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市場調査レポート

仮想センサーの世界市場 2023年までの予測:コンポーネント・展開方式・エンドユーザー (プロセス産業、自動車・輸送機械、石油・ガス)・地域別

Virtual Sensors Market by Component (Solutions and Services), Deployment Mode (Cloud and On-Premises), End User (Process Industry - Manufacturing and Utilities, Automotive and Transportation, and Oil and Gas), and Region - Global Forecast to 2023

発行 MarketsandMarkets 商品コード 825109
出版日 ページ情報 英文 98 Pages
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仮想センサーの世界市場 2023年までの予測:コンポーネント・展開方式・エンドユーザー (プロセス産業、自動車・輸送機械、石油・ガス)・地域別 Virtual Sensors Market by Component (Solutions and Services), Deployment Mode (Cloud and On-Premises), End User (Process Industry - Manufacturing and Utilities, Automotive and Transportation, and Oil and Gas), and Region - Global Forecast to 2023
出版日: 2019年04月16日 ページ情報: 英文 98 Pages
概要

世界の仮想センサー市場は、2018年には2億3500万米ドル、2023年には9億1000万米ドルと、31.1%のCAGR (複合年間成長率) で成長する見通しです。市場成長の主な要因として、予知保全の利用増加や、時間・費用削減の可能性、IoTやクラウドプラットフォームの普及などが挙げられます。エンドユーザー別ではプロセス製造業向けが最大のシェアを占め、また地域別ではアジア太平洋地域市場が今後大幅に成長する見込みです。

当レポートでは、世界の仮想センサー (バーチャルセンサー) の市場について分析し、市場の基本構造や最新情勢、主な市場促進・阻害要因、市場動向の見通し (過去3年間・今後5年間分)、コンポーネント別・展開方式別・エンドユーザー別・地域別の詳細動向、市場競争の状態、主要企業のプロファイルなどを調査しております。

4.1 ATTRACTIVE OPPORTUNITIES IN THE VIRTUAL SENSORS MARKET

第1章 イントロダクション

第2章 分析手法

第3章 エグゼクティブ・サマリー

第4章 重要考察

第5章 市場概要

  • イントロダクション
  • 市場のダイナミクス
    • 促進要因
      • 予知保全と、時間・費用の潜在的な削減効果 (物理センサーと比較して)
      • IoT (モノのインターネット) およびクラウド・プラットフォームの普及
      • IIoT (産業用IoT):設計・製造分野での利用
    • 抑制要因
      • IoTやクラウドプラットフォームの利用に伴う、データセキュリティ関連のリスク
    • 市場機会
      • 自動車・航空宇宙産業向け仮想センサー:明るい将来展望
    • 課題
      • 仮想センサー導入の利点に関する認識不足
      • 熟練労働者・技術ノウハウの不足
  • 産業動向
    • 利用事例 (Smartuqllc、Algorithmica Technologies、Honeywell、Osisoft、Modelway)

第6章 仮想センサー市場:コンポーネント別

  • イントロダクション
  • ソリューション
  • サービス

第7章 仮想センサー市場:展開方式別

  • イントロダクション
  • クラウド
  • オンプレミス

第8章 仮想センサー市場:エンドユーザー別

  • イントロダクション
  • 石油・ガス
  • 自動車・輸送機械
  • プロセス工業
  • 電気・電子機器、家電製品
  • 医療
  • 化学
  • 航空・防衛
  • その他

第9章 仮想センサー市場:地域別

  • イントロダクション
  • 北米 (米国、カナダ)
  • 欧州 (英国、ドイツ、フランスなど)
  • アジア太平洋地域 (中国、日本、インドなど)
  • 他の国々 (RoW)

