リモートセンシングサービス市場:アプリケーション、プラットフォーム(人工衛星、UAV、有人航空機、地上)、エンドユース、解像度(空間、スペクトル、放射、時間)、タイプ、技術(アクティブ、パッシブ)、地域別 - 2027年までの世界予測Remote Sensing Services Market by Application, Platform (Satellites, UAVs, Manned Aircraft, Ground), End Use, Resolution (Spatial, Spectral, Radiometric, Temporal), Type, Technology (Active, Passive) and Region - Global Forecast to 2027 リモートセンシングサービス市場は、2022年の132億米ドルから2027年には266億米ドルへ、年平均成長率14.9%で拡大すると予測されています。 リモートセンシングサービスの基本的な目的は、森林、砂漠、都市、農... もっと見る
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サマリーリモートセンシングサービス市場は、2022年の132億米ドルから2027年には266億米ドルへ、年平均成長率14.9%で拡大すると予測されています。リモートセンシングサービスの基本的な目的は、森林、砂漠、都市、農地などの陸上および地表の特徴を把握し、監視することである。リモートセンシングは、炭素捕捉やアルベド変化などの環境プロセスの科学的理解に重要な役割を担っている。このような重要な情報は、熱帯林のような広大な地域の環境資源を管理し保護するために不可欠です。 地球観測技術クラスター(EOTC)は、EOの研究と実践のための統一テーマを提供するために、地上EOコミュニティの多様なメンバーのための知識交換プラットフォームを促進します。EOTCは、新しいプラットフォーム、センサー開発、画像検索、分析、環境モデリング、データアプリケーションからなるリモートセンシング業務の全領域をカバーしています。リモートセンシングは、衛星写真、衛星搭載の可視・近赤外・熱赤外センサー、合成開口レーダー、パッシブマイクロ波イメージャー、アクティブマイクロ波散乱計などの技術によって実施されている。 用途別では、防衛・安全保障分野が最も大きな伸びを示すと予想される。 軍は敵の情報を得るために衛星画像の力を利用している。衛星を使った海上や陸上の監視活動は、近年ますます重要性を増しており、衛星技術や高速データサービスの進歩に伴い、今後もその傾向が続くと思われます。Airbus Defense and Space社は、OceanFinderプラットフォームというユニークで革新的なインターフェースを提供しており、海事関係者は、AISや海図などの追加情報、衛星ベースの状況レポートと関連して、利用可能な衛星フットプリントを検査することができます。船舶検知報告(VDR)には、船舶の位置、大きさ、関連する状況情報などに関するほぼリアルタイムの情報が含まれています。このような情報は、日常的な背景情報、航路予測、船舶の予測位置、船舶の自動検出と分類などに有用である。 高解像度・超高解像度画像による詳細な情報の取得が解像度分野での需要を高める 空間分解能とは、画像のピクセルレベルの詳細さを意味します。高空間分解能の利点は、グリッドセルサイズが小さいことと、詳細な情報を取得できることです。一方、空間解像度が高いほど、画素は小さくなり、ディテールは小さくなります。ドローンは、最も高い空間分解能を持つ写真を撮影することができます。また、人工衛星は大気圏上空にあるにもかかわらず、Worldview-3のように50cm以上の画素サイズを実現することができます。全体として、画像の品質とオブジェクトの詳細は、その空間分解能によって記述されます。空間分解能は、グリッドセルが小さいと、より多くのピクセルでより高い情報量を持ちます。 2022年6月、地球に関する日々のデータと洞察を提供するリーディングカンパニーであるプラネットラボPBC(米国)と、ヘルスケアと栄養のライフサイエンス分野を中核とするグローバル企業であるバイエルAG(米国)は、戦略的関係を拡大することを発表しました。プラネットとバイエルは、デジタル技術を拡大し、農業にグローバルな好影響を与えることを目指します。バイエルのデジタルツールは、種子生産を最適化し、より効率的で持続可能な農業を実現することができます。プラネット社のユニークなデータは、地球上のあらゆる場所で3.7mの空間分解能で毎日スキャンされた衛星画像をユーザーに提供し、フィールドレベルの洞察を提供できる精密農業を可能にします。 中国がアジア太平洋地域のリモートセンシングサービス市場をリードする 中国は、陸上・海洋観測衛星を利用して、天然資源のモニタリングや環境変化の検知のための強固なネットワークを構築しています。同国は、2025年までにさらに約100機の地球観測衛星を宇宙に打ち上げる計画を立てています。UCS Satelliteデータベースによると、現在260機以上の衛星が軌道上にあり、技術躍進と産業成長の中で、宇宙関連経済の発展を加速させるための措置をとっている。 2022年7月、中国は2022年24回目の軌道上打ち上げで、2基の商業リモートセンシング衛星を軌道に乗せた。SuperView Neo 2 (01)と(02)は近極軌道に送られた。この2基は、中国四維測量地図技術有限公司の最初の合成開口レーダー(SAR)衛星である。Ltd.の最初の合成開口レーダー(SAR)衛星です。(China Siwei)の最初の合成開口レーダー(SAR)衛星です。 中国は2022年8月、同国山西省の太原衛星発射センターから商業リモートセンシングと大気画像撮影のための16基の新しい衛星を宇宙に打ち上げました。 このように、このような数多くの宇宙プロジェクトから、同国が多くの宇宙プロジェクトを抱えていることがわかる。このことは、この国が多くのリモートセンシングサービスを自由に使えることを意味する。したがって、この国は、リモートセンシングサービス市場におけるアジア太平洋地域の成長をリードすることが期待される。 リモートセンシング市場の主な参加者のプロファイルのブレークアップ。 - 企業タイプ別ティア1:77%、ティア2:15%、ティア3:8 - 役職別Cレベル:16%、ディレクターレベル:5%、その他:79 - 地域別北米:9%、欧州:15%、アジア太平洋:51%、中東・アフリカ:16%、中南米:9%。 主な市場参加者 リモートセンシング市場は、Maxar technologies(米国)、Planet Labs PBC(米国)、L3 Harris Technologies(米国)、Airbus SE(オランダ)、Trimble, Inc(米国)など、少数のグローバル企業によって支配されています。 調査対象範囲 この調査レポートは、様々なセグメントとサブセグメントにわたるリモートセンシングサービス市場を対象としています。アプリケーション、プラットフォーム、解像度、エンドユース、タイプ、技術、地域に基づく様々なセグメントで、この市場の規模と成長の可能性を推計することを目的としています。また、本調査では、市場の主要企業の詳細な競合分析、企業プロファイル、製品および事業提供に関する主な見解、企業が実施した最近の開発、企業が採用した主要な市場戦略も掲載しています。 本レポートを購入する理由 本レポートは、リモートセンシングサービス市場全体の収益数値の最も近い近似値に関する情報を提供し、同市場の市場リーダー/新規参入者を支援するものです。本レポートは、利害関係者が競争環境を理解し、自社のビジネスをより良く位置づけ、適切な市場参入戦略を計画するためのより多くの洞察を得るのに役立ちます。また、利害関係者が市場の鼓動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供します。 本レポートでは、以下のポイントに関する洞察を提供しています。 - 市場の浸透度。市場のトッププレイヤーが提供するリモートセンシングサービスに関する包括的な情報 - 製品開発/イノベーション。リモートセンシングサービス市場における今後の技術、研究開発活動、新製品発表に関する詳細な洞察 - 市場開発。有利な市場に関する包括的な情報 - レポートでは、さまざまな地域のリモートセンシングサービス市場を分析しています。 - 市場の多様化。リモートセンシングサービス市場における新製品やサービス、未開拓の地域、最近の開発、投資に関する詳細な情報 - 競争力のある評価。リモートセンシングサービス市場における主要企業の市場シェア、成長戦略、製品、サービス提供能力に関する詳細な評価。 目次1 INTRODUCTION 401.1 STUDY OBJECTIVES 40 1.2 MARKET DEFINITION 40 1.3 STUDY SCOPE 41 FIGURE 1 REMOTE SENSING SERVICES MARKET: MARKETS COVERED 41 1.3.1 INCLUSIONS & EXCLUSIONS 42 TABLE 1 INCLUSIONS AND EXCLUSIONS IN REMOTE SENSING SERVICES MARKET 42 1.3.2 REGIONAL SCOPE 42 1.4 YEARS CONSIDERED 43 1.5 CURRENCY CONSIDERED 43 TABLE 2 USD EXCHANGE RATES 43 1.6 LIMITATIONS 44 1.7 STAKEHOLDERS 44 1.8 SUMMARY OF CHANGES 45 2 RESEARCH METHODOLOGY 46 2.1 RESEARCH DATA 46 FIGURE 2 REPORT PROCESS FLOW 46 FIGURE 3 RESEARCH DESIGN 47 2.1.1 SECONDARY DATA 47 2.1.1.1 Key data from secondary sources 48 FIGURE 4 KEY DATA FROM SECONDARY SOURCES 48 2.1.2 PRIMARY DATA 48 2.1.2.1 Key primary sources 48 2.1.2.2 Key data from primary sources 49 FIGURE 5 KEY DATA FROM PRIMARY SOURCES 49 2.1.2.3 Breakdown of primaries 49 2.1.3 DEMAND-SIDE INDICATORS 50 2.1.4 SUPPLY-SIDE ANALYSIS 50 2.2 MARKET SIZE ESTIMATION 50 2.2.1 MARKET SIZING & FORECASTING 50 2.3 RESEARCH APPROACH & METHODOLOGY 50 2.3.1 BOTTOM-UP APPROACH 51 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 52 2.3.2 TOP-DOWN APPROACH 52 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 52 2.4 MARKET BREAKDOWN AND DATA TRIANGULATION 53 FIGURE 8 DATA TRIANGULATION 53 2.4.1 TRIANGULATION THROUGH PRIMARY AND SECONDARY RESEARCH 54 2.5 GROWTH RATE ASSUMPTIONS 54 2.6 RESEARCH ASSUMPTIONS 54 2.7 RISK ASSESSMENT 55 3 EXECUTIVE SUMMARY 56 FIGURE 9 AGRICULTURE SEGMENT EXPECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 57 FIGURE 10 UAVS SEGMENT EXPECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 57 FIGURE 11 MILITARY & GOVERNMENT SEGMENT EXPECTED TO DOMINATE MARKET DURING FORECAST PERIOD 58 FIGURE 12 SPATIAL SEGMENT EXPECTED TO DOMINATE MARKET DURING FORECAST PERIOD 59 FIGURE 13 NORTH AMERICA ESTIMATED TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 60 4 PREMIUM INSIGHTS 61 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN REMOTE SENSING SERVICES MARKET, 2022–2027 61 FIGURE 14 INCREASING ADOPTION OF UAVS IN REMOTE SENSING APPLICATIONS 61 4.2 REMOTE SENSING SERVICES MARKET, BY END USE 61 FIGURE 15 MILITARY & GOVERNMENT SEGMENT EXPECTED TO LEAD MARKET DURING FORECAST PERIOD 61 4.3 REMOTE SENSING SERVICES MARKET, BY TECHNOLOGY 62 FIGURE 16 ACTIVE SEGMENT EXPECTED TO DOMINATE MARKET DURING FORECAST PERIOD 62 4.4 REMOTE SENSING SERVICES MARKET, BY TYPE 62 FIGURE 17 AERIAL PHOTOGRAPHY & REMOTE SENSING SEGMENT EXPECTED TO LEAD MARKET DURING FORECAST PERIOD 62 4.5 REMOTE SENSING SERVICES MARKET, BY COUNTRY 63 FIGURE 18 INDIA AND CHINA EXPECTED TO WITNESS SIGNIFICANT GROWTH (2022-2027) 63 5 MARKET OVERVIEW 64 5.1 INTRODUCTION 64 5.2 MARKET DYNAMICS 65 FIGURE 19 REMOTE SENSING SERVICES: MARKET DYNAMICS 65 5.2.1 DRIVERS 65 5.2.1.1 Significant advancements in geospatial imagery analytics with introduction of AI and big data 65 FIGURE 20 BIG DATA EARTH OBSERVATION VALUE CHAIN 66 5.2.1.2 Increasing need for remote sensing data in defense and commercial applications 66 5.2.1.3 Increased adoption of UAVs in agriculture for crop health assessment and precision farming 67 5.2.1.4 Technological developments and innovations in earth observation applications 68 FIGURE 23 BIG DATA EARTH OBSERVATION VALUE CHAIN 68 5.2.2 RESTRAINTS 69 5.2.2.1 Decreasing use of manned aircraft in remote sensing applications 69 5.2.2.2 Liability issues associated with UAV operations and services 69 5.2.3 OPPORTUNITIES 69 