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市場調査レポート
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1216966

マテリアルズインフォマティクスの世界市場：技術別 (統計解析、遺伝的アルゴリズム、ディープテンソル、デジタルアニーラー)・元素 (金属、合金)・化学品 (染料、ポリマー、生体分子)・用途別 (化学品、医薬品)・地域別の将来予測 (2028年まで)

Material Informatics Market by Technique (Statistical Analysis, Genetic Algorithm, Deep Tensors, Digital Annealers), Elements (Metals, Alloys), Chemicals (Dyes, Polymers, Biomolecules), Application (Chemical, Pharmaceutical) - Global Forecast to 2028
出版日: | 発行: MarketsandMarkets | ページ情報: 英文 194 Pages | 納期: 即納可能 即納可能とは

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価格
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本日の銀行送金レート: 1USD=156.53円
マテリアルズインフォマティクスの世界市場：技術別 (統計解析、遺伝的アルゴリズム、ディープテンソル、デジタルアニーラー)・元素 (金属、合金)・化学品 (染料、ポリマー、生体分子)・用途別 (化学品、医薬品)・地域別の将来予測 (2028年まで)
出版日: 2023年02月09日
発行: MarketsandMarkets
ページ情報: 英文 194 Pages
納期: 即納可能 即納可能とは
  • 全表示
  • 概要
  • 目次
概要

世界のマテリアルズインフォマティクスの市場規模は、2023年の1億2,900万米ドルから、2028年までに2億7,600万米ドルに成長すると予測されます。

また、2023年から2028年にかけて16.3%のCAGRで成長する見通しです。市場の主な促進要因として、技術進歩に伴う材料研究開発向けAI/MLと一体化したマテリアルズインフォマティクスソフトウェアの導入増加や、一部の活用領域 (製造業、化学・製薬、材料科学など) におけるデジタル化の進展などが挙げられます。

材料の種類別では、元素のセグメントが予測期間中 (2023年～2028年) に最大の市場シェアを獲得する見通しです。用途別では、化学・製薬用途が大きなシェアを占めています。地域別に見ると、北米が最大の市場となっています。

当レポートでは、世界のマテリアルズインフォマティクス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・抑制要因、技術別・材料の種類別・用途別・地域別の市場動向の見通し、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。

目次

第1章 イントロダクション

第2章 調査手法

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
  • 市場力学
    • 促進要因
    • 抑制要因
    • 機会
    • 課題
  • バリューチェーン分析
  • エコシステム分析
  • 価格分析
  • 顧客のビジネスに影響を与える動向/混乱
  • 技術分析
  • ポーターのファイブフォース分析
  • 主な利害関係者と購入基準
  • ケーススタディ分析
  • 特許分析
  • 主な会議とイベント (2023年)
  • 規制状況

第6章 マテリアルズインフォマティクスにおける卓越した技術

  • イントロダクション
  • 統計分析
  • 遺伝的アルゴリズム
  • その他

第7章 マテリアルズインフォマティクス市場：材料の種類別

  • イントロダクション
  • 元素
  • 化学品
  • その他

第8章 マテリアルズインフォマティクス市場：用途別

  • イントロダクション
  • 化学品・医薬品
  • 材料科学
  • 製造
  • 食品科学
  • エネルギー
  • その他

第9章 マテリアルズインフォマティクス市場：地域別

  • イントロダクション
  • 北米
    • 米国
    • カナダ
    • メキシコ
  • 欧州
    • 英国
    • ドイツ
    • フランス
    • 他の欧州諸国
  • アジア太平洋
    • 中国
    • 日本
    • 韓国
    • 他のアジア太平洋諸国
  • 他の国々 (RoW)
    • 中東・アフリカ
    • 南米

第10章 競合情勢

  • 概要
  • 主要企業が採用した戦略
  • 主要企業の収益分析 (5年間分)
  • 市場シェア分析
  • 競合評価クアドラント
  • 中小企業 (SME) の評価クアドラント
  • マテリアルズインフォマティクス市場：企業のフットプリント
  • 競合ベンチマーキング
  • 競合シナリオ