第10章 競争環境

  • 企業戦略の方向性:マッピング (4区分)
    • 先駆的企業
    • 革新的企業
    • 活動的企業
    • 新規企業

第11章 企業プロファイル

  • GENERAL ELECTRIC
  • CISCO
  • HONEYWELL
  • SIEMENS
  • SCHNEIDER ELECTRIC
  • ELLIPTIC LABS
  • ALGORITHMICA TECHNOLOGIES
  • EXPUTEC
  • TACTILE MOBILITY
  • INTELLIDYNAMICS
  • ANDATA
  • ASPEN TECHNOLOGY
  • OSISOFT
  • MODELWAY
  • LMI TECHNOLOGIES

第12章 付録

図表

LIST OF TABLES

  • TABLE 1: FACTOR ANALYSIS
  • TABLE 2: VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2016-2023 (USD MILLION)
  • TABLE 3: SOLUTIONS: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 4: SERVICES: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 5: VIRTUAL SENSORS MARKET SIZE, BY DEPLOYMENT MODE, 2016-2023 (USD MILLION)
  • TABLE 6: CLOUD: VIRTUAL SENSORMARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 7: ON-PREMISES: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 8: VIRTUAL SENSORS MARKET SIZE, BY END USER, 2016-2023 (USD MILLION)
  • TABLE 9: OIL AND GAS: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 10: AUTOMOTIVE AND TRANSPORTATION: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 11: PROCESS INDUSTRY - MANUFACTURING AND UTILITIES: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 12: ELECTRICAL, ELECTRONICS, AND CONSUMER TECHNOLOGY: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 13: HEALTHCARE: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 14: CHEMICALS: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 15: AERONAUTICS AND DEFENSE: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 16: OTHERS: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 17: VIRTUAL SENSORS MARKET SIZE, BY REGION, 2016-2023 (USD MILLION)
  • TABLE 18: NORTH AMERICA: VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2016-2023 (USD MILLION)
  • TABLE 19: NORTH AMERICA: VIRTUAL SENSORS MARKET SIZE, BY DEPLOYMENT TYPE, 2016-2023 (USD MILLION)
  • TABLE 20: NORTH AMERICA: VIRTUAL SENSORS MARKET SIZE, BY END USER, 2016-2023 (USD MILLION)
  • TABLE 21: NORTH AMERICA: VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2016-2023 (USD MILLION)
  • TABLE 22: EUROPE: VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2016-2023 (USD MILLION)
  • TABLE 23: EUROPE: VIRTUAL SENSORS MARKET SIZE, BY DEPLOYMENT TYPE, 2016-2023 (USD MILLION)
  • TABLE 24: EUROPE: VIRTUAL SENSORS MARKET SIZE, BY END USER, 2016-2023 (USD MILLION)
  • TABLE 25: EUROPE: VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2016-2023 (USD MILLION)
  • TABLE 26: ASIA PACIFIC: VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2016-2023 (USD MILLION)
  • TABLE 27: ASIA PACIFIC: VIRTUAL SENSORS MARKET SIZE, BY DEPLOYMENT TYPE, 2016-2023 (USD MILLION)
  • TABLE 28: ASIA PACIFIC: VIRTUAL SENSORS MARKET SIZE, BY VERTICAL, 2016-2023 (USD MILLION)
  • TABLE 29: ASIA PACIFIC: VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2016-2023 (USD MILLION)
  • TABLE 30: ROW: VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2016-2023 (USD MILLION)
  • TABLE 31: ROW: VIRTUAL SENSORS MARKET SIZE, BY DEPLOYMENT TYPE, 2016-2023 (USD MILLION)
  • TABLE 32: ROW: VIRTUAL SENSORS MARKET SIZE, BY VERTICAL, 2016-2023 (USD MILLION)
  • TABLE 33: ROW: VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2016-2023 (USD MILLION)

