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市场调查报告书
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1446456

群体智慧市场规模、份额和趋势分析报告：2024-2030 年按模型、容量、应用、最终用途、地区和细分市场进行的预测

Swarm Intelligence Market Size, Share & Trends Analysis Report By Model (Ant Colony Optimization, Particle Swarm Optimization, Others), By Capability, By Application, By End-use, By Region, And Segment Forecasts, 2024 - 2030
出版日期: | 出版商: Grand View Research | 英文 125 Pages | 商品交期: 2-10个工作天内

价格

群体智慧（群体智慧/SI）市场成长与趋势：

Grand View Research, Inc.的最新报告显示，到2030年，全球群体智慧市场规模预计将达到3.061亿美元，2024年至2030年复合年增长率为38.4%。

许多行业（包括汽车和运输、医疗保健和生命科学以及农业）日益复杂的问题解决要求正在推动对群体智慧的需求。传统演算法有时需要协助来处理复杂、多方面的挑战。透过利用集体智慧，群体智能可以解决从财务建模和优化到资料分析的复杂问题。它的适应性和处理复杂场景的能力使其成为应对日益复杂的问题形势的行业的首选。

对分散式和边缘运算的日益关注正在推动市场扩张。群体智慧与边缘运算原理无缝协作，实现更接近资料来源的去中心化决策与处理。它特别适合边缘分析等应用程式的要求，在这些应用程式中，快速和局部决策至关重要。

此外，环境监测和环境保护措施也促进了市场的成长。群体智慧能够有效监测和管理空气品质、生物多样性和气候条件等环境参数，这使其成为生态学研究和保育工作的有用技术。群体智慧的协作性质使得感测器网路的部署能够共同收集和处理环境资料，从而有助于永续的资源管理和保护工作。

群体智慧市场报告亮点

  • 由于各产业遇到的最佳化问题日益复杂，到2023年，蚁群优化将以45.0%的份额占据市场主导地位。
  • 由于人工智慧（AI）和机器学习在粒子群优化中的集成，粒子群优化领域预计在预测期内将以最快的复合年增长率成长。
  • 在对自适应和自学习系统的需求不断增长的推动下，优化细分市场将在 2023 年占据市场主导地位。
  • 预计路由业务在预测期内将以最快的复合年增长率成长。交通运输领域对智慧和自主系统的需求不断增长，推动了该领域的成长。
  • 2023年，机器人领域将占据市场主导地位。物流等行业任务的日益复杂性进一步增加了机器人对群体智慧的需求。
  • 由于对有效人群管理、增强团队合作和分散决策的需求，预计人类群体在预测期内将以最快的复合年增长率成长。
  • 2023年，运输和物流将主导市场。运输和物流领域的群体智慧是由减少环境影响的迫切需求所驱动的。
  • 预计零售/电子商务在预测期内将以最快的复合年增长率成长。对高效、动态定价策略的需求正在推动零售和电子商务领域采用群体智慧。
  • 北美在 2023 年占据市场主导地位，份额为 36.3%。这是由全行业广泛采用、技术创新、对永续性的关注以及支持性法规结构所推动的。

目录

第一章调查方法与范围

第 2 章执行摘要

第 3 章：群体智慧市场变数、趋势与范围

  • 市场介绍/谱系展望
  • 市场规模及成长前景
  • 产业价值链分析
  • 市场动态
    • 市场驱动因素分析
    • 市场限制因素分析
    • 行业机会
    • 产业挑战
  • 群体智慧市场分析工具
    • 波特的分析
    • PESTEL分析

第四章群体智慧市场：模型估计与趋势分析

  • 细分仪表板
  • 群体智慧市场：模型变异分析，2023 年和 2030 年
  • 蚁群优化
  • 粒子群最佳化
  • 其他的

第五章群体智慧市场：能力估计与趋势分析

  • 细分仪表板
  • 群体智慧市场：2023 年和 2030 年容量变化分析
  • 最佳化
  • 丛集
  • 调度
  • 路由

第六章群体智慧市场：应用估算与趋势分析

  • 细分仪表板
  • 群体智慧市场：2023 年和 2030 年应用变化分析
  • 机器人技术
  • 无人机
  • 人类人群

第七章群体智慧市场：最终用途估计与趋势分析

  • 细分仪表板
  • 群体智慧市场：2023 年和 2030 年最终用途变化分析
  • 运输和物流
  • 机器人和自动化
  • 卫生保健
  • 零售与电子商务
  • 其他的