第11章 企業プロファイル

  • 主要企業
    • SCHRODINGER
    • DASSAULT SYSTEMES
    • MAT3RA
    • CITRINE INFORMATICS
    • PHASESHIFT TECHNOLOGIES
    • AI MATERIA
    • HITACHI HIGH-TECH
    • KEBOTIX
    • MATERIALSZONE
    • MATERIALS DESIGN
  • その他の企業
    • ALLOYED
    • EXPONENTIAL TECHNOLOGIES (XT)
    • INNOPHORE
    • INTELLEGENS
    • KITWARE
    • NOBLE.AI
    • ONTOCHEM
    • PERKINELMER INFORMATICS
    • POLYMERIZE
    • PREFERRED COMPUTATIONAL CHEMISTRY
    • QUESTEK INNOVATIONS
    • SIMREKA
    • TILDE MATERIALS INFORMATICS
    • TOXTRACK
    • UNCOUNTABLE

第12章 隣接市場

  • 製造市場における人工知能 (AI)
  • イントロダクション
  • 機械学習 (ML)
    • 深層学習 (ディープラーニング)
    • 教師あり学習
    • 強化学習
    • 教師なし学習
    • その他
  • 自然言語処理 (NLP)
  • コンテキスト認識コンピューティング
  • コンピュータビジョン

第13章 付録

目次
Product Code: SE 8562

The global material informatics market size is anticipated to grow from USD 129 million in 2023 to USD 276 million by 2028, at a CAGR of 16.3% from 2023 to 2028. The rising implementation of material informatics software integrated with AI/ML for materials R&D due to technological advancement and growing digitalization in several applications such as manufacturing, chemical & pharmaceutical, and materials science are some of the major factors propelling the growth of material informatics market.

"Elements to contribute largest market share from 2023 to 2028."

Material informatics software is used for understanding different elements in various applications, including materials science, manufacturing, food science, energy, and others. Different elements include metals, ceramics, composites, alloys, superalloys, and semiconductors. Using trial and error or synthesis methods can be exhaustive and inefficient during these elements' optimization or discovery processes. To simplify the element development and analysis processes, material informatics software plays a key role.

"Chemical & pharmaceutical application is expected to contribute significant market share in material informatics market during the forecast period."

The main purpose of material informatics in the chemical & pharmaceutical application is to simplify the discovery and development process of novel chemical blends and, ultimately, new chemical compounds. As a result, many companies are focusing on the R&D of different chemicals. Thus, these R&D activities require collecting, storing, analyzing, and manipulating chemical data. These sustainable operations are achieved by implementing material informatics solutions in the chemical & pharmaceutical sector.

"North America is expected to account for the largest share of market during the forecast period."

The presence of many key players such as Mat3ra (US), Schrodinger (US), Citrine Informatics (US), Kebotix (US), AI Materia (Canada), Kitware (US), and Uncountable (US), along with a large customer base of manufacturing and chemical & pharmaceutical applications, is one of the major factors driving the material informatics market in the region. The US is also a manufacturing hub for the aerospace industry, which ultimately focuses on material R&D essential for the aerospace sector. All these factors are expected to contribute to the growth of the material informatics market in North America.

Break-up of the profiles of primary participants:

  • By Company Type - Tier 1 - 35%, Tier 2 - 40%, and Tier 3 - 25%
  • By Designation - C-level Executives - 35%, Directors - 45%, and Others - 20%
  • By Region - North America - 35%, Europe - 30%, Asia Pacific - 25%, and RoW - 10%

Research Coverage:

The material informatics market has been segmented into material type, application and region. the material informatics market has been studied for North America, Europe, Asia Pacific, and the Rest of the World (RoW).

Reasons to buy the report:

  • Illustrative segmentation, analysis, and forecast of the market based on material type, application and region have been conducted to give an overall view of the material informatics market.
  • A value chain analysis has been performed to provide in-depth insights into the material informatics market.
  • The key drivers, restraints, opportunities, and challenges pertaining to the material informatics market have been detailed in this report.
  • The report includes a detailed competitive landscape of the market, along with key players, as well as an in-depth analysis of their revenues.

