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Tejas Chavan

🌍 AFRI2100 (Aerosol Free Vegetation Index) Mapping & Time-Series Analysis Using Sentinel-2 📡 Source Code = https://lnkd.in/gZYMS9wi 🚀 Completed a vegetation health assessment using the AFRI2100 index derived from Sentinel-2 SR imagery (2024) across Western Maharashtra, providing aerosol-resilient vegetation monitoring insights. 🌾🛰️ 🎯 THE CHALLENGE 🌫️ Aerosols and atmospheric interference distort vegetation indices 🌱 NDVI alone is often unreliable in hazy or smoke-affected conditions ⚙️ Need for a robust vegetation indicator unaffected by aerosol scattering 🗺️ MY APPROACH ✅ Defined AOI (Western Maharashtra Districts shapefile) ✅ Processed Sentinel-2 SR data (Jan–Dec 2024) with <20% cloud cover ✅ Computed AFRI2100 = (NIR – 0.5 × SWIR2) / (NIR + 0.56 × SWIR2) ✅ Generated median composite for spatial vegetation pattern visualization ✅ Created time-series chart to track AFRI2100 variations throughout 2024 ✅ Added a color-coded legend (Low–Moderate–High vegetation health) 🚀 KEY INSIGHTS 📍 Higher AFRI2100 corresponds to healthy, dense vegetation zones 🌾 Declines observed during dry months indicate vegetation stress periods 🧭 Demonstrates AFRI2100’s robustness over NDVI in dusty or smoke-prone regions 💡 WHY IT MATTERS 🌍 Enhances vegetation monitoring under aerosol-heavy conditions 📈 Useful for forest health, crop condition, and drought impact studies 🔬 Supports precision agriculture and climate-resilient vegetation analysis 💻 TECH STACK 🌐 Google Earth Engine – Computation, Visualization, and Time-Series 🛰️ Sentinel-2 SR – NIR & SWIR2 bands 📊 GEE Chart API – AFRI2100 temporal trend analysis 📂 OUTPUTS 🗺️ Median AFRI2100 (2024) spatial map 📈 AFRI2100 time-series chart across AOI 🌈 Legend-based visualization (Low–Moderate–High vegetation condition) 🧾 Export-ready AFRI2100 dataset for future analysis #AFRI2100 #VegetationMonitoring #Sentinel2 #GoogleEarthEngine #RemoteSensing #VegetationHealth #NDVI #GeospatialAnalysis #AerosolCorrection #EarthObservation #RSandGIS #SpatialAnalysis #EnvironmentalMonitoring #Geoinformatics #ForestHealth #CropCondition #Agriculture #PrecisionAgriculture #VegetationIndices #SustainableFarming #GeospatialData #EarthEngineProjects #ClimateResilience #DataDrivenAgriculture #SoilVegetationInteraction #VegetationStress #EcosystemMonitoring #SpatialPlanning #DroughtAssessment #GeospatialTechnology #DigitalAgriculture #VegetationMapping #EnvironmentalScience #EarthAnalytics #SatelliteImagery #OpenDataScience #SpatialVisualization #ClimateSmartAgriculture #AerosolFreeIndex #RemoteSensingApplications #SpatialModeling #GEEVisualization #TemporalAnalysis #EnvironmentalSustainability #AgriTech #CropHealth #GEECharts #SpatialInsights #WesternMaharashtra #GeospatialInnovation

Apoorva Mishra

As part of my Environmental Studies CA1 (CHE110) at Lovely Professional University, I created an AI-generated video on the Study of the  Socio-Ecological Impacts of Hybrid Seed Adoption on changes in land use, farming practices, and local biodiversity. From monoculture expansion to biodiversity loss, the adoption of hybrid seeds is reshaping India’s farming landscape. This video examines how land use, farming practices, and ecological balance are evolving—and why legal frameworks must adapt accordingly. Grateful to Dr. Dipakshi Sharma Ma’am for her guidance in CA-1 CHE110.   Submitted by  Apoorva Mishra 12500222 Sunidhi Chauhan 12508172 Harkirat Kaur 12500716 SECTION- L2502 #HybridSeeds #EnvironmentalLaw #AgroEcology #Sustainability #SeedSovereignty

