スウォームインテリジェンス市場、シェア、市場規模、動向、産業分析レポート：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～2032年

Polaris Market Researchの最新調査によると、世界のスウォームインテリジェンス市場規模は2032年までに8億672万米ドルに達する見込みです。この調査レポートは、現在の市場力学を詳細に洞察し、将来の市場成長に関する分析を提供しています。

スウォームインテリジェンス市場は、業界全体で拡張性と適応性のあるソリューションの必要性から、需要の高まりを目の当たりにしています。社会性昆虫の集団行動から着想を得たスウォームインテリジェンスは、複雑な課題に効果的に取り組むための分散型自己組織化システムを提供します。スケーラビリティは、スウォームインテリジェンスを採用する重要な原動力であり、柔軟なソリューションのための多数のエージェント間の調整を可能にします。さらに、その適応的な性質はダイナミックな環境に適しており、分散型の意思決定を通じて状況の変化に素早く対応することができます。ロジスティクス、ロボット工学、金融、ヘルスケア、製造業などの業界では、プロセスを最適化し、意思決定を強化する可能性があるとして、スウォームインテリジェンスを採用しています。

人工知能、機械学習、センサー技術の進歩により、スウォームインテリジェンスアルゴリズムは大幅に改善されました。産業界全体で自律型システムの採用が増加しており、分散型の意思決定と調整のためにスウォームインテリジェンスに依存しています。この需要により、大規模な用途に対応できる、より洗練されたアルゴリズムの開発が促進されています。さらに、エッジコンピューティングとIoTデバイスによって、スウォームインテリジェンスは集中処理なしでリアルタイムにデータを分析できるようになります。5Gのような通信技術の進歩は、群エージェント間のシームレスな連携を促進します。

ヘルスケアでは、スウォームインテリジェンスは病気の診断、治療計画、病院運営の改善のために多様なデータソースを活用することで、患者のケアを最適化します。生物医学では、膨大なデータセットを分析して薬剤候補を特定し、生体システムをモデル化することで、創薬、ゲノミクス、計算生物学の進歩を促進します。この採用は、医療データの複雑化、個別化治療の需要、ヘルスケア提供の最適化の必要性によって促進されています。これらの分野でスウォームインテリジェンスが採用されるにつれ、市場は大きく成長し、ヘルスケアと生物医学におけるイノベーションを促進する態勢が整っています。

さらに、都市がデジタル変革を遂げる中、スウォームインテリジェンスは都市システムを最適化する革新的なソリューションを提供しています。主な用途は都市移動で、アルゴリズムが交通管理と自律走行車を最適化し、渋滞を緩和します。さらに、スウォームインテリジェンスはスマートエネルギーシステムを最適化し、再生可能エネルギーの統合を促進します。また、データを分析して異常を検知し、緊急対応を調整することで、公共の安全も強化します。スマートシティへの取り組みが進むにつれ、スウォームインテリジェンス技術への需要が高まり、都市生活に革命をもたらしています。

スウォームインテリジェンス市場レポートハイライト

2023年には、幅広い適用性、効率的な最適化、実証済みの効果により、アリコロニー最適化分野が大きな収益シェアを占めました。

2023年、最適化分野は、効率改善、リアルタイム意思決定、拡張性により、大きな収益シェアを占めました。

2023年には、自動化需要の増加、ナビゲーションと探査の強化、動的環境への適応性により、ロボット分野が大きな収益シェアを占めました。

2023年には、効率的なルート計画、強化された車両管理、ラストマイル配送の最適化により、輸送・物流分野が大きな収益シェアを占めました。

北米地域は、主要プレイヤーの存在、業界全体への早期導入、強固なインフラストラクチャにより、2023年に大きな市場シェアを占めました。

市場は、Apium Swarm Robotics、Axon Enterprise, Inc.、DoBots、Enswarm、Hydromea、Sentien Robotics、SSI Schafer-Fritz Schaferなど、世界的に存在感を示す市場プレイヤーの存在により、競争が激しいです。