5.2.3.1 Need for real-time data 69 5.2.3.2 Subscription data and analytic solutions to address commercial market opportunity 70 5.2.4 CHALLENGES 70 5.2.4.1 Short-term data continuity for droughts, floods, and other natural disasters 70 5.2.4.2 Lack of awareness and interoperability issues 71 5.3 VALUE CHAIN ANALYSIS 71 FIGURE 24 VALUE CHAIN ANALYSIS: REMOTE SENSING SERVICES 71 5.4 OPERATIONAL DATA 72 TABLE 3 EARTH OBSERVATION SATELLITES: BY APPLICATION (AS OF DECEMBER 2021) 72 TABLE 4 EARTH OBSERVATION SATELLITES: BY COUNTRY (AS OF DECEMBER 2021) 73 5.5 TECHNOLOGY ANALYSIS 73 5.5.1 REAL-TIME ACQUISITION AND PROCESSING OF INTEGRATED DATA SYSTEMS (RAPIDS) 73 5.6 MARKET ECOSYSTEM 74 FIGURE 25 MARKET ECOSYSTEM MAP: REMOTE SENSING SERVICES MARKET 74 TABLE 5 MARKET ECOSYSTEM: REMOTE SENSING SERVICES 75 5.7 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 76 5.7.1 REVENUE SHIFT AND NEW REVENUE POCKETS FOR REMOTE SENSING SERVICE PROVIDERS 76 FIGURE 26 REVENUE SHIFT FOR REMOTE SENSING SERVICES MARKET 76 5.8 PRICING ANALYSIS 76 5.8.1 AVERAGE SELLING PRICE, BY APPLICATION (KEY PLAYERS) 76 TABLE 6 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE APPLICATIONS (USD PER HOUR) 76 5.9 PORTER’S FIVE FORCES ANALYSIS 77 FIGURE 27 REMOTE SENSING SERVICES MARKET: PORTER’S FIVE FORCES ANALYSIS 77 TABLE 7 REMOTE SENSING SERVICES: PORTER’S FIVE FORCE ANALYSIS 77 5.9.1 THREAT OF NEW ENTRANTS 78 5.9.2 THREAT OF SUBSTITUTES 78 5.9.3 BARGAINING POWER OF SUPPLIERS 78 5.9.4 BARGAINING POWER OF BUYERS 79 5.9.5 INTENSITY OF COMPETITIVE RIVALRY 79 5.10 TARIFF AND REGULATORY LANDSCAPE 80 5.10.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 11 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 5.10.2 UNITED NATIONS’ PRINCIPLES ON REMOTE SENSING OF EARTH FROM OUTER SPACE 82 5.11 KEY CONFERENCES & EVENTS, 2022-2023 85 TABLE 13 REMOTE SENSING SERVICES MARKET: CONFERENCES & EVENTS 85 5.12 KEY STAKEHOLDERS & BUYING CRITERIA 87 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 87 FIGURE 28 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE PLATFORMS 87 TABLE 14 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE PLATFORMS (%) 87 5.12.2 BUYING CRITERIA 88 FIGURE 29 KEY BUYING CRITERIA FOR TOP THREE PLATFORMS 88 TABLE 15 KEY BUYING CRITERIA FOR TOP THREE PLATFORMS 88 6 INDUSTRY TRENDS 89 6.1 INTRODUCTION 89 6.2 TECHNOLOGY TRENDS 89 6.2.1 HYPERSPECTRAL AND MULTIPLE-SPECTRAL IMAGING 89 6.2.2 SYNTHETIC APERTURE RADAR (SAR) 89 6.2.3 ADVANCED VERY HIGH-RESOLUTION RADIOMETER (AVHRR) 90 6.2.4 WIDE FIELD SENSORS FOR REGIONAL SCALE MAPPING 90 6.2.5 SPATIAL ANALYSIS & GIS 90 6.2.6 RADAR INTERFEROMETRY 90 6.2.7 ADVANCEMENT IN ON-BOARD SENSOR TECHNOLOGIES 91 6.2.8 DECISION SUPPORT SYSTEM (DSS) 91 6.2.9 LIDAR REMOTE SENSING 91 6.3 USE CASES: REMOTE SENSING SERVICES 92 6.3.1 USE CASE: SATELLITE IMAGERY FOR OIL SPILL RESPONSE 92 6.3.2 USE CASE: SAR IMAGERY PROVIDED INFORMATION ON FLOODING IN BAHAMAS 92 6.3.3 USE CASE: PROVISION OF REAL-TIME DATA FOR EMERGENCY SYSTEMS 93 6.3.4 USE CASE: SATELLITE IMAGERY UNVEILED EXPENSIVE INFRASTRUCTURE WORK 93 6.4 PATENT ANALYSIS 93 TABLE 16 PATENTS RELATED TO REMOTE SENSING SERVICES MARKET, GRANTED BETWEEN 2018 AND 2022 93 6.5 IMPACT OF MEGATRENDS 96 6.5.1 DEVELOPMENT OF FEASIBLE SOLUTIONS FOR DEBRIS REMOVAL 96 6.5.2 SHIFT IN GLOBAL ECONOMIC POWER 96 7 REMOTE SENSING SERVICES MARKET, BY APPLICATION 97 7.1 INTRODUCTION 98 FIGURE 30 AGRICULTURE SEGMENT EXPECTED TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 99 TABLE 17 REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 99 TABLE 18 REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 100 7.2 AGRICULTURE 100 7.2.1 PRECISION FARMING 101 7.2.1.1 Need for technology to increase yield 101 7.2.2 DROUGHT RISK 101 7.2.2.1 Demand for real-time spatial observation of atmospheric and land surface variables 101 7.2.3 CROP HEALTH ASSESSMENT 101 7.2.3.1 Remote sensing imagery to monitor global food supply 101 7.3 ENGINEERING & INFRASTRUCTURE 102 7.3.1 INDUSTRIAL AND ASSET MAPPING 102 7.3.1.1 Satellite date enhances site planning and mapping 102 7.3.2 LAND & URBAN MANAGEMENT 102 7.3.2.1 Growing need for remote sensing services for soil sealing, urban greenery, and brownfield monitoring 102 7.4 ENVIRONMENTAL & WEATHER 103 7.4.1 GLOBAL CLIMATE CHANGE 103 7.4.1.1 Remote sensing helps compare climatic factors 103 7.4.2 LAND COVER & CHANGE DETECTION 104 7.4.2.1 Need for accurate and updated information on land cover 104 7.4.3 NATURAL DISASTERS 104 7.4.3.1 Use of satellite imagery to warn about natural disasters 104 7.4.4 WEATHER FORECAST 104 7.4.4.1 Growing use of satellite data in weather monitoring 104 7.4.5 FOREST COVER MAPPING 105 7.4.5.1 Use of satellite observations to approximate forest area classes 105 7.4.6 WETLAND MONITORING 105 7.4.6.1 Increased demand for remote sensing systems to prevent loss of wetland ecosystems 105 7.5 ENERGY & POWER 105 7.5.1 MINING & MINERAL EXPLORATION 106 7.5.1.1 Increased use of hyperspectral remote sensing services in extraction of mineral deposits 106 7.5.2 OIL & GAS OPERATION 106 7.5.2.1 Need for enhanced safety in operations 106 7.5.3 RENEWABLE ENERGY SOURCES 106 7.5.3.1 Increased use of satellite and UAV imagery with AI and big data in assessing renewable resources 106 7.5.4 UTILITY 107 7.5.4.1 Timeliness, cost-effectiveness, and accuracy of UAVs in monitoring power lines and wind turbines 107 7.6 TRANSPORTATION & LOGISTICS 107 7.6.1 TRANSPORTATION ROUTE PLANNING 107 7.6.1.1 Effectiveness of remote sensing imagery in monitoring road networks 107 7.6.2 TRANSPORTATION & LOGISTICS SITE PLANNING 108 7.6.2.1 Growing use of satellite imagery in generating contour maps and locating infrastructure assets 108 7.6.3 TRAFFIC MANAGEMENT 108 7.6.3.1 EO satellites relieve congestion on roads and monitor accidents 108 7.6.4 MONITORING OF AIRPORTS 109 7.6.4.1 Need for real-time data to track airfield development 109 7.7 MARITIME 109 7.7.1 PORT & HARBOR MONITORING 109 7.7.1.1 Enables operators and users gain information on vessels 109 7.7.2 COASTAL MANAGEMENT 109 7.7.2.1 Need for remote sensing techniques to survey waters and track marine activities 109 7.7.3 SEARCH & RESCUE 109 7.7.3.1 Increased use of satellite images in rescue and relief 109 7.7.4 MONITORING ILLEGAL FISHING 110 7.7.4.1 Growing use of radar imagery in tracking illegal fishing 110 7.8 DEFENSE & SECURITY 110 7.8.1 SURVEILLANCE & RECONNAISSANCE 110 7.8.1.1 Need to monitor enemy movement through reconnaissance satellites 110 7.8.2 CRITICAL INFRASTRUCTURE PROTECTION 110 7.8.2.1 Managing assets and ensuring safety standards 110 7.8.3 CRIME MAPPING 111 7.8.3.1 Effective use of GIS and satellite imagery in tracking criminals 111 7.8.4 BORDER SECURITY 111 7.8.4.1 Adoption of automatic identification system to enhance border security 111 7.8.5 TARGET TRACKING 111 7.8.5.1 Need for dynamic information on target areas 111 7.9 INSURANCE 111 7.9.1 FLOOD MONITORING 112 7.9.1.1 Rise in demand for assessment of estimated damage and to verify integrity of claims 112 7.9.2 PROPERTY DAMAGE ESTIMATION 112 7.9.2.1 Remote sensing imagery to assist during natural calamities 112 7.10 ACADEMIC & RESEARCH 112 7.10.1 GROWING USE OF