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 STUDY OBJECTIVES
  • 1.2 MARKET DEFINITION
  • 1.3 INCLUSIONS AND EXCLUSIONS
  • 1.4 STUDY SCOPE
    • 1.4.1 MARKETS COVERED
    • FIGURE 1 MATERIAL INFORMATICS MARKET SEGMENTATION
    • 1.4.2 GEOGRAPHIC SCOPE
    • 1.4.3 YEARS CONSIDERED
  • 1.5 CURRENCY CONSIDERED
  • 1.6 STAKEHOLDERS

2 RESEARCH METHODOLOGY

  • 2.1 RESEARCH DATA
    • FIGURE 2 MATERIAL INFORMATICS MARKET: RESEARCH DESIGN
    • 2.1.1 SECONDARY DATA
      • 2.1.1.1 List of major secondary sources
      • 2.1.1.2 Key data from secondary sources
    • 2.1.2 PRIMARY DATA
      • 2.1.2.1 Breakdown of primaries
      • 2.1.2.2 Primary interviews with experts
      • 2.1.2.3 Key data from primary sources
    • 2.1.3 SECONDARY AND PRIMARY RESEARCH
      • 2.1.3.1 Key industry insights
  • 2.2 MARKET SIZE ESTIMATION
    • 2.2.1 BOTTOM-UP APPROACH
      • 2.2.1.1 To estimate market size using bottom-up approach (demand side)
    • FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH
    • 2.2.2 TOP-DOWN APPROACH
      • 2.2.2.1 To estimate market size using top-down approach (supply side)
    • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH
    • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY FOR MATERIAL INFORMATICS THROUGH SUPPLY-SIDE ANALYSIS
  • 2.3 MARKET BREAKDOWN AND DATA TRIANGULATION
    • FIGURE 6 DATA TRIANGULATION
  • 2.4 RESEARCH ASSUMPTIONS AND LIMITATIONS
    • 2.4.1 RESEARCH ASSUMPTIONS
    • FIGURE 7 ASSUMPTIONS OF RESEARCH STUDY
    • 2.4.2 RESEARCH LIMITATIONS
  • 2.5 PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET
  • 2.6 RISK ASSESSMENT
    • FIGURE 8 RISK ASSESSMENT OF RESEARCH STUDY

3 EXECUTIVE SUMMARY

    • FIGURE 9 ELEMENTS TO ACCOUNT FOR LARGEST SHARE OF MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, FROM 2023 TO 2028
    • FIGURE 10 MATERIALS SCIENCE SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD
    • FIGURE 11 ASIA PACIFIC TO RECORD HIGHEST CAGR IN GLOBAL MATERIAL INFORMATICS MARKET DURING 2023-2028
  • 3.1 ANALYSIS OF RECESSION IMPACT ON MATERIAL INFORMATICS MARKET
    • FIGURE 12 GDP GROWTH PROJECTION TILL 2023 FOR MAJOR ECONOMIES (% CHANGE)
    • FIGURE 13 IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET GROWTH

4 PREMIUM INSIGHTS

  • 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MATERIAL INFORMATICS MARKET
    • FIGURE 14 ASIA PACIFIC TO BE LUCRATIVE MARKET FOR MATERIAL INFORMATICS
  • 4.2 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
    • FIGURE 15 ELEMENTS SEGMENT HELD LARGEST SHARE OF MATERIAL INFORMATICS MARKET IN 2022
  • 4.3 MATERIAL INFORMATICS MARKET, BY APPLICATION
    • FIGURE 16 CHEMICAL & PHARMACEUTICAL SEGMENT TO CAPTURE LARGEST MARKET SIZE FROM 2023 T0 2028
  • 4.4 MATERIAL INFORMATICS MARKET, BY COUNTRY
    • FIGURE 17 CHINA TO REGISTER HIGHEST CAGR IN GLOBAL MARKET DURING FORECAST PERIOD

