The VINE的动态

?????????? ????????????, ???????????????? ???????? ????????????-???????? ????????????????????????, ???????????????????????? ???????????????????? ?????????? ???? ?????????????? ?????????? ???? ??????????????????????? ???? ?? ???? ???? ???? ??????????????????????! ????????????????????????????????? ????????. ?????????? ???? ?????????? from TU Delft | Aerospace Engineering has been awarded the prestigious NWO Vici grant for his project on ???????????????????????? ???? ?????? ???????????????????? ????????????. His team is developing AI that mimics the efficiency of insect brains, enabling drones to perform complex tasks with minimal resources. Prof. de Croon explains: "?????? ???? ????????, ?? ???????? ?????????????????????? ???????? ?????? ???????????????????????? ???? ??????????????. ?? ???????? ???? ???????? ???????????? ???????????? ???????? ???????? ???????????????? ?????????????????? ???????? ???????? ?????????????????? ????." ?? Together with industry partners, including imec, PATS, Royal Brinkman, KeyGene, Greenhouse Horticulture - Wageningen University & Research, XOsight, and Opteran, De Croon and his team will also work on the application of this technology, focussing on small autonomous drones performing various tasks in greenhouses, such as monitoring crop and chasing pests. Having autonomous drones performing such tasks will save on resources and reduce the use of pesticides. Success in this challenging application will set the stage for using the developed efficient AI for other types of robots and applications.

?? AI-Powered Drones Are Revolutionizing Apple Harvesting! Witnessing a remarkable transformation in orchards: Automated harvesting robots equipped with advanced computer vision are revolutionizing how we collect apples. These precision machines by Tevel are navigating through apple trees with impressive accuracy, demonstrating how AI and robotics are addressing agricultural challenges. Key innovations: ??Computer vision systems that can identify ripe fruit ??Precise robotic arms that carefully handle delicate produce ??Autonomous navigation between orchard rows This technology isn't just about efficiency - it's about creating sustainable solutions for modern farming challenges, including labor shortages and the need for consistent, round-the-clock harvesting. What are your thoughts on the role of AI in agriculture's future? #AgTech #Innovation #ComputerVision #Agriculture #AI #FutureOfFarming #SmartFarming #artificialintelligence #machinelearning #deeplearning #objectdetection #applineedai #realtimeai

?? New Article is online: "Human–Robot Interaction through Dynamic Movement Recognition for Agricultural Environments" Authors: Vasileios Moysiadis, Lefteris Benos, George Karras, Dimitrios Kateris, Andrea Peruzzi, Remigio Berruto, Elpiniki Papageorgiou and Corresponding author Dionysis Bochtis from Centre for Research & Technology Hellas (CERTH) ?? Read it in #OpenAccess: https://lnkd.in/dkzCeHr4 ????????????????: In open-field agricultural environments, the inherent unpredictable situations pose significant challenges for effective human–robot interaction. This study aims to enhance natural communication between humans and robots in such challenging conditions by converting the detection of a range of dynamic human movements into specific robot actions. Various machine learning models were evaluated to classify these movements, with Long Short-Term Memory (LSTM) demonstrating the highest performance. Furthermore, the Robot Operating System (ROS) software (Melodic Version) capabilities were employed to interpret the movements into certain actions to be performed by the unmanned ground vehicle (UGV). The novel interaction framework exploiting vision-based human activity recognition was successfully tested through three scenarios taking place in an orchard, including (a) a UGV following the authorized participant; (b) GPS-based navigation to a specified site of the orchard; and (c) a combined harvesting scenario with the UGV following participants and aid by transporting crates from the harvest site to designated sites. The main challenge was the precise detection of the dynamic hand gesture “come” alongside navigating through intricate environments with complexities in background surroundings and obstacle avoidance. Overall, this study lays a foundation for future advancements in human–robot collaboration in agriculture, offering insights into how integrating dynamic human movements can enhance natural communication, trust, and safety. ????????????????:?human–robot collaboration;?natural communication framework;?vision-based human activity recognition;?situation awareness ?? Read it in #OpenAccess: https://lnkd.in/dkzCeHr4

Feeding a growing global population requires innovation, and artificial intelligence is stepping in to transform agriculture in remarkable ways. One of the most exciting applications? Drones that can help with fruit harvesting. Here’s how it works: Using computer vision and multispectral color analysis, these drones evaluate them. They can determine: - Ripeness: Is the apple at its peak for picking? - Sweetness: Advanced imaging can estimate sugar content. - Quality: Ensuring only wholesome fruit is harvested. By precisely selecting only the best fruit, these drones reduce waste, improve efficiency, and help farmers make better use of their resources. This technology is particularly impactful as it addresses challenges like labor shortages in agriculture and the need for sustainable practices. AI isn’t replacing farmers - it’s giving them tools to be more effective and adaptable in a world with increasing pressures on agriculture. What other areas of farming do you think could benefit from AI-driven solutions? #innovation #technology #future #management #startups

