Neural’s Post

Heading to #GEOINT next week🌴? It's a good time for a refresher on why #syntheticdata is so vital to the success of #computervision projects! Here's a quick guide on all things synthetic data from Rendered.ai: https://buff.ly/4bgNpAx What you'll learn in this guide: 🟢 How synthetic data solves time and resource-consuming data issues 🟢 5 tips for succeeding with synthetic data 🟢 Answers to common questions from data science teams about data creation and application If you're ready to see examples of synthetic data generation for🛰️simulated #syntheticapertureradar (SAR), #RGB #satellite, #multispectral, and more at GEOINT, then reserve dedicated time at our booth in the #Carahsoft Pavilion now! ⏰ https://buff.ly/3JGeMsc Space Capital Union Labs Ventures Marlinspike Congruent Ventures Tectonic Ventures In-Q-Tel (IQT) AI Partnerships Corp. Carahsoft United States Geospatial Intelligence Foundation (USGIF) #NVIDIAInception

This paper proposes NomaFedHAP, a novel #federated #learning (#FL)-#satellite #communications (#SatCom) approach tailored to #low #Earth #orbit (#LEO) satellites, that (1) utilizes #high-#altitude #platforms (#HAPs) as distributed parameter servers ( \mathcal {PS}\text{s} ) to enhance satellite visibility, and (2) introduces #non-#orthogonal #multiple #access (#NOMA) into LEO to enable fast and bandwidth-efficient model transmissions. In addition, NomaFedHAP includes (3) a new communication topology that exploits HAPs to bridge satellites among different orbits to mitigate the Doppler shift, and (4) a new #federated #learning (#FL) model aggregation scheme that optimally balances models between different orbits and shells. Moreover, they (5) derive a closed-form expression of the outage probability for satellites in near and far shells, as well as for the entire system. ---- Mohamed Elmahallawy, Ph.D., Tie Luo, Khaled Ramadan More details can be found at this link: https://lnkd.in/gKWSkqP9

This paper studies the problem of running a #federated #learning (#FL) algorithm within low Earth orbit satellite constellations connected with intra-orbit #inter-#satellite #links (#ISL), aiming to efficiently process collected data in situ. Satellites apply on-board machine learning and transmit local parameters to the #parameter #server (#PS). The main contribution is a novel approach to enhance FL in satellite constellations using intra-orbit ISLs. The key idea is to rely on predictability of satellite visits to create a system design in which ISLs mitigate the impact of intermittent connectivity and transmit aggregated parameters to the PS. The authors first devise a synchronous FL, which is extended towards an asynchronous FL for the case of sparse satellite visits to the PS. An efficient use of the satellite resources is attained by sparsification-based compression the aggregated parameters within each orbit. ---- Nasrin Razmi, Bho Matthiesen, Armin Dekorsy, Petar Popovski More details can be found at this link: https://lnkd.in/e4Uf2Xfr

These 6 countries are using space technology to build their digital capabilities. Here’s how

TESTUDO project will participate in this webinar with a talk on "Cognitive and Predictive Intelligence for threat identification and operational support in Critical Infrastructure Protection"

#WEF24 "#Satellites as Storytellers" -Dava Newman Director Massachusetts Institute of Technology (#MIT) Media Lab, Apollo Professor of Astronautics MIT - Zachary Bogue Managing Partner and Co-Founder, DCVC Management Co, LLC - "Whether it is predicting poverty rates, processing #ExtremeWeather #forecasts, or #monitoring #water quality, #EarthObservation (#EO) #data is increasingly being used by #societies to better understand their ecosystem and by #industries to make data-driven decisions. For EO to #scale further, it is pivotal that the #technology transforms the #complex #datasets into easily #accessible hyperlocal stories by users wherever they are. Join this session to dive deeper into #satellite-captured data for #knowledge." #WEF #satelliteimagery #space #economic #data #datacapture #datamanagement #assetmanagement #datasets #monitoring #climatechange

Webinar – Space: The Next Frontier of Strategic Competition, , :

📈 Exploring the Final Frontier: This Week's Top Space Funding Rounds! Here's a quick rundown of the top investments: 🔹 Blackwave GmbH $6.6 M 🔹 Phase Four $6.25 M These investments are pivotal for the future of space travel and research. We are closely tracking these developments and their implications for the industry. 🆕 Space Impulse Data Intelligence Platform! We have launched our data intelligence platform that offers comprehensive insights into space technology and investment trends. This tool provides a detailed analysis of funding activities, industry progress, and more. Visit https://lnkd.in/ekt2xE9K to learn more. Our platform brings you the latest and most detailed information in space industry developments 🚀 #SpaceTechnology #InvestmentTrends #Innovation #FutureOfSpaceExploration #DataIntelligence

#GWF2024 | Key Highlights of 𝐃𝐨𝐰𝐧𝐬𝐭𝐫𝐞𝐚𝐦 𝐒𝐩𝐚𝐜𝐞 𝐒𝐮𝐦𝐦𝐢𝐭 Session 𝐂𝐨𝐦𝐦𝐞𝐫𝐜𝐢𝐚𝐥 𝐒𝐩𝐚𝐜𝐞 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐲 𝐔𝐧𝐥𝐨𝐜𝐤𝐢𝐧𝐠 𝐏𝐨𝐭𝐞𝐧𝐭𝐢𝐚𝐥 𝐨𝐟 𝐈𝐦𝐚𝐠𝐞 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 Explore the power of image intelligence! The recent panel discussion delved into how the commercial space industry propelled the shift from mere imagery to valuable insights. The session delved into the pivotal role of the commercial space industry in revolutionizing the transition from imagery to insights. It emphasized how the industry is significantly enhancing the availability and accessibility of image intelligence for commercial users across diverse sectors. Through enterprise-level image intelligence solutions, businesses are experiencing profound impacts on their outputs across various domains. The discussion highlighted how advancements in the commercial space sector are empowering businesses with unprecedented access to high-quality imagery data, enabling them to derive actionable insights and make informed decisions that drive innovation and growth. Meet our Expert Panelist- Parya Pasha Zadeh, Director and Co-Founder, Marmoris Naruo Kanemoto, CEO, Space Shift Inc. Christian Williges, Lead Earth Observation Programs, Reflex Aerospace Prateep Basu, Co-Founder & CEO, SatSure Dr. Sergey Sukhanov, Co-founder and CEO, FlyPix.AI Sreeramam G V, CEO, NeoGeoInfo Technologies Pvt Ltd Geospatial World #DownstreamSpaceSummit #ImageIntelligence #CommercialSpaceIndustry #InsightsFromImagery #SpaceTechnology #CommercialSatellites #DataAnalytics #BusinessInnovation #Growth #ActionableInsights #SpaceSector #Commercialization #BusinessIntelligence #InformedDecisions #InnovationAndGrowth