5 MARKET OVERVIEW

  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    • FIGURE 18 MATERIAL INFORMATICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
    • 5.2.1 DRIVERS
      • 5.2.1.1 Rising use of AI in materials science
      • 5.2.1.2 Government initiatives to support materials research and development
      • 5.2.1.3 Rising demand for materials informatics techniques to accelerate materials and manufacturing innovations
    • FIGURE 19 IMPACT ANALYSIS OF DRIVERS
    • 5.2.2 RESTRAINTS
      • 5.2.2.1 Shortage of technical resources
      • 5.2.2.2 High costs of maintenance and services
    • FIGURE 20 IMPACT ANALYSIS OF RESTRAINTS
    • 5.2.3 OPPORTUNITIES
      • 5.2.3.1 Growing popularity of cloud-based data analytics platforms to analyze materials
      • 5.2.3.2 Ease of building material databases using digital technologies
    • FIGURE 21 IMPACT ANALYSIS OF OPPORTUNITIES
    • 5.2.4 CHALLENGES
      • 5.2.4.1 Lack of prescribed standards and regulations
      • 5.2.4.2 Interoperability issues
    • FIGURE 22 IMPACT ANALYSIS OF CHALLENGES FOR MATERIAL INFORMATICS MARKET
  • 5.3 VALUE CHAIN ANALYSIS
    • FIGURE 23 VALUE CHAIN ANALYSIS OF MATERIAL INFORMATICS MARKET
  • 5.4 ECOSYSTEM ANALYSIS
    • FIGURE 24 ECOSYSTEM MAP
    • TABLE 1 LIST OF KEY COMPANIES AND THEIR ROLE IN MATERIAL INFORMATICS ECOSYSTEM
  • 5.5 PRICING ANALYSIS
    • 5.5.1 PRICING ANALYSIS OF PLATFORMS OFFERED BY KEY PLAYERS
    • FIGURE 25 ASP OF MATERIAL INFORMATICS PLATFORMS OFFERED BY MAT3RA BASED ON ACCOUNT MEMBERS
    • TABLE 2 AVERAGE SUBSCRIPTION PRICE FOR MATERIAL INFORMATICS PLATFORMS PROVIDED BY MAT3RA BASED ON ACCOUNT MEMBERS (USD)
    • 5.5.2 ASP TREND
  • 5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
    • FIGURE 26 REVENUE SHIFT AND NEW REVENUE POCKETS FOR PLAYERS IN MATERIAL INFORMATICS MARKET
  • 5.7 TECHNOLOGY ANALYSIS
    • 5.7.1 ARTIFICIAL INTELLIGENCE/MACHINE LEARNING
    • 5.7.2 POLYMER INFORMATICS
    • 5.7.3 CHEMICAL INFORMATICS
    • 5.7.4 BIOINFORMATICS
  • 5.8 PORTER'S FIVE FORCES ANALYSIS
    • TABLE 3 MATERIAL INFORMATICS MARKET: PORTER'S FIVE FORCES ANALYSIS
  • 5.9 KEY STAKEHOLDERS AND BUYING CRITERIA
    • 5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS
    • FIGURE 27 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS
    • TABLE 4 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%)
    • 5.9.2 BUYING CRITERIA
    • FIGURE 28 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS
    • TABLE 5 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS
  • 5.10 CASE STUDY ANALYSIS
    • TABLE 6 USE OF AI-DRIVEN PLATFORM OFFERED BY CITRINE INFORMATICS TO PROCESS CARBON FIBERS
    • TABLE 7 ADOPTION OF TECHNOLOGY PLATFORM OFFERED BY EXPONENTIAL TECHNOLOGIES TO OPTIMIZE PRODUCTION WORKFLOW AND REDUCE LEAD TIMES AND DEVELOPMENT COSTS
    • TABLE 8 IMPLEMENTATION OF MIP OFFERED BY MATERIALSZONE TO OVERCOME CHALLENGES WHILE PRODUCING INNOVATIVE PLASTICS
  • 5.11 PATENT ANALYSIS
    • FIGURE 29 TOP 10 COMPANIES/INSTITUTIONS WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS
    • TABLE 9 TOP 20 PATENT OWNERS (US) IN LAST 10 YEARS
    • FIGURE 30 NUMBER OF PATENTS GRANTED PER YEAR FROM 2012 TO 2022
    • TABLE 10 LIST OF KEY PATENTS IN MATERIAL INFORMATICS MARKET, 2019-2022
  • 5.12 KEY CONFERENCES AND EVENTS (2023)
    • TABLE 11 MATERIAL INFORMATICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS
  • 5.13 REGULATORY LANDSCAPE
    • 5.13.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS RELATED TO MATERIAL INFORMATICS MARKET
    • TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.13.2 STANDARDS AND REGULATIONS RELATED TO MATERIAL INFORMATICS SOLUTIONS
    • TABLE 14 SAFETY STANDARDS FOR MATERIAL INFORMATICS MARKET

6 PROMINENT TECHNIQUES IN MATERIAL INFORMATICS

  • 6.1 INTRODUCTION
    • FIGURE 31 PROMINENT TECHNIQUES IMPLEMENTED IN MATERIAL INFORMATICS
  • 6.2 STATISTICAL ANALYSIS
  • 6.3 GENETIC ALGORITHM
  • 6.4 OTHERS