目次

第1章 イントロダクション

第2章 エグゼクティブサマリー

第3章 調査手法

第4章 世界スウォームインテリジェンス市場の洞察

• スウォームインテリジェンス- 業界スナップショット
• スウォームインテリジェンス市場力学
  • 促進要因と機会
    • 人工知能（AI）と機械学習（ML）技術の採用の増加により、製品の需要が刺激されると予測されています。
    • 自律システムの需要増加がスウォームインテリジェンス市場の成長を牽引すると予想される
  • 抑制要因と課題
    • データのプライバシーとセキュリティに関する懸念がスウォームインテリジェンス市場の成長を妨げる可能性が高い
• PESTLE分析
• スウォームインテリジェンス業界の動向
• バリューチェーン分析
• COVID-19の影響分析

第5章 モデル別の世界市場

• 主な調査結果
• イントロダクション
• 粒子群最適化
• 蟻コロニー最適化
• その他

第6章 能力別の世界市場

• 主な調査結果
• イントロダクション
• スケジュール
• 最適化
• クラスタリング
• ルーティング

第7章 用途別の世界市場

• 主な調査結果
• イントロダクション
• ドローン
• ロボット工学
• 人間のスウォーミング
• その他

第8章 最終用途別の世界市場

• 主な調査結果
• イントロダクション
• ロボット工学と自動化
• 運輸・物流
• ヘルスケア
• その他

第9章 地域別の世界市場

• 主な調査結果
• イントロダクション
  • スウォームインテリジェンス市場の評価、地域別、2019-2032
• スウォームインテリジェンス市場-北米
  • 北米：スウォームインテリジェンス市場、モデル別、2019-2032年
  • 北米：スウォームインテリジェンス市場、最終用途別、2019年～2032年
  • 北米：スウォームインテリジェンス市場、機能別、2019年～2032年
  • 北米：スウォームインテリジェンス市場、用途別、2019-2032年
  • スウォームインテリジェンス市場-米国
  • スウォームインテリジェンス市場- カナダ
• スウォームインテリジェンス市場- 欧州
  • 欧州：スウォームインテリジェンス市場、モデル別、2019-2032年
  • 欧州：スウォームインテリジェンス市場、最終用途別、2019-2032年
  • 欧州：スウォームインテリジェンス市場、機能別、2019-2032年
  • 欧州：スウォームインテリジェンス市場、用途別、2019-2032年
  • スウォームインテリジェンス市場- 英国
  • スウォームインテリジェンス市場- フランス
  • スウォームインテリジェンス市場- ドイツ
  • スウォームインテリジェンス市場- イタリア
  • スウォームインテリジェンス市場- スペイン
  • スウォームインテリジェンス市場- オランダ
  • スウォームインテリジェンス市場- ロシア
• スウォームインテリジェンス市場- アジア太平洋
  • アジア太平洋地域：スウォームインテリジェンス市場、モデル別、2019年～2032年
  • アジア太平洋地域：スウォームインテリジェンス市場、最終用途別、2019年～2032年
  • アジア太平洋地域：スウォームインテリジェンス市場、機能別、2019年～2032年
  • アジア太平洋地域：スウォームインテリジェンス市場、用途別、2019年～2032年
  • スウォームインテリジェンス市場- 中国
  • スウォームインテリジェンス市場- インド
  • スウォームインテリジェンス市場- 日本
  • スウォームインテリジェンス市場- マレーシア
  • スウォームインテリジェンス市場- インドネシア
  • スウォームインテリジェンス市場- 韓国
• スウォームインテリジェンス市場-中東およびアフリカ
  • 中東およびアフリカ：スウォームインテリジェンス市場、モデル別、2019-2032年
  • 中東およびアフリカ：スウォームインテリジェンス市場、最終用途別、2019-2032年
  • 中東およびアフリカ：スウォームインテリジェンス市場、機能別、2019-2032年
  • 中東およびアフリカ：スウォームインテリジェンス市場、用途別、2019-2032年
  • スウォームインテリジェンス市場- サウジアラビア
  • スウォームインテリジェンス市場- 南アフリカ
  • スウォームインテリジェンス市場- イスラエル
  • スウォームインテリジェンス市場-UAE
• スウォームインテリジェンス市場-ラテンアメリカ
  • ラテンアメリカ：スウォームインテリジェンス市場、モデル別、2019-2032年
  • ラテンアメリカ：スウォームインテリジェンス市場、最終用途別、2019年～2032年
  • ラテンアメリカ：スウォームインテリジェンス市場、機能別、2019年～2032年
  • ラテンアメリカ：スウォームインテリジェンス市場、用途別、2019-2032年
  • スウォームインテリジェンス市場- メキシコ
  • スウォームインテリジェンス市場- ブラジル
  • スウォームインテリジェンス市場- アルゼンチン