LIST OF FIGURES

  • FIGURE 1: VIRTUAL SENSORS MARKET: RESEARCH DESIGN
  • FIGURE 2: RESEARCH METHODOLOGY
  • FIGURE 3: MARKET BREAKUP AND DATA TRIANGULATION
  • FIGURE 4: LIMITATIONS OF THE STUDY
  • FIGURE 5: VIRTUAL SENSORS MARKET SIZE, 2016-2023 (USD MILLION)
  • FIGURE 6: VIRTUAL SENSORS MARKET ANALYSIS
  • FIGURE 7: FASTEST-GROWING SEGMENTS IN THE VIRTUAL SENSORS MARKET, 2018-2023
  • FIGURE 8: INCREASING USE OF PREDICTIVE MAINTENANCE TECHNIQUES TO DRIVE THE MARKET GROWTH DURING THE FORECAST PERIOD
  • FIGURE 9: SOLUTIONS SEGMENT TO LEAD THE VIRTUAL SENSORS MARKET DURING THE FORECAST PERIOD
  • FIGURE 10: ON-PREMISES SEGMENT TO LEAD THE VIRTUAL SENSORS MARKET DURING THE FORECAST PERIOD
  • FIGURE 11: PROCESS INDUSTRY-MANUFACTURING AND UTILITIES SEGMENT TO BE THE LEADING END USER FOR THE VIRTUAL SENSORS MARKET IN 2018
  • FIGURE 12: VIRTUAL SENSORS MARKET: MARKET INVESTMENT SCENARIO
  • FIGURE 13: VIRTUAL SENSORS: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
  • FIGURE 14: SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
  • FIGURE 15: ON-PREMISES SEGMENT TO LEAD THE VIRTUAL SENSORS MARKET IN 2018
  • FIGURE 16: PROCESS INDUSTRY - MANUFACTURING AND UTILITIES SEGMENT TO DOMINATE THE VIRTUAL SENSORS MARKET IN 2018
  • FIGURE 17: NORTH AMERICA TO HOLD THE HIGHEST MARKET SHARE IN 2018
  • FIGURE 18: ASIA PACIFIC TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD
  • FIGURE 19: NORTH AMERICA: MARKET SNAPSHOT
  • FIGURE 20: ASIA PACIFIC: MARKET SNAPSHOT
  • FIGURE 21: VIRTUAL SENSORS MARKET, COMPETITIVE LEADERSHIP MAPPING, 2019
  • FIGURE 22: GENERAL ELECTRIC: COMPANY SNAPSHOT
  • FIGURE 23: SWOT ANALYSIS: GENERAL ELECTRIC
  • FIGURE 24: CISCO: COMPANY SNAPSHOT
  • FIGURE 25: SWOT ANALYSIS: CISCO
  • FIGURE 26: HONEYWELL: COMPANY SNAPSHOT
  • FIGURE 27: SWOT ANALYSIS: HONEYWELL
  • FIGURE 28: SIEMENS: COMPANY SNAPSHOT
  • FIGURE 29: SWOT ANALYSIS: SIEMENS
  • FIGURE 30: SCHNEIDER ELECTRIC: COMPANY SNAPSHOT
  • FIGURE 31: SWOT ANALYSIS: SCHNEIDER ELECTRIC
目次
Product Code: TC 7041

"Potential reduction in the time and cost required for product development through the implementation of a virtual sensor to drive the virtual sensors market"

The global virtual sensors market size is expected to grow from USD 235 million in 2018 to USD 910 million by 2023, at a Compound Annual Growth Rate (CAGR) of 31.1% during the forecast period. The virtual sensors market's major growth factors are the use of predictive maintenance, potential reduction in the time and cost compared to physical sensors, and rising adoption of the IoT cloud platforms. However, lack of awareness related to the cost benefit of the adoption of virtual sensors is hindering the adoption of virtual sensors.

Services segment to grow at the highest CAGR during the forecast period

Services are an integral part of the virtual sensors market. The services associated with virtual sensor solutions play a vital role in the efficient and effective functioning of the virtual sensor solutions. The services include deployment and integration, training and consulting, and support and maintenance. The services provide assistance during the different phases of planning, deploying, and maintaining, the virtual sensor solutions. They are vital for successful deployment of virtual sensor solutions across industries. With the rise in adoption of virtual sensor solution, the demand for services is also expected to increase.