SATELLITE IMAGERY BY UNIVERSITIES AND STUDENTS 112 7.11 OTHERS 113 8 REMOTE SENSING SERVICES MARKET, BY PLATFORM 114 8.1 INTRODUCTION 115 FIGURE 31 UAVS SEGMENT EXPECTED TO RECORD HIGHEST CAGR 115 TABLE 19 REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD BILLION) 115 TABLE 20 REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 115 8.2 SATELLITES 116 8.2.1 GEOPOLITICAL AND CLIMATIC EVENTS TO ESCALATE NEED FOR SATELLITE REMOTE SENSING 116 8.3 UAVS 116 8.3.1 TECHNOLOGICAL ADVANCEMENTS TO INCREASE ADOPTION OF UAVS 116 8.4 MANNED AIRCRAFT 117 8.4.1 GROWING USE OF AIRCRAFT FOR REMOTE SENSING APPLICATIONS 117 8.5 GROUND 118 8.5.1 GROWING USE OF GROUND-BASED PLATFORMS AS REMOTE SENSING INSTRUMENTS 118 9 REMOTE SENSING SERVICES MARKET, BY END USE 119 9.1 INTRODUCTION 120 FIGURE 32 COMMERCIAL SEGMENT EXPECTED TO RECORD HIGHER CAGR 120 TABLE 21 REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 120 TABLE 22 REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 120 9.2 MILITARY & GOVERNMENT 121 9.2.1 GROWING DEMAND FOR GEOGRAPHICAL INFORMATION SYSTEMS FOR MILITARY OPERATIONS 121 9.3 COMMERCIAL 121 9.3.1 NEED TO TRACK LARGE PROJECT DEVELOPMENTS, SHIPPING ROUTES, AND CONSTRUCTION SITES 121 10 REMOTE SENSING SERVICES MARKET, BY RESOLUTION 122 10.1 INTRODUCTION 123 FIGURE 33 SPECTRAL SEGMENT EXPECTED TO RECORD HIGHEST CAGR 123 TABLE 23 REMOTE SENSING SERVICES MARKET, BY RESOLUTION, 2018–2021 (USD MILLION) 123 TABLE 24 REMOTE SENSING SERVICES MARKET, BY RESOLUTION, 2022–2027 (USD MILLION) 124 10.2 SPATIAL 124 10.2.1 CAPTURES MORE DETAIL THROUGH HIGH AND VERY HIGH-RESOLUTION IMAGES (10 TO 100 CM/PIXEL) 124 10.3 SPECTRAL 124 10.3.1 SPECTRAL RESOLUTION IMAGES HELP TACKLE CLIMATE CHANGE 124 10.4 RADIOMETRIC 125 10.4.1 NEED FOR FINER QUALITY IMAGES 125 10.5 TEMPORAL 125 10.5.1 PROVIDES MARITIME CUSTOMERS WITH OPTIMAL ROUTE RECOMMENDATIONS 125 11 REMOTE SENSING SERVICES MARKET, BY TECHNOLOGY 126 11.1 INTRODUCTION 127 FIGURE 34 ACTIVE SEGMENT EXPECTED TO RECORD HIGHER CAGR 127 TABLE 25 REMOTE SENSING SERVICES MARKET, BY TECHNOLOGY, 2018–2021 (USD BILLION) 127 TABLE 26 REMOTE SENSING SERVICES MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 127 11.2 PASSIVE 128 11.2.1 PANCHROMATIC IMAGERY 128 11.2.1.1 Provides higher spatial resolution for multispectral images 128 11.2.2 MULTI-SPECTRAL IMAGERY 128 11.2.2.1 Used in agriculture to manage crops, soil, fertilizing, and irrigation 128 11.2.3 PAN-SHARPENED IMAGERY 128 11.2.3.1 Provides high-resolution-colored images 128 11.2.4 HYPERSPECTRAL IMAGERY 129 11.2.4.1 Facilitates fine discrimination between different features on earth's surface 129 11.3 ACTIVE 129 11.3.1 SYNTHETIC APERTURE RADAR (SAR) 129 11.3.1.1 Provides highly accurate measurement of geophysical parameters 129 11.3.2 LIDAR 130 11.3.2.1 Increasing use for precise measurement of topographic features 130 11.3.3 GNSS REFLECTOMETRY (GNSS-R) 130 11.3.3.1 Used for effective weather modeling and prediction 130 12 REMOTE SENSING SERVICES MARKET, BY TYPE 131 12.1 INTRODUCTION 132 FIGURE 35 AERIAL PHOTOGRAPHY & REMOTE SENSING SEGMENT EXPECTED TO RECORD HIGHEST CAGR 132 TABLE 27 REMOTE SENSING SERVICES MARKET, BY TYPE, 2018–2021 (USD MILLION) 132 TABLE 28 REMOTE SENSING SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 132 12.2 AERIAL PHOTOGRAPHY & REMOTE SENSING 133 12.2.1 GROWING DEMAND FOR SATELLITE AND UAV AERIAL PHOTOGRAPHY 133 12.3 DATA ACQUISITION & ANALYTICS 133 12.3.1 DEMAND FOR SUBSCRIPTION DATA AND ANALYTIC SOLUTIONS 133 13 REGIONAL ANALYSIS 134 13.1 INTRODUCTION 135 TABLE 29 REMOTE SENSING SERVICES MARKET, BY REGION, 2018–2021 (USD MILLION) 135 TABLE 30 REMOTE SENSING SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 135 13.2 NORTH AMERICA 136 13.2.1 PESTLE ANALYSIS: NORTH AMERICA 136 FIGURE 36 NORTH AMERICA: REMOTE SENSING SERVICES MARKET SNAPSHOT 138 TABLE 31 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 138 TABLE 32 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 139 TABLE 33 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 139 TABLE 34 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 140 TABLE 35 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 140 TABLE 36 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 140 TABLE 37 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 141 TABLE 38 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 141 13.2.2 US 141 13.2.2.1 Rapid adoption of AI in satellite and UAV imagery 141 TABLE 39 US: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 142 TABLE 40 US: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 142 TABLE 41 US: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 143 TABLE 42 US: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 143 TABLE 43 US: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 143 TABLE 44 US: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 143 13.2.3 CANADA 144 13.2.3.1 Growth of government-backed initiatives to enhance space technologies 144 TABLE 45 CANADA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 144 TABLE 46 CANADA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 145 TABLE 47 CANADA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 145 TABLE 48 CANADA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 145 TABLE 49 CANADA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 146 TABLE 50 CANADA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 146 13.3 EUROPE 146 13.3.1 PESTLE ANALYSIS: EUROPE 147 FIGURE 37 EUROPE: REMOTE SENSING SERVICES MARKET SNAPSHOT 148 TABLE 51 EUROPE: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 149 TABLE 52 EUROPE: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 149 TABLE 53 EUROPE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 150 TABLE 54 EUROPE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 150 TABLE 55 EUROPE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 151 TABLE 56 EUROPE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 151 TABLE 57 EUROPE: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 151 TABLE 58 EUROPE: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 151 13.3.2 UK 152 13.3.2.1 Rapid expansion of remote sensing services for marine applications 152 TABLE 59 UK: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 152 TABLE 60 UK: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 153 TABLE 61 UK: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 153 TABLE 62 UK: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 153 TABLE 63 UK: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 154 TABLE 64 UK: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 154 13.3.3 FRANCE 154 13.3.3.1 Need for global weather data collection system 154 TABLE 65 FRANCE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 155 TABLE 66 FRANCE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 155 TABLE 67 FRANCE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 156 TABLE 68 FRANCE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 156 TABLE 69 FRANCE: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 156 TABLE 70 FRANCE: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 156 13.3.4 GERMANY 157 13.3.4.1 Demand for effective