第八章群体智慧市场：区域估计与趋势分析

  • 群体智慧市场占有率（按地区），2023 年和 2030 年，百万美元
  • 北美洲
    • 2018-2030 年北美群体智慧市场估计与预测
    • 美国
    • 加拿大
  • 欧洲
    • 2018-2030 年欧洲群体智慧市场估计与预测
    • 英国
    • 德国
    • 法国
    • 义大利
    • 西班牙
    • 荷兰
  • 亚太地区
    • 2018-2030 年亚太地区群体智慧市场估计与预测
    • 中国
    • 日本
    • 印度
    • 韩国
    • 澳洲
  • 拉丁美洲
    • 2018-2030 年拉丁美洲群体智慧市场估计与预测
    • 巴西
    • 墨西哥
    • 阿根廷
  • 中东和非洲
    • 中东和非洲群体智慧市场估计和预测，2018-2030 年
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 南非

第9章 竞争形势

  • 主要市场参与企业的最新趋势和影响分析
  • 公司分类
  • 公司市场定位
  • 公司市场占有率分析
  • 企业热力图分析
  • 策略规划
    • 扩张
    • 併购
    • 伙伴关係与协作
    • 新产品发布
    • 研究与开发
  • 公司简介
    • ConvergentAI, Inc
    • Robert Bosch GmbH
    • DoBots
    • Swarm Technology
    • Valutico
    • PowerBlox
    • Mobileye
    • Continental AG
    • Apium Swarm Robotics
    • Kim Technologies
    • Hydromea
    • Sentien Robotics
    • Axon Enterprise, Inc
    • SSI Schafer-Fritz Schafer
    • Enswarm
Product Code: GVR-4-68040-188-7

Swarm Intelligence Market Growth & Trends:

The global swarm intelligence market size is anticipated to reach USD 306.1 million by 2030 and is anticipated to grow at a CAGR of 38.4% from 2024 to 2030, according to a new report by Grand View Research, Inc. The increasing complexity of problem-solving requirements in numerous industries, such as automotive & transportation, healthcare & life science, agriculture, and others, fuels the demand for swarm intelligence. Traditional algorithms may need help to handle intricate and multifaceted challenges. By leveraging collective intelligence, Swarm intelligence addresses complex problems ranging from financial modeling and optimization to data analysis. Its adaptive nature and capacity to handle intricate scenarios make it a preferred choice for industries grappling with increasingly sophisticated problem landscapes.

The increasing focus on decentralized and edge computing drives the expansion of the market. Swarm intelligence aligns seamlessly with edge computing principles, allowing for distributed decision-making and processing closer to the data source. It aligns particularly well with the requirements of applications such as edge analytics, where quick and localized decision-making is paramount.

In addition, environmental monitoring and conservation efforts are contributing to the growth of the market. The ability of swarm intelligence to efficiently monitor and manage environmental parameters, such as air quality, biodiversity, and climate conditions, makes it an instrumental technology for ecological studies and conservation initiatives. The collaborative nature of swarm intelligence allows for deploying sensor networks that collectively gather and process environmental data, aiding in sustainable resource management and conservation efforts.

Swarm Intelligence Market Report Highlights:

  • Ant colony optimization dominated the market with a share of 45.0% in 2023 owing to the increasing complexity of optimization problems encountered across diverse industries
  • The particle swarm optimization segment is projected to grow at the fastest CAGR over the forecast period with the integration of artificial intelligence (AI) and machine learning in particle swarm optimization
  • Optimization segment dominated the market in 2023, fueled by the increasing demand for adaptive and self-learning systems
  • Routing segment is projected to grow at the fastest CAGR over the forecast period. Increasing demand for intelligent and autonomous systems in transportation is driving the segment growth
  • The robotics segment dominated the market in 2023. The increasing complexity of tasks in industries such as logistics, further drives the need for swarm intelligence in the robotics segment
  • The human swarming segment is projected to grow at the fastest CAGR over the forecast period, driven by the demand for effective crowd management, enhanced teamwork, and decentralized decision-making
  • Transportation & logistics dominated the market in 2023. Swarm intelligence in transportation and logistics is driven by the imperative to reduce environmental impact
  • Retail & e-commerce is projected to grow at the fastest CAGR over the forecast period. The demand for efficient and dynamic pricing strategies drives the adoption of swarm intelligence in the retail and e-commerce segment
  • North America dominated the market with a share of 36.3% in 2023, driven by widespread adoption across industries, technological innovation, focus on sustainability, and supportive regulatory frameworks