Process industry-manufacturing and utilities segment to hold the largest market size during the forecast period

In process industry-manufacturing and utilities industries, industrial digitalization is one of the important criteria for optimizing the manufacturing processes of robots, industrial machines, and processing setups. However, virtual sensors along with AI and IoT have been adopted by process industry-manufacturers /Original Equipment Manufacturers (OEMs) as the use of these technologies collectively enables machinery designing without using design prototypes, process optimization, remote monitoring, and timely data delivery in the manufacturing plants, which is an important factor that drives the virtual sensors market for discrete industries. Virtual sensor solutions are used to implement an enterprise asset management and life cycle service strategy, which has been majorly beneficial for both the OEMs and the owner-operators.

Asia Pacific to record the highest growth rate during the forecast period

APAC is expected to grow at the highest CAGR during the forecast period, due to the increasing demand for virtual sensor solutions and services. Major APAC economies, such as China, Australia, Japan, and India, provide huge opportunities for vendors of virtual sensor solutions and services in the region. Meanwhile, North America is projected to hold the largest market size during the forecast period.

In-depth interviews were conducted with Chief Executive Officers (CEOs), marketing directors, other innovation and technology directors, and executives from various key organizations operating in the virtual sensors marketplace.

  • By company type: Tier 1: 38%, Tier 2: 42%, and Tier 3: 20%
  • By designation: C-level: 40%, D-level: 35%, and Others: 25%
  • By region: North America: 35%, Europe: 27%, APAC: 23%, MEA: 10%, and Latin America: 5%

Major vendors offering virtual sensor solutions and services across the globe include: General Electric (US), Cisco (US), Honeywell (US), Siemens (Germany), Schneider Electric (France), Elliptic Labs (Norway), algorithmica technologies (Germany), EXPUTEC (Austria), TACTILE MOBILITY (Israel), IntelliDynamics (US), ANDATA (Austria), Aspen Technology (US), OSIsoft (US), Modelway (Italy), and LMI Technologies (Canada).

The study includes an in-depth competitive analysis of these key players in the virtual sensors market with their company profiles, recent developments, and key market strategies.

Research Coverage:

The market study covers the virtual sensors market size across segments. It aims at estimating the market size and the growth potential of this market across segments, such as components, deployment types, end users, and regions. The study also includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.

Key Benefits of Buying the Report:

The report would help the market leaders/new entrants in this market with the information on the closest approximations of the revenue numbers for the overall virtual sensors market and subsegments. This report would help stakeholders understand the competitive landscape and gain more insights to better position their businesses and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

TABLE OF CONTENTS

1. INTRODUCTION

  • 1.1. OBJECTIVES OF THE STUDY
  • 1.2. MARKET DEFINITION
  • 1.3. MARKET SCOPE
    • 1.3.1. MARKET SEGMENTATION
    • 1.3.2. REGIONS COVERED
  • 1.4. YEARS CONSIDERED FOR THE STUDY
  • 1.5. STAKEHOLDERS

2. RESEARCH METHODOLOGY

  • 2.1. RESEARCH DATA
      • 2.1.1.1. Breakup of primary profiles
      • 2.1.1.2. Key industry insights
  • 2.2. MARKET SIZE ESTIMATION
  • 2.3. MARKET FORECAST
  • 2.4. ASSUMPTIONS FOR THE STUDY

3. EXECUTIVE SUMMARY

4. PREMIUM INSIGHTS

  • 4.1. ATTRACTIVE OPPORTUNITIES IN THE VIRTUAL SENSORS MARKET
  • 4.2. VIRTUAL SENSORS MARKET, BY COMPONENT, 2018-2023
  • 4.3. VIRTUAL SENSORS MARKET, BY DEPLOYMENT MODE, 2018 & 2023
  • 4.4. VIRTUAL SENSORS MARKET, BY END USER, 2018
  • 4.5. MARKET INVESTMENT SCENARIO

5. MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1. INTRODUCTION
  • 5.2. MARKET DYNAMICS
    • 5.2.1. DRIVERS
      • 5.2.1.1. Predictive maintenance and potential reduction in the time and cost compared to physical sensors is driving the virtual sensors market
      • 5.2.1.2. Rising adoption of IoT and cloud platforms
      • 5.2.1.3. Predominant use of IIoT for design and manufacturing
    • 5.2.2. RESTRAINTS
      • 5.2.2.1. Risks associated with data security due to the use of IoT and cloud platforms
    • 5.2.3. OPPORTUNITIES
      • 5.2.3.1. Promising prospects for the virtual sensor technology in the automobile and aerospace industries
    • 5.2.4. CHALLENGES
      • 5.2.4.1. Lack of awareness of the benefits of adopting virtual sensors
      • 5.2.4.2. Lack of skilled workforce and technical knowledge
  • 5.3. INDUSTRY TRENDS
    • 5.3.1. USE CASE 1: SMARTUQLLC: VIRTUAL SENSOR FOR THE FORTUNE 500 HEAVY-DUTY ENGINE
    • 5.3.2. USE CASE 2: ALGORITHMICA TECHNOLOGIES: VIRTUAL SENSOR FOR SMART CONDITION MONITORING
    • 5.3.3. USE CASE 3: HONEYWELL: VIRTUAL SENSOR TO SOLVE POWERTRAIN CHALLENGES
    • 5.3.4. USE CASE 4: OSISOFT: SMART SENSORS FOR PROCESS MONITORING AND FAULT DETECTION
    • 5.3.5. USE CASE 5: MODELWAY: FAULT-TOLERANT CONTROL OF UNMANNED AERIAL VEHICLES (UAV)

6. VIRTUAL SENSORS MARKET, BY COMPONENT

  • 6.1. INTRODUCTION
  • 6.2. SOLUTIONS
    • 6.2.1. ABILITY TO REDUCE OPERATIONAL EXPENSES AND TIME IS DRIVING THE VIRTUAL SENSOR SOLUTIONS MARKET
  • 6.3. SERVICES
    • 6.3.1. IMPLEMENTATION, TRAINING AND CONSULTING SERVICES ARE PLAYING A VITAL ROLE IN EFFECTIVE FUNCTIONING OF VIRTUAL SENSORS

7. VIRTUAL SENSORS MARKET, BY DEPLOYMENT MODE

  • 7.1. INTRODUCTION
  • 7.2. CLOUD
    • 7.2.1. ABILITY TO SCALE UP THE DATA STORAGE AND AGILITY IS DRIVING THE CLOUD DEPLOYMENT MODE IN VIRTUAL SENSORS MARKET
  • 7.3. ON-PREMISES
    • 7.3.1. ABILITY TO HAVE TOTAL CONTROL OVER SENSITIVE DATA IS DRIVING THE ON-PREMISES DEPLOYMENT MODE IN VIRTUAL SENSORS MARKET

8. VIRTUAL SENSORS MARKET, BY END USER

  • 8.1. INTRODUCTION
  • 8.2. OIL AND GAS
    • 8.2.1. OIL AND GAS COMPANIES USE VIRTUAL SENSORS TO ENHANCE PROCESS EFFICIENCIES AND WORKFLOWS AT A LOWER COST
  • 8.3. AUTOMOTIVE AND TRANSPORTATION
    • 8.3.1. ENHANCING SAFETY OF THE PASSENGERS AND REDUCING THE COST OF SENSORS TO DRIVE THE ADOPTION OF VIRTUAL SENSORS
  • 8.4. PROCESS INDUSTRY - MANUFACTURING AND UTILITIES
    • 8.4.1. INDUSTRY 4.0 TO DRIVE VIRTUAL SENSORS IN THE PROCESS INDUSTRY - MANUFACTURING AND UTILITIES SEGMENT
  • 8.5. ELECTRICAL, ELECTRONICS, AND CONSUMER TECHNOLOGY
    • 8.5.1. ADOPTION OF VIRTUAL SENSORS TO SUPPORT PROCESS AUTOMATION AND IMPROVE PRODUCTION EFFICIENCY
  • 8.6. HEALTHCARE
    • 8.6.1. VIRTUAL SENSORS HELP HEALTHCARE PROVIDERS IN PROVIDING ENHANCED MEDICAL SERVICES TO IN-HOSPITAL AND REMOTELY LOCATED PATIENTS
  • 8.7. CHEMICAL
    • 8.7.1. VIRTUAL SENSOR SOLUTIONS TO HELP ENHANCE PROCESS EFFICIENCY AND PRODUCT DEVELOPMENT PROCESS IN CHEMICAL COMPANIES
  • 8.8. AERONAUTICS AND DEFENSE
    • 8.8.1. VIRTUAL SENSORS TO HELP MINIMIZE COST OF PRODUCTION, OPTIMIZE PROCESSING, AND REDUCE PRODUCTION TIME
  • 8.9. OTHERS