monitoring of forests and critical infrastructure 157 TABLE 71 GERMANY: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 157 TABLE 72 GERMANY: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 158 TABLE 73 GERMANY: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 158 TABLE 74 GERMANY: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 158 TABLE 75 GERMANY: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 159 TABLE 76 GERMANY: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 159 13.3.5 ITALY 159 13.3.5.1 Adoption of UAVs to ensure sustainable agriculture 159 TABLE 77 ITALY: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 160 TABLE 78 ITALY: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 160 TABLE 79 ITALY: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 161 TABLE 80 ITALY: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 161 TABLE 81 ITALY: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 161 TABLE 82 ITALY: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 161 13.3.6 SPAIN 162 13.3.6.1 Use of remote sensing services to aid military operations 162 TABLE 83 SPAIN: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 162 TABLE 84 SPAIN: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 163 TABLE 85 SPAIN: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 163 TABLE 86 SPAIN: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 163 TABLE 87 SPAIN: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 164 TABLE 88 SPAIN: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 164 13.3.7 REST OF EUROPE 164 TABLE 89 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 165 TABLE 90 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 165 TABLE 91 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 166 TABLE 92 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 166 TABLE 93 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 166 TABLE 94 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 166 13.4 ASIA PACIFIC 167 13.4.1 PESTLE ANALYSIS: ASIA PACIFIC 167 FIGURE 38 ASIA PACIFIC REMOTE SENSING SERVICES MARKET SNAPSHOT 169 TABLE 95 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 170 TABLE 96 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 170 TABLE 97 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 171 TABLE 98 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 171 TABLE 99 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 172 TABLE 100 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 172 TABLE 101 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 172 TABLE 102 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 172 13.4.2 CHINA 173 13.4.2.1 Robust network of satellites to monitor natural resources and detect environmental changes 173 TABLE 103 CHINA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 173 TABLE 104 CHINA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 174 TABLE 105 CHINA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 174 TABLE 106 CHINA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 174 TABLE 107 CHINA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 175 TABLE 108 CHINA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 175 13.4.3 INDIA 175 13.4.3.1 Growing agriculture industry to widely adopt remote sensing services 175 TABLE 109 INDIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 176 TABLE 110 INDIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 176 TABLE 111 INDIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 177 TABLE 112 INDIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 177 TABLE 113 INDIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 177 TABLE 114 INDIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 177 13.4.4 JAPAN 178 13.4.4.1 Use of remote sensing services to monitor natural disasters 178 TABLE 115 JAPAN: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 178 TABLE 116 JAPAN: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 179 TABLE 117 JAPAN: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 179 TABLE 118 JAPAN: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 179 TABLE 119 JAPAN: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 180 TABLE 120 JAPAN: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 180 13.4.5 SOUTH KOREA 180 13.4.5.1 Growing use of drones to monitor assets and for remote inspection 180 TABLE 121 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 181 TABLE 122 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 181 TABLE 123 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 182 TABLE 124 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 182 TABLE 125 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 182 TABLE 126 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 182 13.4.6 AUSTRALIA 183 13.4.6.1 Growing use of UAVs in monitoring mines and oilfields 183 TABLE 127 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 183 TABLE 128 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 184 TABLE 129 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 184 TABLE 130 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 184 TABLE 131 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 185 TABLE 132 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 185 13.4.7 REST OF ASIA PACIFIC 185 TABLE 133 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 186 TABLE 134 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 186 TABLE 135 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 187 TABLE 136 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 187 TABLE 137 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 187 TABLE 138 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 187 13.5 MIDDLE EAST & AFRICA 188 13.5.1 PESTLE ANALYSIS: MIDDLE EAST & AFRICA 188 TABLE 139 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 189 TABLE 140 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 189 TABLE 141 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 190 TABLE 142 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 190 TABLE 143 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 191 TABLE 144 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 191 TABLE 145 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 191 TABLE 146 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 191 13.5.2 SAUDI ARABIA 192 13.5.2.1 High adoption of remote sensing services to monitor oilfields and shipping routes 192 TABLE 147 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 192 TABLE 148 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 193 TABLE 149 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 193 TABLE 150 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 193 TABLE 151 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 194 TABLE 152 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 194 13.5.3 UAE 194 13.5.3.1 Growing demand for asset monitoring in oil & gas industry 194 TABLE 153 UAE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 195 TABLE 154 UAE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 195 TABLE 155 UAE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 196 TABLE 156 