Shaswat Builds

@ShaswatBuilds

Exciting news from Clemson with a $2.4 million grant to decode corn leaf senescence! 🌽 The intersection of agriculture and tech is where innovation thrives. 🌱 Check out the details here: [link] #AgriTech #Innovation #TechIntegration

Mambo Capital Ltd

@Mambo_CL

Irrigate smarter with solar! Mambo Capital’s solar pumps & HDPE pipes keep your crops thriving all year. Sustainable farming made simple. 💧🌿 #SolarFarming #AgriTech #MamboCapital #SmartIrrigation #KenyaAgriculture https://t.co/5ciWlXSG5P

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nxtfood

🚀 Makhana 2.0: Redefining India’s Healthy Snacking Revolution The world is moving toward mindful eating - and India’s makhana is leading the way. Once known as a traditional fasting food, makhana is now transforming into a modern super-snack — roasted, flavored, and exported to over 30+ countries. But behind this rise lies a bigger story of innovation 👇 ✅ Technology in Processing: Modern roasting, grading, and packaging methods are improving quality consistency and shelf life. ✅ Supply Chain Transparency: B2B platforms like NXTFOOD are digitizing sourcing — ensuring traceability from farmer to manufacturer to global buyer. ✅ Health Meets Taste: With rising demand for clean-label, high-protein snacks, makhana is no longer niche — it’s mainstream. At nxtfood, we’re proud to fuel this transformation — connecting farmers, processors, and brands to shape the next chapter of India’s healthy food story. 🌾 From ponds to processors — and from India to the world — makhana is evolving. #Makhana #FoodInnovation #HealthySnacking #AgriTech #B2BMarketplace #NXTFOOD #Superfoods #FutureOfFood

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Indian Biogas Association

Every closing is the new beginning- Thank You! The Indian Biogas Association (IBA) successfully concluded the Bio-Energy Pavilion at the REI Expo, Greater Noida. Over three impactful days, the Pavilion became a hub of knowledge, innovation, and collaboration—driving conversations that will shape India’s sustainable energy future. A heartfelt thank you to all our exhibitors, sponsors, partners, and visitors for their unwavering support and enthusiastic participation in making this event a grand success! Until next time, let’s keep the Bio-Energy spirit alive! Ministry of New and Renewable Energy (MNRE) | GAIL (India) Limited | Indian Oil Corp Limited | Fachverband Biogas e.V. / German Biogas Association | BiogasWorld | World Bioenergy Association | Embassy of Brazil in New Delhi | SSS NIBE | Adicomp | AGROTEL GmbH | Arciplug Ltd | Arka BRENStech Pvt Ltd | Atrium Innovations | ARMATEC - FTS GmbH & Co. KG | Atmos Power Pvt Ltd | B and V Membranes | Bharti Waters Private Limited | Baur Folien GmbH | BAUER KOMPRESSOREN GmbH | Biomembrane Systems India Private Limited | BHS-Sonthofen GmbH | Biogas Engineering | Confidence Enterprises Private Limited | Clarke Energy | Chicago Pneumatic | Daltech Engineering Private Limited | Elgi Sauer Compressors Limited | DNS Infratech | Fan Separator GmbH | Inventive Gas Equipment | Knox Western | GGE Power Pvt Ltd | EcoYou | KEC AGRITECH PVT LTD | Kirloskar Pneumatic | KIS Group-Sustainability² | IVA BULK HANDLING EQUIPMENTS PRIVATE LIMITED | Emecon Controls Pvt. Ltd. | Renewable Energy India Expo & RenewX | Informa Markets #bioenergypavilion #rei2025 #indianbiogasassociation #cleanenergy #sustainability #greeninnovation #circulareconomy #renewableindia #energytransition #businessnetworking #collaboration