9. VIRTUAL SENSORS MARKET, BY REGION

  • 9.1. INTRODUCTION
  • 9.2. NORTH AMERICA
    • 9.2.1. UNITED STATES
      • 9.2.1.1. Increasing demand for home automation to drive the virtual sensors market in the US
    • 9.2.2. CANADA
      • 9.2.2.1. Digital technologies to drive the virtual sensors market in Canada
  • 9.3. EUROPE
    • 9.3.1. UNITED KINGDOM
      • 9.3.1.1. Growing need to estimate flow volume, pressure, composition and fluid properties in oil and gas industry to drive the UK virtual sensors market
    • 9.3.2. GERMANY
      • 9.3.2.1. Increasing use of virtual sensors in industrial robots to propel the growth of the virtual sensors market
    • 9.3.3. FRANCE
      • 9.3.3.1. Virtual sensors in active safety applications in automotive to fuel the growth of the virtual sensors market
    • 9.3.4. REST OF EUROPE
  • 9.4. ASIA PACIFIC
    • 9.4.1. CHINA
      • 9.4.1.1. Increasing demand for the virtual sensing technology in consumer electronics to drive the virtual sensors market
    • 9.4.2. JAPAN
      • 9.4.2.1. Need to reduce investments in physical sensors across industries to drive the virtual sensors market in Japan
    • 9.4.3. INDIA
      • 9.4.3.1. Increasing use of virtual sensors in health monitoring devices to propel the adoption of virtual sensor solutions
    • 9.4.4. REST OF ASIA PACIFIC
  • 9.5. REST OF THE WORLD

10. COMPETITIVE LANDSCAPE

  • 10.1. COMPETITIVE LEADERSHIP MAPPING
    • 10.1.1. VISIONARY LEADERS
    • 10.1.2. INNOVATORS
    • 10.1.3. DYNAMIC DIFFERENTIATORS
    • 10.1.4. EMERGING COMPANIES

11. COMPANY PROFILES (Business Overview, Solutions Offered, Recent Developments, SWOT Analysis, and MNM View)*

  • 11.1. GENERAL ELECTRIC
  • 11.2. CISCO
  • 11.3. HONEYWELL
  • 11.4. SIEMENS
  • 11.5. SCHNEIDER ELECTRIC
  • 11.6. ELLIPTIC LABS
  • 11.7. ALGORITHMICA TECHNOLOGIES
  • 11.8. EXPUTEC
  • 11.9. TACTILE MOBILITY
  • 11.10. INTELLIDYNAMICS
  • 11.11. ANDATA
  • 11.12. ASPEN TECHNOLOGY
  • 11.13. OSISOFT
  • 11.14. MODELWAY
  • 11.15. LMI TECHNOLOGIES

*Details on Business Overview, Solutions Offered, Recent Developments, SWOT Analysis, and MNM View might not be captured in case of unlisted companies.

12. APPENDIX

  • 12.1. DISCUSSION GUIDE
  • 12.2. KNOWLEDGE STORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 12.3. AVAILABLE CUSTOMIZATIONS
  • 12.4. RELATED REPORTS
  • 12.5. AUTHOR DETAILS
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