第10章 競合情勢

• 拡大と買収の分析
  • 拡大
  • 買収
• パートナーシップ/コラボレーション/契約/公開

第11章 企業プロファイル

• Apium Swarm Robotics
• Axon Enterprise, Inc
• Continental AG
• ConvergentAI, Inc
• DoBots
• Enswarm
• Hydromea
• Kim Technologies
• Mobileye
• PowerBlox
• Robert Bosch GmbH
• Sentien Robotics
• SSI Schafer-Fritz Schafer
• Swarm Technology
• Valutico

List of Tables

• Table 1 Global Swarm Intelligence Market, by Model, by Region, 2019-2032 (USD Million)
• Table 2 Global Swarm Intelligence Market, by Capability, by Region, 2019-2032 (USD Million)
• Table 3 Global Swarm Intelligence Market, by Application, by Region, 2019-2032 (USD Million)
• Table 4 Global Swarm Intelligence Market, by End Use, by Region, 2019-2032 (USD Million)
• Table 5 Swarm Intelligence Market Assessment, By Geography, 2019-2032 (USD Million)
• Table 6 North America: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 7 North America: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 8 North America: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 9 North America: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 10 U.S.: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 11 U.S.: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 12 U.S.: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 13 U.S.: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 14 Canada: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 15 Canada: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 16 Canada: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 17 Canada: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 18 Europe: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 19 Europe: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 20 Europe: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 21 Europe: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 22 Germany: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 23 Germany: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 24 Germany: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 25 Germany: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 26 France: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 27 France: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 28 France: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 29 France: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 30 UK: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 31 UK: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 32 UK: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 33 UK: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 34 Italy: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 35 Italy: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 36 Italy: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 37 Italy: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 38 Netherlands: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 39 Netherlands: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 40 Netherlands: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 41 Netherlands: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 42 Spain: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 43 Spain: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 44 Spain: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 45 Spain: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 46 Russia: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 47 Russia: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 48 Russia: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 49 Russia: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 50 Asia Pacific: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 51 Asia Pacific: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 52 Asia Pacific: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 53 Asia Pacific: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 54 China: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 55 China: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 56 China: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 57 China: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 58 Japan: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 59 Japan: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 60 Japan: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 61 Japan: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 62 India: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 63 India: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 64 India: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 65 India: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 66 Indonesia: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 67 Indonesia: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 68 Indonesia: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 69 Indonesia: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 70 Malaysia: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 71 Malaysia: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 72 Malaysia: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 73 Malaysia: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 74 South Korea: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 75 South Korea: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 76 South Korea: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 77 South Korea: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 78 Latin America: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 79 Latin America: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 80 Latin America: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 81 Latin America: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 82 Brazil: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 83 Brazil: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 84 Brazil: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 85 Brazil: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 86 Mexico: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 87 Mexico: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 88 Mexico: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 89 Mexico: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 90 Argentina: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 91 Argentina: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 92 Argentina: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 93 Argentina: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 94 Middle East & Africa: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 95 Middle East & Africa: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 96 Middle East & Africa: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 97 Middle East & Africa: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 98 UAE: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 99 UAE: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 100 UAE: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 101 UAE: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 102 Saudi Arabia: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 103 Saudi Arabia: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 104 Saudi Arabia: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 105 Saudi Arabia: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 106 South Africa: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 107 South Africa: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 108 South Africa: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 109 South Africa: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• Table 110 Israel: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• Table 111 Israel: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• Table 112 Israel: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• Table 113 Israel: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)

