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市場調查報告書
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1446456

群體智慧市場規模、佔有率和趨勢分析報告：2024-2030 年按模型、容量、應用、最終用途、地區和細分市場進行的預測

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個工作天內

價格

群體智慧（群體智慧/SI）市場成長與趨勢：

Grand View Research, Inc.的最新報告顯示，到2030年，全球群體智慧市場規模預計將達到3.061億美元，2024年至2030年複合年成長率為38.4%。

許多行業（包括汽車和運輸、醫療保健和生命科學以及農業）日益複雜的問題解決要求正在推動對群體智慧的需求。傳統演算法有時需要協助來處理複雜、多方面的挑戰。透過利用集體智慧，群體智慧可以解決從財務建模和最佳化到資料分析的複雜問題。它的適應性和處理複雜場景的能力使其成為應對日益複雜的問題形勢的行業的首選。

對分散式和邊緣運算的日益關注正在推動市場擴張。群體智慧與邊緣運算原理無縫協作，實現更接近資料來源的去中心化決策與處理。它特別適合邊緣分析等應用程式的要求，在這些應用程式中，快速和局部決策至關重要。

此外，環境監測和環境保護措施也促進了市場的成長。群體智慧能夠有效監測和管理空氣品質、生物多樣性和氣候條件等環境參數，這使其成為生態學研究和保育工作的有用技術。群體智慧的協作性質使得感測器網路的部署能夠共同收集和處理環境資料，從而有助於永續的資源管理和保護工作。

群體智慧市場報告亮點

  • 由於各產業遇到的最佳化問題日益複雜，到2023年，蟻群最佳化將以45.0%的佔有率佔據市場主導地位。
  • 由於人工智慧（AI）和機器學習在粒子群最佳化中的整合，粒子群最佳化領域預計在預測期內將以最快的複合年成長率成長。
  • 在對自適應和自學習系統的需求不斷成長的推動下，最佳化細分市場將在 2023 年佔據市場主導地位。
  • 預計路由業務在預測期內將以最快的複合年成長率成長。交通運輸領域對智慧和自主系統的需求不斷成長，推動了該領域的成長。
  • 2023年，機器人領域將佔據市場主導地位。物流等行業任務的日益複雜性進一步增加了機器人對群體智慧的需求。
  • 由於對有效人群管理、增強團隊合作和分散決策的需求，預計人類群體在預測期內將以最快的複合年成長率成長。
  • 2023年，運輸和物流將主導市場。運輸和物流領域的群體智慧是由減少環境影響的迫切需求所驅動的。
  • 預計零售/電子商務在預測期內將以最快的複合年成長率成長。對高效、動態定價策略的需求正在推動零售和電子商務領域採用群體智慧。
  • 北美在 2023 年佔據市場主導地位，佔有率為 36.3%。這是由全行業廣泛採用、技術創新、對永續性的關注以及支持性法規結構所推動的。

目錄

第1章調查方法與範圍

第 2 章執行摘要

第 3 章：群體智慧市場變數、趨勢與範圍

  • 市場介紹/譜系展望
  • 市場規模及成長前景
  • 產業價值鏈分析
  • 市場動態
    • 市場促進因素分析
    • 市場限制因素分析
    • 行業機會
    • 產業挑戰
  • 群體智慧市場分析工具
    • 波特的分析
    • PESTEL分析

第4章群體智慧市場：模型估計與趨勢分析

  • 細分儀表板
  • 群體智慧市場：模型變異分析，2023 年和 2030 年
  • 蟻群最佳化
  • 粒子群最佳化
  • 其他

第5章群體智慧市場：能力估計與趨勢分析

  • 細分儀表板
  • 群體智慧市場：2023 年和 2030 年容量變化分析
  • 最佳化
  • 叢集
  • 調度
  • 路由

第6章群體智慧市場：應用估算與趨勢分析

  • 細分儀表板
  • 群體智慧市場：2023 年和 2030 年應用變化分析
  • 機器人技術
  • 無人機
  • 人類人群

第7章群體智慧市場：最終用途估計與趨勢分析

  • 細分儀表板
  • 群體智慧市場：2023 年和 2030 年最終用途變化分析
  • 運輸和物流
  • 機器人和自動化
  • 衛生保健
  • 零售與電子商務
  • 其他

第8章群體智慧市場：區域估計與趨勢分析

  • 群體智慧市場佔有率（按地區），2023 年和 2030 年，百萬美元
  • 北美洲
    • 2018-2030 年北美群體智慧市場估計與預測
    • 美國
    • 加拿大
  • 歐洲
    • 2018-2030 年歐洲群體智慧市場估計與預測
    • 英國
    • 德國
    • 法國
    • 義大利
    • 西班牙
    • 荷蘭
  • 亞太地區
    • 2018-2030 年亞太地區群體智慧市場估計與預測
    • 中國
    • 日本
    • 印度
    • 韓國
    • 澳洲
  • 拉丁美洲
    • 2018-2030 年拉丁美洲群體智慧市場估計與預測
    • 巴西
    • 墨西哥
    • 阿根廷
  • 中東和非洲
    • 中東和非洲群體智慧市場估計和預測，2018-2030 年
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非

第9章 競爭形勢

  • 主要市場參與企業的最新趨勢和影響分析
  • 公司分類
  • 公司市場定位
  • 公司市場佔有率分析
  • 企業熱力圖分析
  • 策略規劃
    • 擴張
    • 併購
    • 夥伴關係與協作
    • 新產品發布
    • 研究與開發
  • 公司簡介
    • 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