UAE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 196 TABLE 157 UAE: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 196 TABLE 158 UAE: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 196 13.5.4 ISRAEL 197 13.5.4.1 Increasing use of data analytics in environment monitoring 197 TABLE 159 ISRAEL: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 197 TABLE 160 ISRAEL: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 198 TABLE 161 ISRAEL: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 198 TABLE 162 ISRAEL: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 198 TABLE 163 ISRAEL: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 199 TABLE 164 ISRAEL: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 199 13.5.5 SOUTH AFRICA 199 13.5.5.1 Growing demand for UAV remote sensing services for various applications 199 TABLE 165 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 200 TABLE 166 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 200 TABLE 167 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 201 TABLE 168 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 201 TABLE 169 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 201 TABLE 170 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 201 13.5.6 REST OF MIDDLE EAST & AFRICA 202 TABLE 171 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 202 TABLE 172 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 203 TABLE 173 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 203 TABLE 174 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 203 TABLE 175 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 204 TABLE 176 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 204
SummaryThe Remote Sensing Services market is projected to grow from USD 13.2 billion in 2022 to USD 26.6 billion by 2027, at a CAGR of 14.9%. Table of Contents1 INTRODUCTION 401.1 STUDY OBJECTIVES 40 1.2 MARKET DEFINITION 40 1.3 STUDY SCOPE 41 FIGURE 1 REMOTE SENSING SERVICES MARKET: MARKETS COVERED 41 1.3.1 INCLUSIONS & EXCLUSIONS 42 TABLE 1 INCLUSIONS AND EXCLUSIONS IN REMOTE SENSING SERVICES MARKET 42 1.3.2 REGIONAL SCOPE 42 1.4 YEARS CONSIDERED 43 1.5 CURRENCY CONSIDERED 43 TABLE 2 USD EXCHANGE RATES 43 1.6 LIMITATIONS 44 1.7 STAKEHOLDERS 44 1.8 SUMMARY OF CHANGES 45 2 RESEARCH METHODOLOGY 46 2.1 RESEARCH DATA 46 FIGURE 2 REPORT PROCESS FLOW 46 FIGURE 3 RESEARCH DESIGN 47 2.1.1 SECONDARY DATA 47 2.1.1.1 Key data from secondary sources 48 FIGURE 4 KEY DATA FROM SECONDARY SOURCES 48 2.1.2 PRIMARY DATA 48 2.1.2.1 Key primary sources 48 2.1.2.2 Key data from primary sources 49 FIGURE 5 KEY DATA FROM PRIMARY SOURCES 49 2.1.2.3 Breakdown of primaries 49 2.1.3 DEMAND-SIDE INDICATORS 50 2.1.4 SUPPLY-SIDE ANALYSIS 50 2.2 MARKET SIZE ESTIMATION 50 2.2.1 MARKET SIZING & FORECASTING 50 2.3 RESEARCH APPROACH & METHODOLOGY 50 2.3.1 BOTTOM-UP APPROACH 51 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 52 2.3.2 TOP-DOWN APPROACH 52 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 52 2.4 MARKET BREAKDOWN AND DATA TRIANGULATION 53 FIGURE 8 DATA TRIANGULATION 53 2.4.1 TRIANGULATION THROUGH PRIMARY AND SECONDARY RESEARCH 54 2.5 GROWTH RATE ASSUMPTIONS 54 2.6 RESEARCH ASSUMPTIONS 54 2.7 RISK ASSESSMENT 55 3 EXECUTIVE SUMMARY 56 FIGURE 9 AGRICULTURE SEGMENT EXPECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 57 FIGURE 10 UAVS SEGMENT EXPECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 57 FIGURE 11 MILITARY & GOVERNMENT SEGMENT EXPECTED TO DOMINATE MARKET DURING FORECAST PERIOD 58 FIGURE 12 SPATIAL SEGMENT EXPECTED TO DOMINATE MARKET DURING FORECAST PERIOD 59 FIGURE 13 NORTH AMERICA ESTIMATED TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 60 4 PREMIUM INSIGHTS 61 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN REMOTE SENSING SERVICES MARKET, 2022–2027 61 FIGURE 14 INCREASING ADOPTION OF UAVS IN REMOTE SENSING APPLICATIONS 61 4.2 REMOTE SENSING SERVICES MARKET, BY END USE 61 FIGURE 15 MILITARY & GOVERNMENT SEGMENT EXPECTED TO LEAD MARKET DURING FORECAST PERIOD 61 4.3 REMOTE SENSING SERVICES MARKET, BY TECHNOLOGY 62 FIGURE 16 ACTIVE SEGMENT EXPECTED TO DOMINATE MARKET DURING FORECAST PERIOD 62 4.4 REMOTE SENSING SERVICES MARKET, BY TYPE 62 FIGURE 17 AERIAL PHOTOGRAPHY & REMOTE SENSING SEGMENT EXPECTED TO LEAD MARKET DURING FORECAST PERIOD 62 4.5 REMOTE SENSING SERVICES MARKET, BY COUNTRY 63 FIGURE 18 INDIA AND CHINA EXPECTED TO WITNESS SIGNIFICANT GROWTH (2022-2027) 63 5 MARKET OVERVIEW 64 5.1 INTRODUCTION 64 5.2 MARKET DYNAMICS 65 FIGURE 19 REMOTE SENSING SERVICES: MARKET DYNAMICS 65 5.2.1 DRIVERS 65 5.2.1.1 Significant advancements in geospatial imagery analytics with introduction of AI and big data 65 FIGURE 20 BIG DATA EARTH OBSERVATION VALUE CHAIN 66 5.2.1.2 Increasing need for remote sensing data in defense and commercial applications 66 5.2.1.3 Increased adoption of UAVs in agriculture for crop health assessment and precision farming 67 5.2.1.4 Technological developments and innovations in earth observation applications 68 FIGURE 23 BIG DATA EARTH OBSERVATION VALUE CHAIN 68 5.2.2 RESTRAINTS 69 5.2.2.1 Decreasing use of manned aircraft in remote sensing applications 69 5.2.2.2 Liability issues associated with UAV operations and services 69 5.2.3 OPPORTUNITIES 69 5.2.3.1 Need for real-time data 69 5.2.3.2 Subscription data and analytic solutions to address commercial market opportunity 70 5.2.4 CHALLENGES 70 5.2.4.1 Short-term data continuity for droughts, floods, and other natural disasters 70 5.2.4.2 Lack of awareness and interoperability issues 71 5.3 VALUE CHAIN ANALYSIS 71 FIGURE 24 VALUE CHAIN ANALYSIS: REMOTE SENSING SERVICES 71 5.4 OPERATIONAL DATA 72 TABLE 3 EARTH OBSERVATION SATELLITES: BY APPLICATION (AS OF DECEMBER 2021) 72 TABLE 4 EARTH OBSERVATION SATELLITES: BY COUNTRY (AS OF DECEMBER 2021) 73 5.5 TECHNOLOGY ANALYSIS 73 5.5.1 REAL-TIME ACQUISITION AND PROCESSING OF INTEGRATED DATA SYSTEMS (RAPIDS) 73 5.6 MARKET ECOSYSTEM 74 FIGURE 25 MARKET ECOSYSTEM MAP: REMOTE SENSING SERVICES MARKET 74 TABLE 5 MARKET ECOSYSTEM: REMOTE SENSING SERVICES 75 5.7 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 76 5.7.1 REVENUE SHIFT AND NEW REVENUE POCKETS FOR REMOTE SENSING SERVICE PROVIDERS 76 FIGURE 26 REVENUE SHIFT FOR REMOTE SENSING SERVICES MARKET 76 5.8 PRICING ANALYSIS 76 5.8.1 AVERAGE SELLING PRICE, BY APPLICATION (KEY PLAYERS) 76 TABLE 6 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE APPLICATIONS (USD PER HOUR) 76 5.9 PORTER’S FIVE FORCES ANALYSIS 77 FIGURE 27 REMOTE SENSING SERVICES MARKET: PORTER’S FIVE FORCES ANALYSIS 77 TABLE 7 REMOTE SENSING SERVICES: PORTER’S FIVE FORCE ANALYSIS 77 5.9.1 THREAT OF NEW ENTRANTS 78 5.9.2 THREAT OF SUBSTITUTES 78 5.9.3 BARGAINING POWER OF SUPPLIERS 78 5.9.4 BARGAINING POWER OF BUYERS 79 5.9.5 INTENSITY OF COMPETITIVE RIVALRY 79 5.10 TARIFF AND REGULATORY LANDSCAPE 80 5.10.