List of Figures

• Figure 1. Global Swarm Intelligence Market, 2019-2032 (USD Million)
• Figure 2. Integrated Ecosystem
• Figure 3. Research Methodology: Top-Down & Bottom-Up End Use
• Figure 4. Market by Geography
• Figure 5. Porter's Five Forces
• Figure 6. Market by Model
• Figure 7. Global Swarm Intelligence Market, by Model, 2021 & 2030 (USD Million)
• Figure 8. Market by End Use
• Figure 9. Global Swarm Intelligence Market, by End Use, 2021 & 2030 (USD Million)
• Figure 10. Market by Capability
• Figure 11. Global Swarm Intelligence Market, by Capability, 2021 & 2030 (USD Million)
• Figure 12. Market by Application
• Figure 13. Global Swarm Intelligence Market, by Application, 2021 & 2030 (USD Million)

The global swarm intelligence market size is expected to reach USD 806.72 million by 2032, according to a new study by Polaris Market Research. The report "Swarm Intelligence Market Share, Size, Trends, Industry Analysis Report, By Model (Particle Swarm Optimization, Ant Colony Optimization, Others); By Capability; By Application; By End Use; By Region; Segment Forecast, 2024- 2032" gives a detailed insight into current market dynamics and provides analysis on future market growth.

The swarm intelligence market is witnessing heightened demand due to the necessity for scalable and adaptable solutions across industries. Inspired by social insects' collective behavior, swarm intelligence offers decentralized, self-organized systems to tackle complex challenges effectively. Scalability is a significant driver for adopting swarm intelligence, enabling coordination among numerous agents for flexible solutions. Additionally, its adaptive nature suits dynamic environments, allowing quick responses to changing conditions through decentralized decision-making. Industries such as logistics, robotics, finance, healthcare, and manufacturing embrace swarm intelligence for its potential to optimize processes and enhance decision-making.

Progress in artificial intelligence, machine learning, and sensor technologies has greatly improved swarm intelligence algorithms. Increasing adoption of autonomous systems across industries relies on swarm intelligence for decentralized decision-making and coordination. This demand enhances the development of more sophisticated algorithms capable of handling large-scale applications. Moreover, edge computing and IoT devices enable swarm intelligence to analyze data in real-time without centralized processing. Advancements in communication technologies like 5G facilitate seamless coordination among swarm agents.

In healthcare, swarm intelligence optimizes patient care by leveraging diverse data sources for disease diagnosis, treatment planning, and hospital operations improvement. In biomedicine, it drives drug discovery, genomics, and computational biology advancements by analyzing vast datasets for identifying drug candidates and modeling biological systems. This adoption is fueled by the increasing complexity of medical data, demand for personalized treatments, and the need for optimized healthcare delivery. As these sectors embrace swarm intelligence, the market is poised for significant growth, fostering innovation in healthcare and biomedicine.

Additionally, as cities undergo digital transformation, swarm intelligence offers innovative solutions for optimizing urban systems. A key application is in urban mobility, where algorithms optimize traffic management and autonomous vehicles, reducing congestion. Additionally, swarm intelligence optimizes smart energy systems, promoting renewable energy integration. It also enhances public safety by analyzing data to detect anomalies and coordinate emergency responses. As smart city initiatives progress, demand for swarm intelligence technologies increases, revolutionizing urban living.

Swarm Intelligence Market Report Highlights

In 2023, the ant colony optimization segment held a significant revenue share owing to wide applicability, efficient optimization, and proven effectiveness.

