.6.5 Key Personnel
      • 5.2.6.6 Analyst View
      • 5.2.6.7 Market Share, 2023
    • 5.2.7 Dassault Systemes
      • 5.2.7.1 Overview
      • 5.2.7.2 Top Products/Product Portfolio
      • 5.2.7.3 Top Competitors
      • 5.2.7.4 Target Customers
      • 5.2.7.5 Key Personnel
      • 5.2.7.6 Analyst View
      • 5.2.7.7 Market Share, 2023
    • 5.2.8 Honeywell International Inc
      • 5.2.8.1 Overview
      • 5.2.8.2 Top Products/Product Portfolio
      • 5.2.8.3 Top Competitors
      • 5.2.8.4 Target Customers
      • 5.2.8.5 Key Personnel
      • 5.2.8.6 Analyst View
      • 5.2.8.7 Market Share, 2023
    • 5.2.9 Robert Bosch Gmbh
      • 5.2.9.1 Overview
      • 5.2.9.2 Top Products/Product Portfolio
      • 5.2.9.3 Top Competitors
      • 5.2.9.4 Target Customers
      • 5.2.9.5 Key Personnel
      • 5.2.9.6 Analyst View
      • 5.2.9.7 Market Share, 2023
    • 5.2.10 IBM Corporation
      • 5.2.10.1 Overview
      • 5.2.10.2 Top Products/Product Portfolio
      • 5.2.10.3 Top Competitors
      • 5.2.10.4 Target Customers
      • 5.2.10.5 Key Personnel
      • 5.2.10.6 Analyst View
      • 5.2.10.7 Market Share, 2023
    • 5.2.11 Siemens
      • 5.2.11.1 Overview
      • 5.2.11.2 Top Products/Product Portfolio
      • 5.2.11.3 Top Competitors
      • 5.2.11.4 Target Customers
      • 5.2.11.5 Key Personnel
      • 5.2.11.6 Analyst View
      • 5.2.11.7 Market Share, 2023
    • 5.2.12 SAP SE
      • 5.2.12.1 Overview
      • 5.2.12.2 Top Products/Product Portfolio
      • 5.2.12.3 Top Competitors
      • 5.2.12.4 Target Customers
      • 5.2.12.5 Key Personnel
      • 5.2.12.6 Analyst View
      • 5.2.12.7 Market Share, 2023

6 Research Methodology

  • 6.1 Data Sources
    • 6.1.1 Primary Data Sources
    • 6.1.2 Secondary Data Sources
    • 6.1.3 Data Triangulation
  • 6.2 Market Estimation and Forecast

List of Figures

  • Figure 1: Global Digital Twin Market (by Region), $Billion, 2022, 2023, and 2033
  • Figure 2: Global Digital Twin Market (by Application), $Billion, 2022, 2023, and 2033
  • Figure 3: Global Digital Twin Market (by End User), $Billion, 2022, 2023, and 2033
  • Figure 4: Global Digital Twin Market (by Product Offering), $Billion, 2022, 2023, and 2033
  • Figure 5: Global Digital Twin Market (by Type), $Billion, 2022, 2023, and 2033
  • Figure 6: Digital Twin, Recent Developments
  • Figure 7: Impact Analysis of Market Navigating Factors, 2022-2033
  • Figure 8: Supply Chain and Risks within the Supply Chain
  • Figure 9: U.S. Digital Twin Market, $Billion, 2022-2033
  • Figure 10: Canada Digital Twin Market, $Billion, 2022-2033
  • Figure 11: France Digital Twin Market, $Billion, 2022-2033
  • Figure 12: Germany Digital Twin Market, $Billion, 2022-2033
  • Figure 13: U.K. Digital Twin Market, $Billion, 2022-2033
  • Figure 14: Russia Digital Twin Market, $Billion, 2022-2033
  • Figure 15: Rest-of-Europe Digital Twin Market, $Billion, 2022-2033
  • Figure 16: China Digital Twin Market, $Billion, 2022-2033
  • Figure 17: India Digital Twin Market, $Billion, 2022-2033
  • Figure 18: Japan Digital Twin Market, $Billion, 2022-2033
  • Figure 19: Rest-of-Asia-Pacific Digital Twin Market, $Billion, 2022-2033
  • Figure 20: Latin America Digital Twin Market, $Billion, 2022-2033
  • Figure 21: Strategic Initiatives, 2020-2023
  • Figure 22: Share of Strategic Initiatives, 2020-2023
  • Figure 23: Data Triangulation
  • Figure 24: Top-Down and Bottom-Up Approach
  • Figure 25: Assumptions and Limitations

List of Tables

  • Table 1: Market Snapshot
  • Table 2: Global Digital Twin Market, Opportunities across Regions
  • Table 3: Funding and Investment Scenario, February 2022-February 2024
  • Table 4: Global Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 5: Global Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 6: Global Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 7: Global Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 8: Global Digital Twin Market (by Region), $Billion, 2022-2033
  • Table 9: North America Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 10: North America Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 11: North America Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 12: North America Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 13: U.S. Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 14: U.S. Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 15: U.S. Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 16: U.S. Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 17: Canada Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 18: Canada Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 19: Canada Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 20: Canada Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 21: Europe Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 22: Europe Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 23: Europe Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 24: Europe Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 25: France Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 26: France Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 27: France Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 28: France Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 29: Germany Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 30: Germany Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 31: Germany Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 32: Germany Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 33: U.K. Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 34: U.K. Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 35: U.K. Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 36: U.K. Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 37: Russia Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 38: Russia Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 39: Russia Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 40: Russia Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 41: Rest-of-Europe Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 42: Rest-of-Europe Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 43: Rest-of-Europe Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 44: Rest-of-Europe Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 45: Asia-Pacific Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 46: Asia-Pacific Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 47: Asia-Pacific Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 48: Asia-Pacific Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 49: China Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 50: China Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 51: China Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 52: China Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 53: India Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 54: India Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 55: India Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 56: India Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 57: Japan Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 58: Japan Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 59: Japan Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 60: Japan Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 61: Rest-of-Asia-Pacific Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 62: Rest-of-Asia-Pacific Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 63: Rest-of-Asia-Pacific Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 64: Rest-of-Asia-Pacific Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 65: Rest-of-the-World Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 66: Rest-of-the-World Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 67: Rest-of-the-World Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 68: Rest-of-the-World Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 69: Latin America Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 70: Latin America Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 71: Latin America Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 72: Latin America Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 73: Middle East and Africa Digital Twin Market (by End User), $Billion, 2022-2033
  • Table 74: Middle East and Africa Digital Twin Market (by Application), $Billion, 2022-2033
  • Table 75: Middle East and Africa Digital Twin Market (by Type), $Billion, 2022-2033
  • Table 76: Middle East and Africa Digital Twin Market (by Product Offering), $Billion, 2022-2033
  • Table 77: Market Share, 2022