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation and Scope
  • 1.2. Market Definitions
  • 1.3. Research Methodology
    • 1.3.1. Information Procurement
    • 1.3.2. Information or Data Analysis
    • 1.3.3. Market Formulation & Data Visualization
    • 1.3.4. Data Validation & Publishing
  • 1.4. Research Scope and Assumptions
    • 1.4.1. List of Data Sources

Chapter 2. Executive Summary

  • 2.1. Market Outlook
  • 2.2. Segment Outlook
  • 2.3. Competitive Insights

Chapter 3. Swarm Intelligence Market Variables, Trends, & Scope

  • 3.1. Market Introduction/Lineage Outlook
  • 3.2. Market Size and Growth Prospects (USD Million)
  • 3.3. Industry Value Chain Analysis
  • 3.4. Market Dynamics
    • 3.4.1. Market Drivers Analysis
      • 3.4.1.1. The rising adoption of swarm-based drones in military
      • 3.4.1.2. Growing government initiatives for the development of AI
    • 3.4.2. Market Restraints Analysis
      • 3.4.2.1. Resistance to the use of swarm intelligence technology
    • 3.4.3. Industry Opportunities
    • 3.4.4. Industry Challenges
  • 3.5. Swarm Intelligence Market Analysis Tools
    • 3.5.1. Porter's Analysis
      • 3.5.1.1. Bargaining power of the suppliers
      • 3.5.1.2. Bargaining power of the buyers
      • 3.5.1.3. Threats of substitution
      • 3.5.1.4. Threats from new entrants
      • 3.5.1.5. Competitive rivalry
    • 3.5.2. PESTEL Analysis
      • 3.5.2.1. Political landscape
      • 3.5.2.2. Economic and Social landscape
      • 3.5.2.3. Technological landscape
      • 3.5.2.4. Environmental landscape
      • 3.5.2.5. Legal landscape

Chapter 4. Swarm Intelligence Market: Model Estimates & Trend Analysis

  • 4.1. Segment Dashboard
  • 4.2. Swarm Intelligence Market: Model Movement Analysis, 2023 & 2030 (USD Million)
  • 4.3. Ant Colony Optimization
    • 4.3.1. Ant colony optimization market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 4.4. Particle Swarm Optimization
    • 4.4.1. Particle swarm optimization market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 4.5. Others
    • 4.5.1. Others market revenue estimates and forecasts, 2018 - 2030 (USD Million)

Chapter 5. Swarm Intelligence Market: Capability Estimates & Trend Analysis

  • 5.1. Segment Dashboard
  • 5.2. Swarm Intelligence Market: Capability Movement Analysis, 2023 & 2030 (USD Million)
  • 5.3. Optimization
    • 5.3.1. Optimization market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 5.4. Clustering
    • 5.4.1. Clustering market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 5.5. Scheduling
    • 5.5.1. Scheduling market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 5.6. Routing
    • 5.6.1. Routing market revenue estimates and forecasts, 2018 - 2030 (USD Million)

Chapter 6. Swarm Intelligence Market: Application Estimates & Trend Analysis

  • 6.1. Segment Dashboard
  • 6.2. Swarm Intelligence Market: Application Movement Analysis, 2023 & 2030 (USD Million)
  • 6.3. Robotics
    • 6.3.1. Robotics market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 6.4. Drones
    • 6.4.1. Drones market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 6.5. Human Swarming
    • 6.5.1. Human swarming market revenue estimates and forecasts, 2018 - 2030 (USD Million)

Chapter 7. Swarm Intelligence Market: End-use Estimates & Trend Analysis

  • 7.1. Segment Dashboard
  • 7.2. Swarm Intelligence Market: End-use Movement Analysis, 2023 & 2030 (USD Million)
  • 7.3. Transportation & Logistics
    • 7.3.1. Transportation & logistics market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 7.4. Robotics & Automation
    • 7.4.1. Robotics & automation market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 7.5. Healthcare
    • 7.5.1. Healthcare market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 7.6. Retail & E-commerce
    • 7.6.1. Retail & e-commerce market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • 7.7. Others
    • 7.7.1. Others market revenue estimates and forecasts, 2018 - 2030 (USD Million)