In 2023, the optimization segment held a significant revenue share owing to efficiency improvement, real-time decision-making, and scalability.

In 2023, the robotics segment held a significant revenue share owing to increased automation demand, enhanced navigation and exploration, and adaptability to dynamic environments.

In 2023, the transportation & logistics segment held a significant revenue share owing to efficient route planning, enhanced fleet management, and last-mile delivery optimization.

North America region accounted for a significant market share in 2023 due to the presence of key players, early adoption across industries, and robust infrastructure.

The market is highly competitive owing to the existence of market players with a global presence, including Apium Swarm Robotics, Axon Enterprise, Inc., DoBots, Enswarm, Hydromea, Sentien Robotics, and SSI Schafer - Fritz Schafer, among others.

Polaris Market Research has segmented the Swarm Intelligence market report based on model, capability, application, end use, and region:

Swarm Intelligence, Model Outlook (Revenue - USD Million, 2019 - 2032)

• Particle Swarm Optimization
• Ant Colony Optimization
• Others

Swarm Intelligence, Capability Outlook (Revenue - USD Million, 2019 - 2032)

• Scheduling
• Optimization
• Clustering
• Routing

Swarm Intelligence, Application Outlook (Revenue - USD Million, 2019 - 2032)

• Drones
• Robotics
• Human Swarming
• Others

Swarm Intelligence, End Use Outlook (Revenue - USD Million, 2019 - 2032)

• Robotics & Automation
• Transportation & Logistics
• Healthcare
• Others

Swarm Intelligence, Regional Outlook (Revenue - USD Million, 2019 - 2032)

• North America
• U.S.
• Canada
• Europe
• France
• Germany
• UK
• Italy
• Netherlands
• Spain
• Russia
• Rest of Europe
• Asia Pacific
• Japan
• China
• India
• Malaysia
• Indonesia
• South Korea
• Australia
• Rest of Asia Pacific
• Latin America
• Brazil
• Mexico
• Argentina
• Rest of Latin America
• Middle East & Africa
• Saudi Arabia
• UAE
• Israel
• South Africa
• Rest of Middle East & Africa

Table of Contents

1. Introduction

• 1.1. Report Description
  • 1.1.1. Objectives of the Study
  • 1.1.2. Market Scope
  • 1.1.3. Assumptions
• 1.2. Stakeholders

2. Executive Summary

• 2.1. Market Highlights

3. Research Methodology

• 3.1. Overview
  • 3.1.1. Data Mining
• 3.2. Data Sources
  • 3.2.1. Primary Sources
  • 3.2.2. Secondary Sources

4. Global Swarm Intelligence Market Insights

• 4.1. Swarm Intelligence - Industry Snapshot
• 4.2. Swarm Intelligence Market Dynamics
  • 4.2.1. Drivers and Opportunities
    • 4.2.1.1. Increase in adoption of artificial intelligence (AI) and machine learning (ML) technologies is projected to spur the product demand
    • 4.2.1.2. Rise in demand for autonomous systems is expected to drive swarm intelligence market growth
  • 4.2.2. Restraints and Challenges
    • 4.2.2.1. Data privacy and security concerns are likely to impede the swarm intelligence market growth
• 4.3. Porter's Five Forces Analysis
  • 4.3.1. Bargaining Power of Suppliers (Moderate)
  • 4.3.2. Threats of New Entrants: (Low)
  • 4.3.3. Bargaining Power of Buyers (Moderate)
  • 4.3.4. Threat of Substitute (Moderate)
  • 4.3.5. Rivalry among existing firms (High)
• 4.4. PESTLE Analysis
• 4.5. Swarm Intelligence Industry Trends
• 4.6. Value Chain Analysis
• 4.7. COVID-19 Impact Analysis