7 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE

  • 7.1 INTRODUCTION
    • FIGURE 32 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
    • FIGURE 33 ELEMENTS TO LEAD MATERIAL INFORMATICS MARKET FROM 2023 TO 2028
    • TABLE 15 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 16 MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
  • 7.2 ELEMENTS
    • 7.2.1 RAPID DEVELOPMENT, DISCOVERY, AND ANALYSIS BENEFITS OFFERED BY MATERIAL INFORMATICS SOFTWARE TO FUEL DEMAND
    • TABLE 17 ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 18 ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • FIGURE 34 NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR ELEMENTS SEGMENT IN 2028
    • TABLE 19 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 20 ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.3 CHEMICALS
    • 7.3.1 STRONG FOCUS ON DISCOVERY, DEVELOPMENT, AND OPTIMIZATION OF CHEMICAL COMPOUNDS TO PROPEL GROWTH
    • FIGURE 35 CHEMICAL & PHARMACEUTICAL APPLICATIONS TO HOLD LARGEST SHARE OF CHEMICALS SEGMENT IN MATERIAL INFORMATICS MARKET IN 2028
    • TABLE 21 CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 22 CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 23 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 24 CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.4 OTHERS
    • TABLE 25 OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 26 OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 27 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 28 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)

8 MATERIAL INFORMATICS MARKET, BY APPLICATION

  • 8.1 INTRODUCTION
    • FIGURE 36 MATERIAL INFORMATICS MARKET, BY APPLICATION
    • FIGURE 37 CHEMICAL & PHARMACEUTICAL SEGMENT TO LEAD MATERIAL INFORMATICS MARKET, BY APPLICATION, DURING FORECAST PERIOD
    • TABLE 29 MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 30 MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
  • 8.2 CHEMICAL & PHARMACEUTICAL
    • 8.2.1 INCLINATION OF CHEMICAL & PHARMACEUTICAL COMPANIES TOWARD R&D TO FUEL MARKET GROWTH
    • TABLE 31 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 32 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • TABLE 33 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 34 CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.3 MATERIALS SCIENCE
    • 8.3.1 ADOPTION OF MATERIALS MODELING TECHNIQUES FOR RAPID DISCOVERY AND DEVELOPMENT OF MATERIALS TO DRIVE MARKET
    • FIGURE 38 ELEMENTS SEGMENT TO LEAD MATERIALS SCIENCE MARKET THROUGHOUT FORECAST PERIOD
    • TABLE 35 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 36 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • TABLE 37 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 38 MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.4 MANUFACTURING
    • 8.4.1 IMPLEMENTATION OF MATERIAL INFORMATICS SOFTWARE IN MANUFACTURING AUTOMOBILES AND ELECTRONIC PRODUCTS TO STIMULATE GROWTH
    • TABLE 39 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 40 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • FIGURE 39 NORTH AMERICA TO HOLD LARGEST MARKET SHARE FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD
    • TABLE 41 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 42 MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.5 FOOD SCIENCE
    • 8.5.1 NEED FOR EFFICIENT ANALYSIS OF FOOD CONSTITUENTS THROUGH STATISTICAL QUALITY CONTROL METHODS TO BOOST MARKET
    • TABLE 43 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 44 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • TABLE 45 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 46 FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.6 ENERGY
    • 8.6.1 INCREASED DEMAND FOR SUSTAINABLE ENERGY PRODUCTION AND STORAGE TO SUPPORT MATERIAL INFORMATICS MARKET GROWTH
    • TABLE 47 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 48 ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • TABLE 49 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 50 ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.7 OTHERS
    • TABLE 51 OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 52 OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • TABLE 53 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 54 OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)