Chapter 8. Swarm Intelligence Market: Regional Estimates & Trend Analysis

  • 8.1. Swarm Intelligence Market Share, By Region, 2023 & 2030, USD Million
  • 8.2. North America
    • 8.2.1. North America swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.2.2. U.S.
      • 8.2.2.1. U.S. swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.2.3. Canada
      • 8.2.3.1. Canada swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • 8.3. Europe
    • 8.3.1. Europe swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.3.2. UK
      • 8.3.2.1. UK swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.3.3. Germany
      • 8.3.3.1. Germany swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.3.4. France
      • 8.3.4.1. France swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.3.5. Italy
      • 8.3.5.1. Italy swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.3.6. Spain
      • 8.3.6.1. Spain swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.3.7. Netherlands
      • 8.3.7.1. Netherlands swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • 8.4. Asia Pacific
    • 8.4.1. Asia Pacific swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.4.2. China
      • 8.4.2.1. China swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.4.3. Japan
      • 8.4.3.1. Japan swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.4.4. India
      • 8.4.4.1. India swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.4.5. South Korea
      • 8.4.5.1. South Korea swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.4.6. Australia
      • 8.4.6.1. Australia swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • 8.5. Latin America
    • 8.5.1. Latin America swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.5.2. Brazil
      • 8.5.2.1. Brazil swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.5.3. Mexico
      • 8.5.3.1. Mexico swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.5.4. Argentina
      • 8.5.4.1. Argentina swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • 8.6. Middle East and Africa
    • 8.6.1. Middle East and Africa swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.6.2. Saudi Arabia
      • 8.6.2.1. Saudi Arabia swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.6.3. UAE
      • 8.6.3.1. UAE swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
    • 8.6.4. South Africa
      • 8.6.4.1. South Africa swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)

Chapter 9. Competitive Landscape

  • 9.1. Recent Developments & Impact Analysis by Key Market Participants
  • 9.2. Company Categorization
  • 9.3. Company Market Positioning
  • 9.4. Company Market Share Analysis
  • 9.5. Company Heat Map Analysis
  • 9.6. Strategy Mapping
    • 9.6.1. Expansion
    • 9.6.2. Mergers & Acquisition
    • 9.6.3. Partnerships & Collaborations
    • 9.6.4. New Product Launches
    • 9.6.5. Research And Development
  • 9.7. Company Profiles
    • 9.7.1. ConvergentAI, Inc
      • 9.7.1.1. Participant's Overview
      • 9.7.1.2. Product Benchmarking
      • 9.7.1.3. Recent Developments/ Strategic Initiatives
    • 9.7.2. Robert Bosch GmbH
      • 9.7.2.1. Participant's Overview
      • 9.7.2.2. Financial Performance
      • 9.7.2.3. Product Benchmarking
      • 9.7.2.4. Recent Developments/ Strategic Initiatives
    • 9.7.3. DoBots
      • 9.7.3.1. Participant's Overview
      • 9.7.3.2. Product Benchmarking
      • 9.7.3.3. Recent Developments/ Strategic Initiatives
    • 9.7.4. Swarm Technology
      • 9.7.4.1. Participant's Overview
      • 9.7.4.2. Product Benchmarking
      • 9.7.4.3. Recent Developments/ Strategic Initiatives
    • 9.7.5. Valutico
      • 9.7.5.1. Participant's Overview
      • 9.7.5.2. Product Benchmarking
      • 9.7.5.3. Recent Developments/ Strategic Initiatives
    • 9.7.6. PowerBlox
      • 9.7.6.1. Participant's Overview
      • 9.7.6.2. Product Benchmarking
      • 9.7.6.3. Recent Developments/ Strategic Initiatives
    • 9.7.7. Mobileye
      • 9.7.7.1. Participant's Overview
      • 9.7.7.2. Product Benchmarking
      • 9.7.7.3. Recent Developments/ Strategic Initiatives
    • 9.7.8. Continental AG
      • 9.7.8.1. Participant's Overview
      • 9.7.8.2. Financial Performance
      • 9.7.8.3. Product Benchmarking
      • 9.7.8.4. Recent Developments/ Strategic Initiatives
    • 9.7.9. Apium Swarm Robotics
      • 9.7.9.1. Participant's Overview
      • 9.7.9.2. Product Benchmarking
      • 9.7.9.3. Recent Developments/ Strategic Initiatives
    • 9.7.10. Kim Technologies
      • 9.7.10.1. Participant's Overview
      • 9.7.10.2. Product Benchmarking
      • 9.7.10.3. Recent Developments/ Strategic Initiatives
    • 9.7.11. Hydromea
      • 9.7.11.1. Participant's Overview
      • 9.7.11.2. Product Benchmarking
      • 9.7.11.3. Recent Developments/ Strategic Initiatives
    • 9.7.12. Sentien Robotics
      • 9.7.12.1. Participant's Overview
      • 9.7.12.2. Product Benchmarking
      • 9.7.12.3. Recent Developments/ Strategic Initiatives
    • 9.7.13. Axon Enterprise, Inc
      • 9.7.13.1. Participant's Overview
      • 9.7.13.2. Financial Performance
      • 9.7.13.3. Product Benchmarking
      • 9.7.13.4. Recent Developments/ Strategic Initiatives
    • 9.7.14. SSI Schafer - Fritz Schafer
      • 9.7.14.1. Participant's Overview
      • 9.7.14.2. Financial Performance
      • 9.7.14.3. Product Benchmarking
      • 9.7.14.4. Recent Developments/ Strategic Initiatives
    • 9.7.15. Enswarm
      • 9.7.15.1. Participant's Overview
      • 9.7.15.2. Product Benchmarking
      • 9.7.15.3. Recent Developments/ Strategic Initiatives

