Agritronics Weather Stations Ground Station : in-situ measurement Seedling Tillering Heading Harvesting Phase 1: 22 Stations Time-series images Phase 2: 23 Stations Phenological profile 51
Agritronics Weather Stations Ground Station : in-situ measurement solar radiation digital camera 3-D sonic anemometer wind speed and direction net radiometer krypton hygrometer spectroradiometer thermal infrared radiometer digital camera rain gage water content profile probe humidity & air temperature
Marine Platform Coastal Radar Station Buoy USV
HF Coastal Radar
GEOINFORMATICS Could you be interested? Are you looking for . . . retrieval of data for regions difficult or impossible to reach…for the collection of much more data in a shorter amount of time With Geoinformatics you can Map natural resources Predict floods and other natural events Use GIS for retail analysis Local and regional planning Infrastructure development Be involved with climate modelling, cloud physics or the mapping of Mars.
GEOINFORMATICS Who needs Geoinformatics? • Local and central government • The utilities (water, electricity, gas, telephone and cable services) • The energy industry (exploration, production and retail) • The construction and survAeinlldanmcaeninydouthsterriess, • The insurance industry andffoinr aenxcaimalpslee…rvi.ces • Retail industries (analysing location and markets) • Manufacturing and monitoring industries • Property marketing and management • Land and sea surveying companies • Geoinformatics system designers, manufacturers and vendors
Future Trends in Space and GeoInformatics
New Technology…New Trends • Sensors • Satellites • UAV • Airborne LiDAR • Multi-sensor Data Fusion • Virtual reality (VR), Augmented reality (AR) • Smart Navigation • Web-based Services • Geospatial Big Data and New Analytic Process • Citizens as ‘Sensors
Geospatial Big Data Getting Big Value from Big Data Geo-Informatics and Space Technology Development Agency (Public Organization) www.gistda.or.th
80% + of Big Data is Geospatial Big Data due to the vast networks of GNSS, satellites, cell towers, IoT, etc.
Satellite Constellation Real-time Sensor Other more … Geospatial 20+ Automatic 1,000+ UAVs / Drones Identification Mobile Mapping Big Data Active System/ VMS Weather, System (MMS) & Analytics Satellites Hydrological & EVERY Air Quality CCTV MINUTE Stations Car Tracking / Logistic Geospatial big data refers Thaichote to spatial data sets exceeding capacity of 1.6 Satellite Image Cellular Tower current computing systems. A significant Tera Byte per day Crowdsourcing portion of big data is actually geospatial data, GNSS Citizens as a and the size of such data Sensors is growing rapidly at least Coastal Radar Station by 20% every year. Everywhere & Every time 80% + Social networks of Big Data 245+ is Geospatial Big Data due to the vast networks of GNSS, IGS Cors satellites, cell towers, IoT, etc. Reference Stations Volunteered Geographic Information
• Big Data • Digital Innovation
GEO-INTELLIGENCE
SkySat Sub-meter resolution imagery and high-definition video • SkySat-1 --November 21, 2013 , SkySat-2 --July 8, 2014: • SkyBox Imaging, USA • 0.9m Pan and 2.0m Multispectral resolution imagery • High-definition Pan Video at 1.1m (90-second video clips at 30 frames per second) • 450 km above the earth • From \"days to revisit\" to \"revisits per day“ • SkySat constellation in 2015: 1.8 per day
Skysat
HD Video from Space: An Entirely New Perspective
Change Detection
• DARPA
Map geo Augmented Reality
Augmented reality (AR) is a live direct or indirect view of a physical, real-world environment whose elements are augmented (or supplemented) by computer- generated sensory input such as sound, video, graphics or GPS data. เทคโนโลยีเสมือนจรงิ การผสมผสานกนั ระหวา่ งภาพ จาํ ลองและภาพจรงิ เทคโนโลยีทีผสานเอาโลกแหง่ ความ เป็นจรงิ (Physical World) เขา้ กบั โลกเสมือน (Virtual World) โดยผา่ นทางอปุ กรณต์ ่างๆ อยา่ งกลอ้ ง ถ่ายภาพ เข็มทิศ และ GPS
Augmented Reality GIS Maps
Virtual Reality The GeoVisualization World
Artificial Intelligence • Satellite constellation • Hyperspectral Image Triumphingly applicable • Multi-sensor • Time-series image in field of Image • Video Classification Neural Deep Intelligence Learning from Big Data Networks • Increase accuracy • Solve problems Fast that manually Smart would be extremely Automatically • Cloud difficult or process huge amounts of computing impossible information and sources: big data • Minimize man-hour Machine Learning make intelligent solutions
What’s change? Location sharing Present GeoText mining & Beyond • Technology/Platform • Communication Freely available Autonomous • Location isimportant mapping System • Data: Interactive On-demand • From“Nodata”to“Bigdata” mapping facilities • From“Private”to“Public” • Complexproblems • Thepowerof“DataScience” Past Data Warehouse Real-time Catalog & Analytical Tools: GISystem Metadata Fire spreading Manual System Volunteer Geographic model, flood area Information prediction (Crowdsourcing) GIScience | GIStudy | GISocial | GISolution Standard & National mapping
New Technology Big Data AI – Artificial Intelligent IOT – Internet of Things Future Life
Nike releases new shoes controlled by your smartphone ..\\..\\vdo\\Innovation\\Nikes Adapt BB Hands-On First app.mp4
AI Supermarket How to find taxi..
Future of Artificial Intelligence Enhanced Audience Targeting • Social media usage • Online user behaviors • Frequent buying patterns AI-based chatbots LinkedIn invested in Bright, a company which enables the site to offer better candidate matches for both employers and job seekers • The Future of AI-Assisted Social Media Marketing • Understand and track multiple aspects of user behavior • How much time do they spend online? • Which social media platform do they spend the most time on? • What do they exactly use social media for? • What form of content do they consume? • Which products/brands get the most visibility from them on social media https://hackernoon.com/the-future-of-ai-assisted-social-media-marketing-7f8e91afbec1
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