9 MATERIAL INFORMATICS MARKET, BY REGION

  • 9.1 INTRODUCTION
    • FIGURE 40 MATERIAL INFORMATICS MARKET IN CHINA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 55 MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 56 MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.2 NORTH AMERICA
    • FIGURE 41 NORTH AMERICA: SNAPSHOT OF MATERIAL INFORMATICS MARKET
    • TABLE 57 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 58 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • TABLE 59 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 60 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 61 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
    • TABLE 62 NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 9.2.1 US
      • 9.2.1.1 Focus of automobile and aerospace companies on developing lightweight materials to boost market
    • TABLE 63 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 64 US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • 9.2.2 CANADA
      • 9.2.2.1 Government regulations to reduce pollution and plastic waste to create opportunities for material informatics software providers
    • TABLE 65 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 66 CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • 9.2.3 MEXICO
      • 9.2.3.1 Efficient manufacturing base to create opportunities for providers of material informatics software
    • TABLE 67 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 68 MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
  • 9.3 EUROPE
    • FIGURE 42 EUROPE: SNAPSHOT OF MATERIAL INFORMATICS MARKET
    • TABLE 69 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 70 EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • TABLE 71 EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 72 EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 73 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
    • TABLE 74 EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 9.3.1 UK
      • 9.3.1.1 Significant demand for material informatics from aerospace component manufacturers to support market growth
    • TABLE 75 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 76 UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • 9.3.2 GERMANY
      • 9.3.2.1 High adoption of material informatics software by automakers to propel market
    • TABLE 77 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 78 GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • 9.3.3 FRANCE
      • 9.3.3.1 Booming additive manufacturing industry to facilitate use of material informatics platforms
    • TABLE 79 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 80 FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • 9.3.4 REST OF EUROPE
    • TABLE 81 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 82 REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
  • 9.4 ASIA PACIFIC
    • FIGURE 43 ASIA PACIFIC: SNAPSHOT OF MATERIAL INFORMATICS MARKET
    • TABLE 83 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 84 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • TABLE 85 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 86 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 87 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
    • TABLE 88 ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 9.4.1 CHINA
      • 9.4.1.1 Booming automotive, pharmaceutical, and food industries to stimulate demand for material informatics software
    • TABLE 89 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 90 CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • 9.4.2 JAPAN
      • 9.4.2.1 Presence of leading electronics manufacturing companies to fuel demand for material informatics software
    • TABLE 91 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 92 JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • 9.4.3 SOUTH KOREA
      • 9.4.3.1 Thriving electronics & semiconductor industry to drive market
    • TABLE 93 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 94 SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • 9.4.4 REST OF ASIA PACIFIC
    • TABLE 95 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 96 REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
  • 9.5 ROW
    • TABLE 97 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 98 ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • TABLE 99 ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 100 ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 101 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 102 ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.5.1 MIDDLE EAST & AFRICA
      • 9.5.1.1 Potential opportunities from food science and aerospace applications to stimulate growth
    • TABLE 103 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 104 MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • 9.5.2 SOUTH AMERICA
      • 9.5.2.1 Growing requirements from food processing companies to lead to high demand for material informatics
    • TABLE 105 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
    • TABLE 106 SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)

10 COMPETITIVE LANDSCAPE

  • 10.1 OVERVIEW
  • 10.2 STRATEGIES ADOPTED BY KEY PLAYERS
    • TABLE 107 OVERVIEW OF STRATEGIES FOLLOWED BY LEADING COMPANIES IN MATERIAL INFORMATICS MARKET
  • 10.3 FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS
    • FIGURE 44 REVENUE ANALYSIS OF TOP PLAYERS, 2017-2021
  • 10.4 MARKET SHARE ANALYSIS
    • TABLE 108 MARKET SHARE ANALYSIS (2022)
  • 10.5 COMPETITIVE EVALUATION QUADRANT
    • 10.5.1 STAR PLAYERS
    • 10.5.2 EMERGING LEADERS
    • 10.5.3 PERVASIVE PLAYERS
    • 10.5.4 PARTICIPANTS
    • FIGURE 45 MATERIAL INFORMATICS MARKET (GLOBAL) COMPANY EVALUATION QUADRANT, 2022
  • 10.6 SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT
    • 10.6.1 PROGRESSIVE COMPANIES
    • 10.6.2 RESPONSIVE COMPANIES
    • 10.6.3 DYNAMIC COMPANIES
    • 10.6.4 STARTING BLOCKS
    • FIGURE 46 MATERIAL INFORMATICS MARKET (GLOBAL) SMES EVALUATION QUADRANT, 2022
  • 10.7 MATERIAL INFORMATICS MARKET: COMPANY FOOTPRINT
    • TABLE 109 OVERALL COMPANY FOOTPRINT
    • TABLE 110 COMPANY MATERIAL TYPE FOOTPRINT
    • TABLE 111 COMPANY APPLICATION FOOTPRINT
    • TABLE 112 COMPANY REGION FOOTPRINT
  • 10.8 COMPETITIVE BENCHMARKING
    • TABLE 113 MATERIAL INFORMATICS MARKET: LIST OF KEY STARTUPS/SMES
    • TABLE 114 MATERIAL INFORMATICS MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
  • 10.9 COMPETITIVE SCENARIO
    • TABLE 115 MATERIAL INFORMATICS MARKET: PRODUCT LAUNCHES, 2020-2022
    • TABLE 116 MATERIAL INFORMATICS MARKET: DEALS, 2021-2022
    • TABLE 117 MATERIAL INFORMATICS MARKET: OTHERS, 2020-2021