Munezero Cedrick

@CedMunezero

#EcoInnovate #Hackathon #UM6P #ClimateSmart #AgriTech #Innovation #LearnGrowFarm #PacifiqueDeCultivator https://t.co/YoLQPfgCJH

Pujitha Nidadavolu

🌾 Thrilled to share our journey at the Smart India Hackathon 2025! Our team, AgrPredictors, proudly represented with a mission to empower small and marginal farmers through data-driven innovation. 🚜 Project Title: Smart Crop Advisory System 🔍 Problem ID: 25010 💡 Objective: To build an ML-powered solution that provides intelligent crop recommendations, pest control strategies, and disease prediction—helping farmers make informed decisions and boost productivity. From model training and evaluation to deployment, we explored the full spectrum of machine learning tools and techniques. This experience deepened our understanding of real-world problem solving and the impact of technology in agriculture. 👥 Grateful for the teamwork, mentorship, and learning that shaped this journey. 📜 Honored to receive the Certificate of Participation from the Ministry of Education and AICTE. 🔗 Check out our GitHub repository for more details: https://lnkd.in/gTsKgWjZ SmartIndiaHackathon #SIH2025 #MachineLearning #ArtificialIntelligence #AgriTech #Innovation #TeamAgrPredictors #VVIT #HackathonExperience #ProblemSolvingSkills

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Krishna Valley Agrotech, Pune

🌱 Coming Soon! 🌱 Something revolutionary is taking root… We’re thrilled to pre-introduce Bharath’s 1st product that truly works for the Soil — not just claiming change, but showing visible results. Powered by PI Technology, this innovation is built with love and science — 💚 For the Soil 💚 For the Farmers 💚 For the Indigenous Microflora 💚 For the Crops 💚 For our Mother Earth 🌍 A new era in sustainable agriculture is about to begin. Stay tuned — because the soil is alive, and we’re here to help it thrive. 🌾 #ComingSoon #SustainableAgriculture #SoilHealth #InnovationForEarth #FarmersFirst #AgriTech Sameer Chotai Omkar Sawant Mahesh More

Salman khan

🌾 Day 1: Igniting a Revolution in Farming with AI 🤖 Today marks the beginning of a bold journey — building an AI-powered chatbot that will transform the way farmers grow, decide, and thrive. Our farmers are the backbone of every nation, yet they often face unpredictable challenges — from climate shifts to market volatility. It’s time to bridge that gap with intelligence, innovation, and compassion. This chatbot aims to become a trusted digital companion for every farmer — delivering: 🌦️ Real-time weather and crop insights 🧠 Smart recommendations for better yields 💬 Instant access to expert knowledge 🌱 A community-driven ecosystem of growth This is more than just a project — it’s a mission to empower rural communities through technology, and to plant the seeds of AI-driven agricultural transformation. Every great change starts with a single step — and today, I take mine. 🚀 #AI #Agriculture #AgriTech #Innovation #FarmersFirst #AIForGood #DigitalTransformation #RuralEmpowerment #StartupJourney