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 11 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 5.10.2 UNITED NATIONS’ PRINCIPLES ON REMOTE SENSING OF EARTH FROM OUTER SPACE 82 5.11 KEY CONFERENCES & EVENTS, 2022-2023 85 TABLE 13 REMOTE SENSING SERVICES MARKET: CONFERENCES & EVENTS 85 5.12 KEY STAKEHOLDERS & BUYING CRITERIA 87 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 87 FIGURE 28 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE PLATFORMS 87 TABLE 14 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE PLATFORMS (%) 87 5.12.2 BUYING CRITERIA 88 FIGURE 29 KEY BUYING CRITERIA FOR TOP THREE PLATFORMS 88 TABLE 15 KEY BUYING CRITERIA FOR TOP THREE PLATFORMS 88 6 INDUSTRY TRENDS 89 6.1 INTRODUCTION 89 6.2 TECHNOLOGY TRENDS 89 6.2.1 HYPERSPECTRAL AND MULTIPLE-SPECTRAL IMAGING 89 6.2.2 SYNTHETIC APERTURE RADAR (SAR) 89 6.2.3 ADVANCED VERY HIGH-RESOLUTION RADIOMETER (AVHRR) 90 6.2.4 WIDE FIELD SENSORS FOR REGIONAL SCALE MAPPING 90 6.2.5 SPATIAL ANALYSIS & GIS 90 6.2.6 RADAR INTERFEROMETRY 90 6.2.7 ADVANCEMENT IN ON-BOARD SENSOR TECHNOLOGIES 91 6.2.8 DECISION SUPPORT SYSTEM (DSS) 91 6.2.9 LIDAR REMOTE SENSING 91 6.3 USE CASES: REMOTE SENSING SERVICES 92 6.3.1 USE CASE: SATELLITE IMAGERY FOR OIL SPILL RESPONSE 92 6.3.2 USE CASE: SAR IMAGERY PROVIDED INFORMATION ON FLOODING IN BAHAMAS 92 6.3.3 USE CASE: PROVISION OF REAL-TIME DATA FOR EMERGENCY SYSTEMS 93 6.3.4 USE CASE: SATELLITE IMAGERY UNVEILED EXPENSIVE INFRASTRUCTURE WORK 93 6.4 PATENT ANALYSIS 93 TABLE 16 PATENTS RELATED TO REMOTE SENSING SERVICES MARKET, GRANTED BETWEEN 2018 AND 2022 93 6.5 IMPACT OF MEGATRENDS 96 6.5.1 DEVELOPMENT OF FEASIBLE SOLUTIONS FOR DEBRIS REMOVAL 96 6.5.2 SHIFT IN GLOBAL ECONOMIC POWER 96 7 REMOTE SENSING SERVICES MARKET, BY APPLICATION 97 7.1 INTRODUCTION 98 FIGURE 30 AGRICULTURE SEGMENT EXPECTED TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 99 TABLE 17 REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 99 TABLE 18 REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 100 7.2 AGRICULTURE 100 7.2.1 PRECISION FARMING 101 7.2.1.1 Need for technology to increase yield 101 7.2.2 DROUGHT RISK 101 7.2.2.1 Demand for real-time spatial observation of atmospheric and land surface variables 101 7.2.3 CROP HEALTH ASSESSMENT 101 7.2.3.1 Remote sensing imagery to monitor global food supply 101 7.3 ENGINEERING & INFRASTRUCTURE 102 7.3.1 INDUSTRIAL AND ASSET MAPPING 102 7.3.1.1 Satellite date enhances site planning and mapping 102 7.3.2 LAND & URBAN MANAGEMENT 102 7.3.2.1 Growing need for remote sensing services for soil sealing, urban greenery, and brownfield monitoring 102 7.4 ENVIRONMENTAL & WEATHER 103 7.4.1 GLOBAL CLIMATE CHANGE 103 7.4.1.1 Remote sensing helps compare climatic factors 103 7.4.2 LAND COVER & CHANGE DETECTION 104 7.4.2.1 Need for accurate and updated information on land cover 104 7.4.3 NATURAL DISASTERS 104 7.4.3.1 Use of satellite imagery to warn about natural disasters 104 7.4.4 WEATHER FORECAST 104 7.4.4.1 Growing use of satellite data in weather monitoring 104 7.4.5 FOREST COVER MAPPING 105 7.4.5.1 Use of satellite observations to approximate forest area classes 105 7.4.6 WETLAND MONITORING 105 7.4.6.1 Increased demand for remote sensing systems to prevent loss of wetland ecosystems 105 7.5 ENERGY & POWER 105 7.5.1 MINING & MINERAL EXPLORATION 106 7.5.1.1 Increased use of hyperspectral remote sensing services in extraction of mineral deposits 106 7.5.2 OIL & GAS OPERATION 106 7.5.2.1 Need for enhanced safety in operations 106 7.5.3 RENEWABLE ENERGY SOURCES 106 7.5.3.1 Increased use of satellite and UAV imagery with AI and big data in assessing renewable resources 106 7.5.4 UTILITY 107 7.5.4.1 Timeliness, cost-effectiveness, and accuracy of UAVs in monitoring power lines and wind turbines 107 7.6 TRANSPORTATION & LOGISTICS 107 7.6.1 TRANSPORTATION ROUTE PLANNING 107 7.6.1.1 Effectiveness of remote sensing imagery in monitoring road networks 107 7.6.2 TRANSPORTATION & LOGISTICS SITE PLANNING 108 7.6.2.1 Growing use of satellite imagery in generating contour maps and locating infrastructure assets 108 7.6.3 TRAFFIC MANAGEMENT 108 7.6.3.1 EO satellites relieve congestion on roads and monitor accidents 108 7.6.4 MONITORING OF AIRPORTS 109 7.6.4.1 Need for real-time data to track airfield development 109 7.7 MARITIME 109 7.7.1 PORT & HARBOR MONITORING 109 7.7.1.1 Enables operators and users gain information on vessels 109 7.7.2 COASTAL MANAGEMENT 109 7.7.2.1 Need for remote sensing techniques to survey waters and track marine activities 109 7.7.3 SEARCH & RESCUE 109 7.7.3.1 Increased use of satellite images in rescue and relief 109 7.7.4 MONITORING ILLEGAL FISHING 110 7.7.4.1 Growing use of radar imagery in tracking illegal fishing 110 7.8 DEFENSE & SECURITY 110 7.8.1 SURVEILLANCE & RECONNAISSANCE 110 7.8.1.1 Need to monitor enemy movement through reconnaissance satellites 110 7.8.2 CRITICAL INFRASTRUCTURE PROTECTION 110 7.8.2.1 Managing assets and ensuring safety standards 110 7.8.3 CRIME MAPPING 111 7.8.3.1 Effective use of GIS and satellite imagery in tracking criminals 111 7.8.4 BORDER SECURITY 111 7.8.4.1 Adoption of automatic identification system to enhance border security 111 7.8.5 TARGET TRACKING 111 7.8.5.1 Need for dynamic information on target areas 111 7.9 INSURANCE 111 7.9.1 FLOOD MONITORING 112 7.9.1.1 Rise in demand for assessment of estimated damage and to verify integrity of claims 112 7.9.2 PROPERTY DAMAGE ESTIMATION 112 7.9.2.1 Remote sensing imagery to assist during natural calamities 112 7.10 ACADEMIC & RESEARCH 112 7.10.1 GROWING USE OF SATELLITE IMAGERY BY UNIVERSITIES AND STUDENTS 112 7.11 OTHERS 113 8 REMOTE SENSING SERVICES MARKET, BY PLATFORM 114 8.1 INTRODUCTION 115 FIGURE 31 UAVS SEGMENT EXPECTED TO RECORD HIGHEST CAGR 115 TABLE 19 REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD BILLION) 115 TABLE 20 REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 115 8.2 SATELLITES 116 8.2.1 GEOPOLITICAL AND CLIMATIC EVENTS TO ESCALATE NEED FOR SATELLITE REMOTE SENSING 116 8.3 UAVS 116 8.3.1 TECHNOLOGICAL ADVANCEMENTS TO INCREASE ADOPTION OF UAVS 116 8.4 MANNED AIRCRAFT 117 8.4.1 GROWING USE OF AIRCRAFT FOR REMOTE SENSING APPLICATIONS 117 8.5 GROUND 118 8.5.1 GROWING USE OF GROUND-BASED PLATFORMS AS REMOTE SENSING INSTRUMENTS 118 9 REMOTE SENSING SERVICES MARKET, BY END USE 119 9.1 INTRODUCTION 120 FIGURE 32 COMMERCIAL SEGMENT EXPECTED TO RECORD HIGHER CAGR 120 TABLE 21 REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 120 TABLE 22 REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 120 9.2 MILITARY & GOVERNMENT 121 9.2.1 GROWING DEMAND FOR GEOGRAPHICAL INFORMATION SYSTEMS FOR MILITARY OPERATIONS 121 9.3 COMMERCIAL 121 9.3.1 NEED TO TRACK LARGE PROJECT DEVELOPMENTS, SHIPPING ROUTES, AND CONSTRUCTION SITES 121 10 REMOTE SENSING SERVICES MARKET, BY RESOLUTION 122 10.1 INTRODUCTION 123 FIGURE 33 SPECTRAL SEGMENT EXPECTED TO RECORD HIGHEST CAGR 123 TABLE 23 REMOTE SENSING SERVICES MARKET, BY RESOLUTION, 2018–2021 (USD MILLION) 123 TABLE 24 REMOTE SENSING SERVICES MARKET, BY RESOLUTION, 2022–2027 (USD MILLION) 124 10.2 SPATIAL 124 10.2.1 CAPTURES MORE DETAIL THROUGH HIGH AND VERY HIGH-RESOLUTION IMAGES (10 TO 100 CM/PIXEL) 124 10.3 SPECTRAL 124 10.3.1 SPECTRAL RESOLUTION IMAGES HELP TACKLE CLIMATE CHANGE 124 10.4 RADIOMETRIC 125 10.4.1 NEED FOR FINER QUALITY IMAGES 125 10.5 TEMPORAL 125 10.5.1 PROVIDES MARITIME CUSTOMERS WITH OPTIMAL ROUTE RECOMMENDATIONS 125 11 REMOTE SENSING SERVICES MARKET, BY TECHNOLOGY 126 11.1 