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スウォーム・インテリジェンスの市場規模、シェア、動向分析レポート:モデル別、能力別、用途別、最終用途別、地域別、セグメント別予測、2024年~2030年

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: | 発行: Grand View Research | ページ情報: 英文 125 Pages | 納期: 2~10営業日

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スウォーム・インテリジェンスの市場規模、シェア、動向分析レポート:モデル別、能力別、用途別、最終用途別、地域別、セグメント別予測、2024年~2030年
出版日: 2024年02月01日
発行: Grand View Research
ページ情報: 英文 125 Pages
納期: 2~10営業日
  • 全表示
  • 概要
  • 図表
  • 目次
概要

スウォーム・インテリジェンス(群知能・SI)市場の成長と動向:

Grand View Research, Inc.の最新レポートによると、世界のスウォーム・インテリジェンス市場規模は2030年までに3億610万米ドルに達し、2024年から2030年までのCAGRは38.4%で成長すると予測されています。

自動車&輸送、ヘルスケア&ライフサイエンス、農業など、多くの産業で問題解決の要件が複雑化していることが、スウォーム・インテリジェンスの需要を促進しています。従来のアルゴリズムでは、複雑で多面的な課題を処理するのに手助けが必要な場合があります。集合知を活用することで、スウォーム・インテリジェンスは金融モデリングや最適化からデータ分析に至るまで、複雑な問題に対処します。その適応的な性質と複雑なシナリオを処理する能力により、ますます高度化する問題情勢に取り組む業界にとって好ましい選択肢となっています。

分散型およびエッジ・コンピューティングへの注目の高まりが、市場の拡大を後押ししています。スウォーム・インテリジェンスは、エッジコンピューティングの原則とシームレスに連携し、データソースに近い場所で分散型の意思決定と処理を可能にします。特に、迅速かつ局所的な意思決定が最重要となるエッジ分析などの用途の要件に適しています。

さらに、環境モニタリングや環境保護への取り組みも市場の成長に貢献しています。大気の質、生物多様性、気候条件などの環境パラメータを効率的に監視・管理するスウォーム・インテリジェンスの能力により、生態学的研究や保全の取り組みに役立つ技術となっています。スウォーム・インテリジェンスの協調的な性質により、環境データを集合的に収集・処理するセンサーネットワークの展開が可能になり、持続可能な資源管理と保全活動に役立ちます。

スウォーム・インテリジェンス市場レポート・ハイライト

  • アントコロニー最適化は、多様な産業で遭遇する最適化問題の複雑化により、2023年に45.0%のシェアで市場を独占。
  • 粒子群最適化分野は、粒子群最適化における人工知能(AI)と機械学習の統合により、予測期間中に最も速いCAGRで成長すると予測されます。
  • 最適化セグメントは2023年に市場を独占し、適応型および自己学習型システムの需要増が後押ししています。
  • ルーティングセグメントは予測期間で最も速いCAGRで成長すると予測されています。輸送におけるインテリジェントで自律的なシステムに対する需要の増加が、このセグメントの成長を促進しています。
  • 2023年はロボット分野が市場を独占。ロジスティクスなどの産業におけるタスクの複雑化により、ロボット分野でのスウォーム・インテリジェンスの必要性がさらに高まっています。
  • 人間群セグメントは、効果的な群衆管理、強化されたチームワーク、分散化された意思決定の需要によって、予測期間中に最も速いCAGRで成長すると予測されています。
  • 2023年には輸送・物流が市場を独占。輸送・ロジスティクスにおけるスウォーム・インテリジェンスは、環境への影響を削減することが急務であることが原動力となっています。
  • 小売・eコマースは、予測期間中に最も速いCAGRで成長すると予測されます。効率的でダイナミックな価格戦略の需要が、小売・eコマース分野におけるスウォーム・インテリジェンスの採用を促進しています。
  • 北米は2023年に36.3%のシェアを占め、市場を独占しています。これは、業界全体への広範な採用、技術革新、持続可能性への注力、支持的な規制枠組みが原動力となっています。

目次

第1章 調査手法と範囲

第2章 エグゼクティブサマリー

第3章 スウォーム・インテリジェンス市場の変数、動向、および範囲

  • 市場イントロダクション/リネージュ展望
  • 市場規模と成長見通し
  • 業界のバリューチェーン分析
  • 市場力学
    • 市場促進要因分析
    • 市場抑制要因分析
    • 業界の機会
    • 業界の課題
  • スウォーム・インテリジェンス市場分析ツール
    • ポーターの分析
    • PESTEL分析

第4章 スウォーム・インテリジェンス市場:モデル推定・動向分析

  • セグメントダッシュボード
  • スウォーム・インテリジェンス市場:モデルの変動分析、2023年および2030年
  • アリのコロニーの最適化
  • 粒子群の最適化
  • その他

第5章 スウォーム・インテリジェンス市場:能力の推定・動向分析

  • セグメントダッシュボード
  • スウォーム・インテリジェンス市場:能力変動分析、2023年および2030年
  • オプティマイゼーション
  • クラスタリング
  • スケジューリング
  • ルーティング

第6章 スウォーム・インテリジェンス市場:用途の推定・動向分析

  • セグメントダッシュボード
  • スウォーム・インテリジェンス市場:用途の変動分析、2023年および2030年
  • ロボット工学
  • ドローン
  • 人間の群れ

第7章 スウォーム・インテリジェンス市場:最終用途の推定・動向分析

  • セグメントダッシュボード
  • スウォーム・インテリジェンス市場:最終用途の変動分析、2023年および2030年
  • 輸送と物流
  • ロボティクスとオートメーション
  • ヘルスケア
  • 小売とeコマース
  • その他

第8章 スウォーム・インテリジェンス市場:地域推定・動向分析

  • スウォーム・インテリジェンス市場シェア、地域別、2023年および2030年、100万米ドル
  • 北米
    • 北米のスウォーム・インテリジェンス市場推計・予測、2018~2030年
    • 米国
    • カナダ
  • 欧州
    • 欧州のスウォーム・インテリジェンス市場推計・予測、2018~2030年
    • 英国
    • ドイツ
    • フランス
    • イタリア
    • スペイン
    • オランダ
  • アジア太平洋地域
    • アジア太平洋地域のスウォーム・インテリジェンス市場推計・予測、2018年から2030年
    • 中国
    • 日本
    • インド
    • 韓国
    • オーストラリア
  • ラテンアメリカ
    • ラテンアメリカのスウォーム・インテリジェンス市場推計・予測、2018~2030年
    • ブラジル
    • メキシコ
    • アルゼンチン
  • 中東とアフリカ
    • 中東とアフリカのスウォーム・インテリジェンス市場推計・予測、2018年から2030年
    • サウジアラビア
    • アラブ首長国連邦
    • 南アフリカ

第9章 競合情勢

  • 主要市場参入企業による最近の動向と影響分析
  • 企業の分類
  • 企業の市場での位置づけ
  • 企業の市場シェア分析
  • 企業ヒートマップ分析
  • 戦略マッピング
    • 拡大
    • 合併と買収
    • パートナーシップとコラボレーション
    • 新製品の発売
    • 研究開発
  • 企業プロファイル
    • 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
図表

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
目次
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