sagar kangude

𝗔 𝗖𝗼𝗺𝗽𝗿𝗲𝗵𝗲𝗻𝘀𝗶𝘃𝗲 𝗣𝗗𝗙 𝗚𝘂𝗶𝗱𝗲 𝘁𝗼 𝗦𝗺𝗮𝗿𝘁 𝗔𝗴𝗿𝗶𝗰𝘂𝗹𝘁𝘂𝗿𝗲 𝗗𝗼𝘄𝗻𝗹𝗼𝗮𝗱 𝗣𝗗𝗙 𝗕𝗿𝗼𝗰𝗵𝘂𝗿𝗲: https://lnkd.in/dZT2KY26 Smart Agriculture, also known as Smart Farming, is the revolutionary integration of modern digital technologies into traditional farming practices. It is a data-driven, precise, and resource-efficient approach that aims to optimize farm management and increase both the quantity and quality of agricultural production while ensuring long-term environmental sustainability. By moving away from generalized, "one-size-fits-all" farming to Precision Agriculture, Smart Agriculture enables farmers to make informed, real-time decisions, dramatically improving efficiency and profitability. 𝗞𝗲𝘆 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀 𝗗𝗿𝗶𝘃𝗶𝗻𝗴 𝗦𝗺𝗮𝗿𝘁 𝗔𝗴𝗿𝗶𝗰𝘂𝗹𝘁𝘂𝗿𝗲 Smart agriculture is powered by a convergence of advanced technologies that collect, analyze, and act on field data: 𝗜𝗻𝘁𝗲𝗿𝗻𝗲𝘁 𝗼𝗳 𝗧𝗵𝗶𝗻𝗴𝘀 (𝗜𝗼𝗧) 𝗦𝗲𝗻𝘀𝗼𝗿𝘀: Networks of sensors are deployed across fields and in greenhouses to collect real-time data on critical parameters like soil moisture, temperature, humidity, light intensity, and nutrient levels. 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 (𝗔𝗜) 𝗮𝗻𝗱 𝗕𝗶𝗴 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀: AI and Machine Learning (ML) algorithms analyze the massive datasets collected by sensors, drones, and satellites. This allows for predictive modeling to forecast yields, predict disease outbreaks, and determine optimal planting/harvesting times. 𝗗𝗿𝗼𝗻𝗲𝘀 𝗮𝗻𝗱 𝗥𝗲𝗺𝗼𝘁𝗲 𝗦𝗲𝗻𝘀𝗶𝗻𝗴: Unmanned Aerial Vehicles (UAVs) and satellite imagery provide high-resolution aerial views of crops. This data helps monitor crop health, identify pest or disease infestations early, and map field topography. 𝗥𝗼𝗯𝗼𝘁𝗶𝗰𝘀 𝗮𝗻𝗱 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻: Autonomous equipment, such as GPS-guided tractors, robotic harvesters, and automated sprayers, performs tasks like seeding, weeding, and applying inputs with surgical precision, reducing manual labor and human error. 𝗧𝗵𝗲 𝗦𝗺𝗮𝗿𝘁 𝗙𝗮𝗿𝗺𝗶𝗻𝗴 𝗖𝘆𝗰𝗹𝗲: 𝗙𝗿𝗼𝗺 𝗗𝗮𝘁𝗮 𝘁𝗼 𝗔𝗰𝘁𝗶𝗼𝗻 Smart Agriculture operates on a continuous loop of data collection and action: 𝗗𝗮𝘁𝗮 𝗔𝗰𝗾𝘂𝗶𝘀𝗶𝘁𝗶𝗼𝗻: Sensors, drones, and other devices continuously gather raw data on crops, soil, weather, and livestock. 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀 𝗮𝗻𝗱 𝗗𝗶𝗮𝗴𝗻𝗼𝘀𝘁𝗶𝗰𝘀: AI and cloud-based platforms process and interpret this complex data, translating it into actionable insights. 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻 𝗠𝗮𝗸𝗶𝗻𝗴: The farmer or the system uses these insights to determine the best course of action. 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗲𝗱 𝗔𝗰𝘁𝗶𝗼𝗻: Robotic or automated systems execute the precise action, applying the exact amount of resource needed in the exact location. #SmartAgriculture #SmartFarming #AgriTech #Agriculture #DigitalFarming #FutureofFarming