INTRODUCTION 127 FIGURE 34 ACTIVE SEGMENT EXPECTED TO RECORD HIGHER CAGR 127 TABLE 25 REMOTE SENSING SERVICES MARKET, BY TECHNOLOGY, 2018–2021 (USD BILLION) 127 TABLE 26 REMOTE SENSING SERVICES MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 127 11.2 PASSIVE 128 11.2.1 PANCHROMATIC IMAGERY 128 11.2.1.1 Provides higher spatial resolution for multispectral images 128 11.2.2 MULTI-SPECTRAL IMAGERY 128 11.2.2.1 Used in agriculture to manage crops, soil, fertilizing, and irrigation 128 11.2.3 PAN-SHARPENED IMAGERY 128 11.2.3.1 Provides high-resolution-colored images 128 11.2.4 HYPERSPECTRAL IMAGERY 129 11.2.4.1 Facilitates fine discrimination between different features on earth's surface 129 11.3 ACTIVE 129 11.3.1 SYNTHETIC APERTURE RADAR (SAR) 129 11.3.1.1 Provides highly accurate measurement of geophysical parameters 129 11.3.2 LIDAR 130 11.3.2.1 Increasing use for precise measurement of topographic features 130 11.3.3 GNSS REFLECTOMETRY (GNSS-R) 130 11.3.3.1 Used for effective weather modeling and prediction 130 12 REMOTE SENSING SERVICES MARKET, BY TYPE 131 12.1 INTRODUCTION 132 FIGURE 35 AERIAL PHOTOGRAPHY & REMOTE SENSING SEGMENT EXPECTED TO RECORD HIGHEST CAGR 132 TABLE 27 REMOTE SENSING SERVICES MARKET, BY TYPE, 2018–2021 (USD MILLION) 132 TABLE 28 REMOTE SENSING SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 132 12.2 AERIAL PHOTOGRAPHY & REMOTE SENSING 133 12.2.1 GROWING DEMAND FOR SATELLITE AND UAV AERIAL PHOTOGRAPHY 133 12.3 DATA ACQUISITION & ANALYTICS 133 12.3.1 DEMAND FOR SUBSCRIPTION DATA AND ANALYTIC SOLUTIONS 133 13 REGIONAL ANALYSIS 134 13.1 INTRODUCTION 135 TABLE 29 REMOTE SENSING SERVICES MARKET, BY REGION, 2018–2021 (USD MILLION) 135 TABLE 30 REMOTE SENSING SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 135 13.2 NORTH AMERICA 136 13.2.1 PESTLE ANALYSIS: NORTH AMERICA 136 FIGURE 36 NORTH AMERICA: REMOTE SENSING SERVICES MARKET SNAPSHOT 138 TABLE 31 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 138 TABLE 32 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 139 TABLE 33 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 139 TABLE 34 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 140 TABLE 35 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 140 TABLE 36 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 140 TABLE 37 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 141 TABLE 38 NORTH AMERICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 141 13.2.2 US 141 13.2.2.1 Rapid adoption of AI in satellite and UAV imagery 141 TABLE 39 US: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 142 TABLE 40 US: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 142 TABLE 41 US: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 143 TABLE 42 US: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 143 TABLE 43 US: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 143 TABLE 44 US: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 143 13.2.3 CANADA 144 13.2.3.1 Growth of government-backed initiatives to enhance space technologies 144 TABLE 45 CANADA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 144 TABLE 46 CANADA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 145 TABLE 47 CANADA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 145 TABLE 48 CANADA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 145 TABLE 49 CANADA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 146 TABLE 50 CANADA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 146 13.3 EUROPE 146 13.3.1 PESTLE ANALYSIS: EUROPE 147 FIGURE 37 EUROPE: REMOTE SENSING SERVICES MARKET SNAPSHOT 148 TABLE 51 EUROPE: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 149 TABLE 52 EUROPE: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 149 TABLE 53 EUROPE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 150 TABLE 54 EUROPE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 150 TABLE 55 EUROPE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 151 TABLE 56 EUROPE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 151 TABLE 57 EUROPE: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 151 TABLE 58 EUROPE: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 151 13.3.2 UK 152 13.3.2.1 Rapid expansion of remote sensing services for marine applications 152 TABLE 59 UK: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 152 TABLE 60 UK: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 153 TABLE 61 UK: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 153 TABLE 62 UK: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 153 TABLE 63 UK: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 154 TABLE 64 UK: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 154 13.3.3 FRANCE 154 13.3.3.1 Need for global weather data collection system 154 TABLE 65 FRANCE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 155 TABLE 66 FRANCE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 155 TABLE 67 FRANCE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 156 TABLE 68 FRANCE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 156 TABLE 69 FRANCE: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 156 TABLE 70 FRANCE: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 156 13.3.4 GERMANY 157 13.3.4.1 Demand for effective monitoring of forests and critical infrastructure 157 TABLE 71 GERMANY: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 157 TABLE 72 GERMANY: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 158 TABLE 73 GERMANY: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 158 TABLE 74 GERMANY: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 158 TABLE 75 GERMANY: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 159 TABLE 76 GERMANY: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 159 13.3.5 ITALY 159 13.3.5.1 Adoption of UAVs to ensure sustainable agriculture 159 TABLE 77 ITALY: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 160 TABLE 78 ITALY: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 160 TABLE 79 ITALY: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 161 TABLE 80 ITALY: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 161 TABLE 81 ITALY: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 161 TABLE 82 ITALY: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 161 13.3.6 SPAIN 162 13.3.6.1 Use of remote sensing services to aid military operations 162 TABLE 83 SPAIN: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 162 TABLE 84 SPAIN: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 163 TABLE 85 SPAIN: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 163 TABLE 86 SPAIN: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 163 TABLE 87 SPAIN: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 164 TABLE 88 SPAIN: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 164 13.3.7 REST OF EUROPE 164 TABLE 89 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 165 TABLE 90 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 165 TABLE 91 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 166 TABLE 92 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 166 TABLE 93 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 166 TABLE 94 