5. Global Swarm Intelligence Market, by Model

• 5.1. Key Findings
• 5.2. Introduction
  • 5.2.1. Global Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
• 5.3. Particle Swarm Optimization
  • 5.3.1. Global Swarm Intelligence Market, by Particle Swarm Optimization, by Region, 2019-2032 (USD Million)
• 5.4. Ant Colony Optimization
  • 5.4.1. Global Swarm Intelligence Market, by Ant Colony Optimization, by Region, 2019-2032 (USD Million)
• 5.5. Others
  • 5.5.1. Global Swarm Intelligence Market, by Others, by Region, 2019-2032 (USD Million)

6. Global Swarm Intelligence Market, by Capability

• 6.1. Key Findings
• 6.2. Introduction
  • 6.2.1. Global Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
• 6.3. Scheduling
  • 6.3.1. Global Swarm Intelligence Market, by Scheduling, by Region, 2019-2032 (USD Million)
• 6.4. Optimization
  • 6.4.1. Global Swarm Intelligence Market, by Optimization, by Region, 2019-2032 (USD Million)
• 6.5. Clustering
  • 6.5.1. Global Swarm Intelligence Market, by Clustering, by Region, 2019-2032 (USD Million)
• 6.6. Routing
  • 6.6.1. Global Swarm Intelligence Market, by Routing, by Region, 2019-2032 (USD Million)

7. Global Swarm Intelligence Market, by Application

• 7.1. Key Findings
• 7.2. Introduction
  • 7.2.1. Global Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• 7.3. Drones
  • 7.3.1. Global Swarm Intelligence Market, by Drones, by Region, 2019-2032 (USD Million)
• 7.4. Robotics
  • 7.4.1. Global Swarm Intelligence Market, by Robotics, by Region, 2019-2032 (USD Million)
• 7.5. Human Swarming
  • 7.5.1. Global Swarm Intelligence Market, by Human Swarming, by Region, 2019-2032 (USD Million)
• 7.6. Others
  • 7.6.1. Global Swarm Intelligence Market, by Others, by Region, 2019-2032 (USD Million)

8. Global Swarm Intelligence Market, by End Use

• 8.1. Key Findings
• 8.2. Introduction
  • 8.2.1. Global Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
• 8.3. Robotics & Automation
  • 8.3.1. Global Swarm Intelligence Market, by Robotics & Automation, by Region, 2019-2032 (USD Million)
• 8.4. Transportation & Logistics
  • 8.4.1. Global Swarm Intelligence Market, by Transportation & Logistics, by Region, 2019-2032 (USD Million)
• 8.5. Healthcare
  • 8.5.1. Global Swarm Intelligence Market, by Healthcare, by Region, 2019-2032 (USD Million)
• 8.6. Others
  • 8.6.1. Global Swarm Intelligence Market, by Others, by Region, 2019-2032 (USD Million)