Bin Wu

If Tour 1 from the IPPS-SR meeting was about system design in nursery production, Tour 2 on Wednesday was about 𝐩𝐫𝐞𝐜𝐢𝐬𝐢𝐨𝐧 𝐮𝐧𝐝𝐞𝐫 𝐠𝐥𝐚𝐬𝐬. Knox Horticulture LLC: High-tech houses, on-site Ellepots, and plug trays pre-sleeved and boxed; shipping is built into growing. That’s downstream design: 𝐜𝐨𝐧𝐬𝐢𝐬𝐭𝐞𝐧𝐜𝐲 𝐬𝐭𝐚𝐫𝐭𝐬 𝐚𝐭 𝐭𝐡𝐞 𝐭𝐫𝐚𝐲. Amerigo Farms/Homestead Growers: Multi-crop under one roof (calla, clematis, poinsettia) powered by automated environmental controls and crop zoning. 𝐑𝐞𝐥𝐢𝐚𝐛𝐢𝐥𝐢𝐭𝐲 𝐚𝐭 𝐯𝐨𝐥𝐮𝐦𝐞 𝐢𝐬 𝐚 𝐝𝐞𝐬𝐢𝐠𝐧 𝐜𝐡𝐨𝐢𝐜𝐞. Agri-Starts, Inc.: Propagation as choreography: stick → mist → space → repeat, with 𝐭𝐢𝐬𝐬𝐮𝐞-𝐜𝐮𝐥𝐭𝐮𝐫𝐞 𝐬𝐮𝐩𝐩𝐥𝐲 behind it. The constraint isn’t biology anymore; it’s flow, ergonomics, and repeatability. UF IFAS Mid-Florida Research and Education Center: Research that closes the loop: physiology, breeding, IPM, and water. 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 𝐭𝐡𝐚𝐭 𝐦𝐨𝐯𝐞𝐬 𝐭𝐡𝐞 𝐝𝐢𝐚𝐥 𝐟𝐨𝐫 𝐧𝐞𝐱𝐭 𝐬𝐞𝐚𝐬𝐨𝐧, 𝐧𝐨𝐭 “𝐬𝐨𝐦𝐞𝐝𝐚𝐲.” Great greenhouse crops come from 𝐠𝐫𝐞𝐚𝐭 𝐬𝐲𝐬𝐭𝐞𝐦𝐬, and 𝐭𝐡𝐞 𝐛𝐞𝐬𝐭 𝐭𝐞𝐚𝐦𝐬 𝐝𝐞𝐬𝐢𝐠𝐧 𝐟𝐨𝐫 𝐬𝐩𝐞𝐞𝐝, 𝐬𝐭𝐚𝐛𝐢𝐥𝐢𝐭𝐲, 𝐚𝐧𝐝 𝐬𝐜𝐚𝐥𝐞. As a researcher and educator, this visit left me asking: 𝑨𝒓𝒆 𝒘𝒆 𝒑𝒓𝒆𝒑𝒂𝒓𝒊𝒏𝒈 𝒔𝒕𝒖𝒅𝒆𝒏𝒕𝒔 𝒕𝒐 𝒘𝒐𝒓𝒌 𝒊𝒏 𝒕𝒉𝒆𝒔𝒆 𝒔𝒚𝒔𝒕𝒆𝒎𝒔, 𝒐𝒓 𝒕𝒐 𝒊𝒎𝒑𝒓𝒐𝒗𝒆 𝒕𝒉𝒆𝒎? 𝐖𝐚𝐫 𝐄𝐚𝐠𝐥𝐞! Desmond R. Layne, Ph.D., Will West, Kaylen Anderson, Elina Coneva, Sushan Ru, André Luiz Biscaia Ribeiro da Silva, Edgar Vinson, AnnaLynn Buckner, Judson LeCompte, Matt Wilson, Jack Maruna, Kristopher Criscione, Hsuan Chen, Leynar Leyton Naranjo, PhD, Joshua Taylor, Christopher Brown, Jr., IPPS Europe #IPPS #GreenhouseProduction #Automation #TissueCulture #Teaching

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Embassy of the Kingdom of the Netherlands in Singapore