List of Tables

  • Table 1 List of abbreviations
  • Table 2 Swarm intelligence market 2018 - 2030 (USD Million)
  • Table 3 Global market estimates and forecasts by region, 2018 - 2030 (USD Million)
  • Table 4 Global market estimates and forecasts by model, 2018 - 2030 (USD Million)
  • Table 5 Global market estimates and forecasts by capability, 2018 - 2030 (USD Million)
  • Table 6 Global market estimates and forecasts by application, 2018 - 2030 (USD Million)
  • Table 7 Global market estimates and forecasts by end-use, 2018 - 2030 (USD Million)
  • Table 8 North America swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 9 North America swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 10 North America swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 11 North America swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 12 North America swarm intelligence market by region, 2018 - 2030 (USD Million)
  • Table 13 U.S. swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 14 U.S. swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 15 U.S. swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 16 U.S. swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 17 Canada swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 18 Canada swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 19 Canada swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 20 Canada swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 21 Europe swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 22 Europe swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 23 Europe swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 24 Europe swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 25 Europe swarm intelligence market by region, 2018 - 2030 (USD Million)
  • Table 26 Germany swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 27 Germany swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 28 Germany swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 29 Germany swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 30 UK swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 31 UK swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 32 UK swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 33 UK swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 34 France swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 35 France swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 36 France swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 37 France swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 38 Italy swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 39 Italy swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 40 Italy swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 41 Italy swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 42 Spain swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 43 Spain swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 44 Spain swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 45 Spain swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 46 Netherlands swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 47 Netherlands swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 48 Netherlands swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 49 Netherlands swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 50 Asia Pacific swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 51 Asia Pacific swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 52 Asia Pacific swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 53 Asia Pacific swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 54 Asia Pacific swarm intelligence market by region, 2018 - 2030 (USD Million)
  • Table 55 China swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 56 China swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 57 China swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 58 China swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 59 Japan swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 60 Japan swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 61 Japan swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 62 Japan swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 63 India swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 64 India swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 65 India swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 66 India swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 67 South Korea swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 68 South Korea swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 69 South Korea swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 70 South Korea swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 71 Australia swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 72 Australia swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 73 Australia swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 74 Australia swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 75 Latin America swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 76 Latin America swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 77 Latin America swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 78 Latin America swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 79 Latin America swarm intelligence market by region, 2018 - 2030 (USD Million)
  • Table 80 Brazil swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 81 Brazil swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 82 Brazil swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 83 Brazil swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 84 Mexico swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 85 Mexico swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 86 Mexico swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 87 Mexico swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 88 Argentina swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 89 Argentina swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 90 Argentina swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 91 Argentina swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 92 Argentina swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 93 Middle East & Africa swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 94 Middle East & Africa swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 95 Middle East & Africa swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 96 Middle East & Africa swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 97 Middle East & Africa swarm intelligence market by region, 2018 - 2030 (USD Million)
  • Table 98 Saudi Arabia swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 99 Saudi Arabia swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 100 Saudi Arabia swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 101 Saudi Arabia swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 102 UAE swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 103 UAE swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 104 UAE swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 105 UAE swarm intelligence market by end-use, 2018 - 2030 (USD Million)
  • Table 106 South Africa swarm intelligence market by model, 2018 - 2030 (USD Million)
  • Table 107 South Africa swarm intelligence market by capability, 2018 - 2030 (USD Million)
  • Table 108 South Africa swarm intelligence market by application, 2018 - 2030 (USD Million)
  • Table 109 South Africa swarm intelligence market by end-use, 2018 - 2030 (USD Million)