11 COMPANY PROFILES

  • (Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats) **
  • 11.1 KEY PLAYERS
    • 11.1.1 SCHRODINGER
    • TABLE 118 SCHRODINGER: BUSINESS OVERVIEW
    • FIGURE 47 SCHRODINGER: COMPANY SNAPSHOT
    • TABLE 119 SCHRODINGER: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 120 SCHRODINGER: DEALS
    • 11.1.2 DASSAULT SYSTEMES
    • TABLE 121 DASSAULT SYSTEMES: BUSINESS OVERVIEW
    • FIGURE 48 DASSAULT SYSTEMES: COMPANY SNAPSHOT
    • TABLE 122 DASSAULT SYSTEMES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • 11.1.3 MAT3RA
    • TABLE 123 MAT3RA: BUSINESS OVERVIEW
    • TABLE 124 MAT3RA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 125 MAT3RA: OTHERS
    • 11.1.4 CITRINE INFORMATICS
    • TABLE 126 CITRINE INFORMATICS: BUSINESS OVERVIEW
    • TABLE 127 CITRINE INFORMATICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 128 CITRINE INFORMATICS: PRODUCT LAUNCHES
    • TABLE 129 CITRINE INFORMATICS: DEALS
    • TABLE 130 CITRINE INFORMATICS: OTHERS
    • 11.1.5 PHASESHIFT TECHNOLOGIES
    • TABLE 131 PHASESHIFT TECHNOLOGIES: BUSINESS OVERVIEW
    • TABLE 132 PHASESHIFT TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 133 PHASESHIFT TECHNOLOGIES: OTHERS
    • 11.1.6 AI MATERIA
    • TABLE 134 AI MATERIA: BUSINESS OVERVIEW
    • TABLE 135 AI MATERIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • 11.1.7 HITACHI HIGH-TECH
    • TABLE 136 HITACHI HIGH-TECH: BUSINESS OVERVIEW
    • TABLE 137 HITACHI HIGH-TECH: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • 11.1.8 KEBOTIX
    • TABLE 138 KEBOTIX: BUSINESS OVERVIEW
    • TABLE 139 KEBOTIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 140 KEBOTIX: DEALS
    • TABLE 141 KEBOTIX: OTHERS
    • 11.1.9 MATERIALSZONE
    • TABLE 142 MATERIALSZONE: BUSINESS OVERVIEW
    • TABLE 143 MATERIALSZONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • 11.1.10 MATERIALS DESIGN
    • TABLE 144 MATERIALS DESIGN: BUSINESS OVERVIEW
    • TABLE 145 MATERIALS DESIGN: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 146 MATERIALS DESIGN: PRODUCT LAUNCHES
  • 11.2 OTHER PLAYERS
    • 11.2.1 ALLOYED
    • TABLE 147 ALLOYED: COMPANY OVERVIEW
    • 11.2.2 EXPONENTIAL TECHNOLOGIES (XT)
    • TABLE 148 EXPONENTIAL TECHNOLOGIES: COMPANY OVERVIEW
    • 11.2.3 INNOPHORE
    • TABLE 149 INNOPHORE: COMPANY OVERVIEW
    • 11.2.4 INTELLEGENS
    • TABLE 150 INTELLEGENS: COMPANY OVERVIEW
    • 11.2.5 KITWARE
    • TABLE 151 KITWARE: COMPANY OVERVIEW
    • 11.2.6 NOBLE.AI
    • TABLE 152 NOBLE.AI: COMPANY OVERVIEW
    • 11.2.7 ONTOCHEM
    • TABLE 153 ONTOCHEM: COMPANY OVERVIEW
    • 11.2.8 PERKINELMER INFORMATICS
    • TABLE 154 PERKINELMER INFORMATICS: COMPANY OVERVIEW
    • 11.2.9 POLYMERIZE
    • TABLE 155 POLYMERIZE: COMPANY OVERVIEW
    • 11.2.10 PREFERRED COMPUTATIONAL CHEMISTRY
    • TABLE 156 PREFERRED COMPUTATIONAL CHEMISTRY: COMPANY OVERVIEW
    • 11.2.11 QUESTEK INNOVATIONS
    • TABLE 157 QUESTEK INNOVATIONS: COMPANY OVERVIEW
    • 11.2.12 SIMREKA
    • TABLE 158 SIMREKA: COMPANY OVERVIEW
    • 11.2.13 TILDE MATERIALS INFORMATICS
    • TABLE 159 TILDE MATERIALS INFORMATICS: COMPANY OVERVIEW
    • 11.2.14 TOXTRACK
    • TABLE 160 TOXTRACK: COMPANY OVERVIEW
    • 11.2.15 UNCOUNTABLE 182 TABLE 161 UNCOUNTABLE: COMPANY OVERVIEW
  • *Details on Business Overview, Products Offered, Recent Developments, MnM view, Key strengths/Right to win, Strategic choices, Weakness/competitive threats might not be captured in case of unlisted companies.