Happy Sunday! This week is also known as the Singapore International Agrifood Week, spotlighting all things agri-food and agri-tech. The Agri-Food Tech Expo Asia (AFTEA) 2025, happening from 4-6 November 2025, showcases the latest agri-food innovation all in one place. The team is also excited to launch the Netherlands Pavilion, featuring leading Dutch organisations active in the themes of high-tech farming, fermentation, sustainable agriculture and more. Meet our innovators at the Netherlands Pavilion (Booth #F01) at MBS Level 1 from Tuesday to Thursday this week. 🇳🇱🧡🇸🇬 Vivici The Protein Brewery Signify Kelp Blue ING Growy FoodVentures Agri-Food Tech Expo Asia Lucas Jiang #NLinSingapore #DutchInnovation #SIAW2025 #Agrifood #Agritech (Photo: NL pavilion at last year’s edition)

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Cal Pacific Agri Solutions Pvt. Ltd.

💧 Reverse Osmosis (RO): The Hidden Power Behind Successful Hydroponic Berry Projects In hydroponics, every drop counts — because water isn’t just a carrier, it’s the foundation of precision farming. But here’s the truth: not all water is created equal. High EC, bicarbonates, or hardness in untreated water can silently sabotage your nutrient program — causing pH drifts, nutrient lockouts, and inconsistent growth. That’s where Reverse Osmosis (RO) steps in — ensuring purity, stability, and control at the molecular level. Why Professional Berry Growers Trust RO Systems: ✅ Perfect EC & pH Control – Achieve consistent nutrient delivery without fluctuations. ✅ Zero Mineral Imbalance – Start with a clean water base and build precise formulations. ✅ Healthier Root Zone – Prevent salt buildup, biofilm, and algae in your irrigation lines. ✅ Ideal for Sensitive Crops – Strawberries, Blueberries & Raspberries thrive on purity and precision. When your water is pure, your data makes sense, and your plants perform predictably. That’s why RO isn’t just filtration — it’s precision farming’s insurance policy. 🌱 At Cal Pacific Agri Solutions Pvt. Ltd., we go beyond infrastructure — delivering end-to-end turnkey berry projects designed for consistency, precision, and performance. If you’re planning your next blueberry, strawberry, or raspberry project, let’s talk about building it right from the ground up. 📩 Connect with us to start your own #Blueberry #Strawberry #Raspberry Project: director@calpacificagri.com #Hydroponics #BerryFarming #PrecisionAgriculture #WaterManagement #ReverseOsmosis #SustainableFarming #Blueberries #Strawberries #CalPacificAgriSolutions #HorticultureInnovation #Agritech #Raspberries

Yash Sharma

🚀 Team INNERVISION at Zinnovatio 3.0 – Chandigarh University! Proud to share that our team INNERVISION, led by Yash Sharma, was selected among 900+ teams across India for the finals of this national-level hackathon organized by the ,Department of Computer Science Engineering Chandigarh University,CHANDIGARH UNIVERSITY We built an AI + IoT-powered AgriTech solution to empower farmers with smart crop recommendations, AI chat support, and real-time hardware sensors for soil moisture, nutrients & smoke detection 🌾🤖 This journey was full of learning, innovation, and teamwork — meeting brilliant minds and exploring how technology can truly make an impact! 🙌 Huge appreciation to my amazing team Granth Kumar Shreeya Nayak Muskan Singh Gauri Panchal for their dedication throughout this challenge 💪 #Zinnovatio3 #ChandigarhUniversity #Hackathon #AgriTech #AI #IoT #Innovation #TeamInnervision #TechForGood

Andres Vilariño 🇪🇦

@andresvilarino

#FarmBot Genesis CNC farming machine. via @TechAmazing & @MachinePix #FarmTech #AgriTech #AgTech #smartFarming #agriculturalrobots #Robots #Robotics #Innovation #Tech #Technology #TechNews #ScienceAndTechnology #engineering #futureOfWork https://t.co/kI8e18j8d5