REST OF EUROPE: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 166 13.4 ASIA PACIFIC 167 13.4.1 PESTLE ANALYSIS: ASIA PACIFIC 167 FIGURE 38 ASIA PACIFIC REMOTE SENSING SERVICES MARKET SNAPSHOT 169 TABLE 95 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 170 TABLE 96 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 170 TABLE 97 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 171 TABLE 98 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 171 TABLE 99 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 172 TABLE 100 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 172 TABLE 101 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 172 TABLE 102 ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 172 13.4.2 CHINA 173 13.4.2.1 Robust network of satellites to monitor natural resources and detect environmental changes 173 TABLE 103 CHINA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 173 TABLE 104 CHINA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 174 TABLE 105 CHINA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 174 TABLE 106 CHINA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 174 TABLE 107 CHINA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 175 TABLE 108 CHINA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 175 13.4.3 INDIA 175 13.4.3.1 Growing agriculture industry to widely adopt remote sensing services 175 TABLE 109 INDIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 176 TABLE 110 INDIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 176 TABLE 111 INDIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 177 TABLE 112 INDIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 177 TABLE 113 INDIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 177 TABLE 114 INDIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 177 13.4.4 JAPAN 178 13.4.4.1 Use of remote sensing services to monitor natural disasters 178 TABLE 115 JAPAN: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 178 TABLE 116 JAPAN: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 179 TABLE 117 JAPAN: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 179 TABLE 118 JAPAN: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 179 TABLE 119 JAPAN: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 180 TABLE 120 JAPAN: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 180 13.4.5 SOUTH KOREA 180 13.4.5.1 Growing use of drones to monitor assets and for remote inspection 180 TABLE 121 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 181 TABLE 122 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 181 TABLE 123 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 182 TABLE 124 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 182 TABLE 125 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 182 TABLE 126 SOUTH KOREA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 182 13.4.6 AUSTRALIA 183 13.4.6.1 Growing use of UAVs in monitoring mines and oilfields 183 TABLE 127 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 183 TABLE 128 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 184 TABLE 129 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 184 TABLE 130 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 184 TABLE 131 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 185 TABLE 132 AUSTRALIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 185 13.4.7 REST OF ASIA PACIFIC 185 TABLE 133 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 186 TABLE 134 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 186 TABLE 135 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 187 TABLE 136 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 187 TABLE 137 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 187 TABLE 138 REST OF ASIA PACIFIC: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 187 13.5 MIDDLE EAST & AFRICA 188 13.5.1 PESTLE ANALYSIS: MIDDLE EAST & AFRICA 188 TABLE 139 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 189 TABLE 140 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 189 TABLE 141 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 190 TABLE 142 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 190 TABLE 143 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 191 TABLE 144 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 191 TABLE 145 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 191 TABLE 146 MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 191 13.5.2 SAUDI ARABIA 192 13.5.2.1 High adoption of remote sensing services to monitor oilfields and shipping routes 192 TABLE 147 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 192 TABLE 148 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 193 TABLE 149 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 193 TABLE 150 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 193 TABLE 151 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 194 TABLE 152 SAUDI ARABIA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 194 13.5.3 UAE 194 13.5.3.1 Growing demand for asset monitoring in oil & gas industry 194 TABLE 153 UAE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 195 TABLE 154 UAE: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 195 TABLE 155 UAE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 196 TABLE 156 UAE: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 196 TABLE 157 UAE: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 196 TABLE 158 UAE: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 196 13.5.4 ISRAEL 197 13.5.4.1 Increasing use of data analytics in environment monitoring 197 TABLE 159 ISRAEL: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 197 TABLE 160 ISRAEL: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 198 TABLE 161 ISRAEL: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 198 TABLE 162 ISRAEL: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 198 TABLE 163 ISRAEL: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 199 TABLE 164 ISRAEL: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 199 13.5.5 SOUTH AFRICA 199 13.5.5.1 Growing demand for UAV remote sensing services for various applications 199 TABLE 165 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 200 TABLE 166 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 200 TABLE 167 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 201 TABLE 168 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 201 TABLE 169 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 201 TABLE 170 SOUTH AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 201 13.5.6 REST OF MIDDLE EAST & AFRICA 202 TABLE 171 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 202 TABLE 172 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 203 TABLE 173 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2018–2021 (USD MILLION) 203 TABLE 174 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 203 TABLE 175 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2018–2021 (USD MILLION) 204 TABLE 176 REST OF MIDDLE EAST & AFRICA: REMOTE SENSING SERVICES MARKET, BY END USE, 2022–2027 (USD MILLION) 204
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