9. Global Swarm Intelligence Market, by Geography

• 9.1. Key findings
• 9.2. Introduction
  • 9.2.1. Swarm Intelligence Market Assessment, By Geography, 2019-2032 (USD Million)
• 9.3. Swarm Intelligence Market - North America
  • 9.3.1. North America: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
  • 9.3.2. North America: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
  • 9.3.3. North America: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
  • 9.3.4. North America: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.3.5. Swarm Intelligence Market - U.S.
    • 9.3.5.1. U.S.: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.3.5.2. U.S.: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.3.5.3. U.S.: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.3.5.4. U.S.: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.3.6. Swarm Intelligence Market - Canada
    • 9.3.6.1. Canada: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.3.6.2. Canada: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.3.6.3. Canada: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.3.6.4. Canada: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• 9.4. Swarm Intelligence Market - Europe
  • 9.4.1. Europe: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
  • 9.4.2. Europe: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
  • 9.4.3. Europe: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
  • 9.4.4. Europe: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.4.5. Swarm Intelligence Market - UK
    • 9.4.5.1. UK: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.4.5.2. UK: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.4.5.3. UK: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.4.5.4. UK: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.4.6. Swarm Intelligence Market - France
    • 9.4.6.1. France: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.4.6.2. France: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.4.6.3. France: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.4.6.4. France: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.4.7. Swarm Intelligence Market - Germany
    • 9.4.7.1. Germany: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.4.7.2. Germany: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.4.7.3. Germany: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.4.7.4. Germany: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.4.8. Swarm Intelligence Market - Italy
    • 9.4.8.1. Italy: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.4.8.2. Italy: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.4.8.3. Italy: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.4.8.4. Italy: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.4.9. Swarm Intelligence Market - Spain
    • 9.4.9.1. Spain: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.4.9.2. Spain: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.4.9.3. Spain: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.4.9.4. Spain: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.4.10. Swarm Intelligence Market - Netherlands
    • 9.4.10.1. Netherlands: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.4.10.2. Netherlands: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.4.10.3. Netherlands: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.4.10.4. Netherlands: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.4.11. Swarm Intelligence Market - Russia
    • 9.4.11.1. Russia: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.4.11.2. Russia.: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.4.11.3. Russia: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.4.11.4. Russia: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• 9.5. Swarm Intelligence Market - Asia Pacific
  • 9.5.1. Asia Pacific: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
  • 9.5.2. Asia Pacific: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
  • 9.5.3. Asia Pacific: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
  • 9.5.4. Asia Pacific: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.5.5. Swarm Intelligence Market - China
    • 9.5.5.1. China: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.5.5.2. China.: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.5.5.3. China: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.5.5.4. China: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.5.6. Swarm Intelligence Market - India
    • 9.5.6.1. India: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.5.6.2. India.: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.5.6.3. India: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.5.6.4. India: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.5.7. Swarm Intelligence Market - Japan
    • 9.5.7.1. Japan: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.5.7.2. Japan.: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.5.7.3. Japan: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.5.7.4. Japan: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.5.8. Swarm Intelligence Market - Malaysia
    • 9.5.8.1. Malaysia: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.5.8.2. Malaysia.: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.5.8.3. Malaysia: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.5.8.4. Malaysia: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.5.9. Swarm Intelligence Market - Indonesia
    • 9.5.9.1. Indonesia: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.5.9.2. Indonesia.: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.5.9.3. Indonesia: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.5.9.4. Indonesia: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.5.10. Swarm Intelligence Market - South Korea
    • 9.5.10.1. South Korea: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.5.10.2. South Korea.: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.5.10.3. South Korea: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.5.10.4. South Korea: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• 9.6. Swarm Intelligence Market - Middle East & Africa
  • 9.6.1. Middle East & Africa: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
  • 9.6.2. Middle East & Africa: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
  • 9.6.3. Middle East & Africa: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
  • 9.6.4. Middle East & Africa: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.6.5. Swarm Intelligence Market - Saudi Arabia
    • 9.6.5.1. Saudi Arabia: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.6.5.2. Saudi Arabia: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.6.5.3. Saudi Arabia: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.6.5.4. Saudi Arabia: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.6.6. Swarm Intelligence Market - South Africa
    • 9.6.6.1. South Africa: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.6.6.2. South Africa: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.6.6.3. South Africa: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.6.6.4. South Africa: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.6.7. Swarm Intelligence Market - Israel
    • 9.6.7.1. Israel: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.6.7.2. Israel: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.6.7.3. Israel: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.6.7.4. Israel: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.6.8. Swarm Intelligence Market - UAE
    • 9.6.8.1. UAE: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.6.8.2. UAE: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.6.8.3. UAE: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.6.8.4. UAE: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
• 9.7. Swarm Intelligence Market - Latin America
  • 9.7.1. Latin America: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
  • 9.7.2. Latin America: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
  • 9.7.3. Latin America: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
  • 9.7.4. Latin America: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.7.5. Swarm Intelligence Market - Mexico
    • 9.7.5.1. Mexico: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.7.5.2. Mexico: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.7.5.3. Mexico: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.7.5.4. Mexico: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.7.6. Swarm Intelligence Market - Brazil
    • 9.7.6.1. Brazil: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.7.6.2. Brazil: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.7.6.3. Brazil: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.7.6.4. Brazil: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)
  • 9.7.7. Swarm Intelligence Market - Argentina
    • 9.7.7.1. Argentina: Swarm Intelligence Market, by Model, 2019-2032 (USD Million)
    • 9.7.7.2. Argentina: Swarm Intelligence Market, by End Use, 2019-2032 (USD Million)
    • 9.7.7.3. Argentina: Swarm Intelligence Market, by Capability, 2019-2032 (USD Million)
    • 9.7.7.4. Argentina: Swarm Intelligence Market, by Application, 2019-2032 (USD Million)