12 ADJACENT MARKET

  • 12.1 ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET
  • 12.2 INTRODUCTION
    • FIGURE 49 MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET BETWEEN 2022 AND 2027
    • TABLE 162 AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2018-2021 (USD MILLION)
    • TABLE 163 AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2022-2027 (USD MILLION)
  • 12.3 MACHINE LEARNING
    • 12.3.1 ADVANCEMENTS IN DEEP LEARNING AND SUPERVISED LEARNING TECHNOLOGIES TO DRIVE MARKET
    • TABLE 164 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2018-2021 (USD MILLION)
    • TABLE 165 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2022-2027 (USD MILLION)
    • TABLE 166 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2018-2021 (USD MILLION)
    • TABLE 167 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2022-2027 (USD MILLION)
    • 12.3.2 DEEP LEARNING
      • 12.3.2.1 Rapid adoption of robotics in manufacturing industry to drive demand for deep learning
    • 12.3.3 SUPERVISED LEARNING
      • 12.3.3.1 Image recognition and predictive analytics applications to play major role in market growth
    • 12.3.4 REINFORCEMENT LEARNING
      • 12.3.4.1 Integration of reinforcement learning with ML algorithms for maximization of system performance to support market growth
    • 12.3.5 UNSUPERVISED LEARNING
      • 12.3.5.1 Ability of unsupervised learning to discover hidden data patterns or groupings in large datasets to accelerate demand
    • 12.3.6 OTHERS
  • 12.4 NATURAL LANGUAGE PROCESSING
    • 12.4.1 DEVELOPMENTS IN NATURAL LANGUAGE PROCESSING FOR REAL-TIME TRANSLATION TO FUEL DEMAND
    • TABLE 168 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2018-2021 (USD MILLION)
    • TABLE 169 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2022-2027 (USD MILLION)
  • 12.5 CONTEXT-AWARE COMPUTING
    • 12.5.1 RISING USE OF CONTEXT-AWARE COMPUTING TO PROVIDE TASK-RELEVANT INFORMATION AND SERVICES TO USERS TO SUPPORT MARKET GROWTH
    • TABLE 170 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2018-2021 (USD MILLION)
    • TABLE 171 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2022-2027 (USD MILLION)
    • TABLE 172 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2018-2021 (USD MILLION)
    • TABLE 173 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2022-2027 (USD MILLION)
  • 12.6 COMPUTER VISION
    • 12.6.1 NEED TO ANALYZE AND PROVIDE VISUAL FEEDBACK ON 3D OBJECTS, GEOMETRIC SHAPES, VOLUMES, AND PATTERNS TO BOOST DEMAND FOR COMPUTER VISION TECHNOLOGY
    • TABLE 174 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2018-2021 (USD MILLION)
    • TABLE 175 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2022-2027 (USD MILLION)

13 APPENDIX

  • 13.1 INSIGHTS FROM INDUSTRY EXPERTS
  • 13.2 DISCUSSION GUIDE
  • 13.3 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 13.4 CUSTOMIZATION OPTIONS
  • 13.5 RELATED REPORTS
  • 13.6 AUTHOR DETAILS