List of Figures

  • Fig. 1 Market research process
  • Fig. 2 Swarm intelligence market segmentation
  • Fig. 3 Swarm intelligence model landscape
  • Fig. 4 Information procurement
  • Fig. 5 Data analysis models
  • Fig. 6 Market formulation and validation
  • Fig. 7 Data validating & publishing
  • Fig. 8 Market snapshot
  • Fig. 9 Segment snapshot (1/2)
  • Fig. 10 Segment snapshot (2/2)
  • Fig. 11 Competitive landscape snapshot
  • Fig. 12 Swarm intelligence - Market size and growth prospects (USD Million)
  • Fig. 13 Swarm intelligence market: Industry value chain analysis
  • Fig. 14 Swarm intelligence market: Market dynamics
  • Fig. 15 Swarm intelligence market: PORTER's analysis
  • Fig. 16 Swarm intelligence market: PESTEL analysis
  • Fig. 17 Swarm intelligence market share by model, 2023 - 2030 (USD Million)
  • Fig. 18 Swarm intelligence market, by model: Market share, 2023 & 2030
  • Fig. 19 Ant colony optimization market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 20 Particle swarm optimization market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 21 Others market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 22 Swarm intelligence market share by capability, 2023 & 2030 (USD Million)
  • Fig. 23 Swarm intelligence market, by capability: Market share, 2023 & 2030
  • Fig. 24 Optimization market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 25 Clustering market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 26 Scheduling market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 27 Others market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 28 Swarm intelligence market share by application, 2023 - 2030 (USD Million)
  • Fig. 29 Swarm intelligence market, by application: Market Share, 2023 & 2030
  • Fig. 30 Robotics market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 31 Drones market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 32 Human swarming market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 33 Swarm intelligence market share by end-use, 2023 - 2030 (USD Million)
  • Fig. 34 Swarm intelligence market, by end-use: Market Share, 2023 & 2030
  • Fig. 35 Transportation & logistics market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 36 Robotics & automation market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 37 Healthcare market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 38 Retail & e-commerce market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 39 Others market estimates & forecasts, 2018 - 2030 (USD Million)
  • Fig. 40 Regional marketplace: Key takeaways
  • Fig. 41 North America swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 42 U.S. swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 43 Canada swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 44 Europe swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 45 UK swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 46 Germany swarm intelligence market estimates and forecasts, (2018 - 2030 (USD Million)
  • Fig. 47 France swarm intelligence market estimates and forecasts, (2018 - 2030 (USD Million)
  • Fig. 48 Italy swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 49 Spain swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 50 Netherlands swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 51 Asia Pacific swarm intelligence market estimates and forecast, 2018 - 2030 (USD Million)
  • Fig. 52 China swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 53 Japan swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 54 India swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 55 South Korea swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 56 Australia swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 57 Latin America swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 58 Brazil swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 59 Mexico swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 60 Argentina swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 61 MEA swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 62 Saudi Arabia swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 63 UAE swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 64 South Africa swarm intelligence market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 65 Key company categorization
  • Fig. 66 Company market positioning
  • Fig. 67 Key company market share analysis, 2023
  • Fig. 68 Strategic framework