10. Competitive Landscape

• 10.1. Expansion and Acquisition Analysis
  • 10.1.1. Expansion
  • 10.1.2. Acquisitions
• 10.2. Partnerships/Collaborations/Agreements/Exhibitions

11. Company Profiles

• 11.1. Apium Swarm Robotics
  • 11.1.1. Company Overview
  • 11.1.2. Financial Performance
  • 11.1.3. Product Benchmarking
  • 11.1.4. Recent Development
• 11.2. Axon Enterprise, Inc
  • 11.2.1. Company Overview
  • 11.2.2. Financial Performance
  • 11.2.3. Product Benchmarking
  • 11.2.4. Recent Development
• 11.3. Continental AG
  • 11.3.1. Company Overview
  • 11.3.2. Financial Performance
  • 11.3.3. Product Benchmarking
  • 11.3.4. Recent Development
• 11.4. ConvergentAI, Inc
  • 11.4.1. Company Overview
  • 11.4.2. Financial Performance
  • 11.4.3. Product Benchmarking
  • 11.4.4. Recent Development
• 11.5. DoBots
  • 11.5.1. Company Overview
  • 11.5.2. Financial Performance
  • 11.5.3. Product Benchmarking
  • 11.5.4. Recent Development
• 11.6. Enswarm
  • 11.6.1. Company Overview
  • 11.6.2. Financial Performance
  • 11.6.3. Product Benchmarking
  • 11.6.4. Recent Development
• 11.7. Hydromea
  • 11.7.1. Company Overview
  • 11.7.2. Financial Performance
  • 11.7.3. Product Benchmarking
  • 11.7.4. Recent Development
• 11.8. Kim Technologies
  • 11.8.1. Company Overview
  • 11.8.2. Financial Performance
  • 11.8.3. Product Benchmarking
  • 11.8.4. Recent Development
• 11.9. Mobileye
  • 11.9.1. Company Overview
  • 11.9.2. Financial Performance
  • 11.9.3. Product Benchmarking
  • 11.9.4. Recent Development
• 11.10. PowerBlox
  • 11.10.1. Company Overview
  • 11.10.2. Financial Performance
  • 11.10.3. Product Benchmarking
  • 11.10.4. Recent Development
• 11.11. Robert Bosch GmbH
  • 11.11.1. Company Overview
  • 11.11.2. Financial Performance
  • 11.11.3. Product Benchmarking
  • 11.11.4. Recent Development
• 11.12. Sentien Robotics
  • 11.12.1. Company Overview
  • 11.12.2. Financial Performance
  • 11.12.3. Product Benchmarking
  • 11.12.4. Recent Development
• 11.13. SSI Schafer - Fritz Schafer
  • 11.13.1. Company Overview
  • 11.13.2. Financial Performance
  • 11.13.3. Product Benchmarking
  • 11.13.4. Recent Development
• 11.14. Swarm Technology
  • 11.14.1. Company Overview
  • 11.14.2. Financial Performance
  • 11.14.3. Product Benchmarking
  • 11.14.4. Recent Development
• 11.15. Valutico
  • 11.15.1. Company Overview
  • 11.15.2. Financial Performance
  • 11.15.3. Product Benchmarking
  • 11.15.4. Recent Development