Drones are increasingly being used in agriculture for tasks like **fruit harvesting** to improve efficiency, reduce labor costs, and optimize productivity. Here are some key points about how drones can help with fruit harvesting: ### 1. **Aerial Monitoring of Fruit Trees**: ??- Drones equipped with **high-resolution cameras** and **sensors** can fly over orchards and monitor the health of trees and fruits. They can detect ripeness levels, identify diseases or pests, and map the orchard for efficient harvesting. ### 2. **Automated Harvesting Systems**: ??- **Robotic drones** with mechanical arms or grasping devices can autonomously harvest fruit. These drones use **AI-powered vision systems** to identify ripe fruits and gently pluck them from trees without damaging the fruit or tree. ### 3. **Precise Fruit Ripeness Detection**: ??- Drones can be equipped with **multispectral** and **hyperspectral sensors** to assess the ripeness of fruits. This allows for more **accurate harvesting** by ensuring only ripe fruits are picked, reducing waste and improving harvest quality. ### 4. **Reduction in Labor Costs**: ??- Traditional fruit harvesting is labor-intensive, requiring large workforces. Drones, by automating the process, can reduce reliance on human labor and lower overall **labor costs** for farmers, making harvesting more cost-effective. ### 5. **Real-Time Data Collection**: ??- Drones can gather **real-time data** on factors like fruit health, soil conditions, and weather patterns. This data is analyzed using AI and machine learning algorithms to optimize harvesting schedules and techniques, improving overall yields. ### 6. **Faster and More Efficient Harvesting**: ??- Drones can cover large areas quickly, ensuring that fruit is harvested at its peak ripeness. ### 7. **Reduced Environmental Impact**: ??- Drone-assisted harvesting reduces the need for heavy machinery, which can damage the soil or cause excessive carbon emissions. Drones are lightweight and can operate without the need for large vehicles, minimizing the **environmental impact**. ### 8. **Access to Hard-to-Reach Areas**: ??- Drones can access areas of the orchard that may be difficult for humans or machines to reach, such as areas with **steep terrain** or dense tree coverage. ### 9. **Improved Harvest Quality**: This reduces the risk of **damaging the fruit**, ensuring better post-harvest quality and reducing waste due to bruised or improperly handled fruit. ### 10. **Integration with Farm Management Systems**: ??- Drones can be integrated into larger **farm management systems** to provide a holistic view of crop health, yield predictions, and harvest plans. ### Conclusion: Drones are revolutionizing the way fruit harvesting is done. By combining advanced sensors, automation, and AI, drones help farmers optimize harvesting schedules, reduce labor costs, improve fruit quality, and minimize environmental impact.

Welcome to my LinkedIn wall! I’m Engr. Emmy Pencil, and I’m thrilled to connect with you here. As a dedicated Robot Engineer and Entrepreneur, I have the privilege of leading and growing several technology companies, including Gugu Robotics, to tackle some of Earth’s most pressing challenges. At the heart of my work is a commitment to innovation through AI and Robotics. Our team is passionate about developing futuristic robot solutions that make a real difference in various fields and industries. Whether it’s enhancing Energy Efficiency, Creating Advanced High-tech Military Robots, or Developing Unmanned Systems for Complex Operations, we strive to push the boundaries of what’s possible. Our solutions extend to diverse sectors: from revolutionizing delivery systems and optimizing mining operations to pioneering underwater robotics and elevating the hospitality experience in hotels. Each project is driven by a desire to improve efficiency, safety, and sustainability. I’m always open to exploring fruitful business partnerships that can foster mutual growth and drive transformative change. If you’re interested in collaborating or learning more about our work, please feel free to reach out. Together, we can shape a brighter, more innovative future. Let’s connect and make a difference! If you find this useful now or future reference, it's free to be Reposted. #agritech #precisionagriculture #smartfarming #aginnovation #gugurobotics #emmypencil #sustainableagriculture #futureoffood #farmtech #agbusiness #precisionfarming #dronetechnology #djiagriculture #djiagrast40 #djiagras

Researchers have developed a new approach that combines long-range wireless (LoRa) communication, simulation environments, digital twin concepts, and the Internet of Robotic Things (IoRT) to remotely operate agricultural robots. This method allows robots to navigate complex environments without high-end network infrastructure, improving efficiency and safety in farming. The study shows promise for broader applications, such as disaster response, search and rescue, and exploration. For more info: https://heyor.ca/wl4I3G At ApplyDrone, we support the agriculture industry with cutting-edge drone technology to enhance operations and productivity: https://heyor.ca/4m3UZa #LoRa #DigitalTwins #IoRT #AgriculturalRobots #RobotNavigation #SmartFarming

Drones have immense potential to transform civilian applications in India—autonomous farming ??, disaster relief ??, and infrastructure inspections ??? are just the beginning. Talking about Military Applications in India: - It’s troubling when technology meant to uplift society is redirected toward military purposes. - Autonomous warfare represents the darkest use of robotics and deeptech—a stark contrast to innovation for peace and progress. To founders building for defense or military applications, especially drones: take a moment to reflect... ?? ??How does this truly benefit humanity? Defense innovation is already saturated. The world needs solutions that create value for everyday people, not escalate conflicts. Focus on civilian applications first. If the military leans on you to pivot, consider the legacy you want to leave behind. ? Technology has the power to shape the future—let’s ensure it’s a future worth building. ?? I get it... some Millennial and Gen Z founders in India might have spent a little too much time in Call of Duty/ Counter Strike mode ??—let's just say their brains might be a bit damaged. ?? They can still pivot and rewire. ?? The last thing we need in India is our brilliant tech founders and engineers building for the military. We have a lot of them at the moment, and not enough in the industry or the civilian side. I get it... farming is not sexy or cool, but, please leave the military innovation for the hardcore warmongers, maybe think infrastructure instead or some cool DeepTech—something that truly benefits India instead of the next food delivery/B2C app (mindboggling), we have enough of them too. ?? Thoughts? ???? #techforgood #innovation #business #drones #robotics #ai #startups #founders #tech #deeptech #engineering #management #leadership #defense #military #strategy

Automation Meets Agriculture: The Future of Farming! ?? From AI-powered drones to advanced harvesting machines, automation is transforming agriculture. These innovations don’t just improve efficiency—they ensure sustainability and precision in food production, addressing labour shortages and resource challenges! #Automation #AIinAgriculture #FutureFarming #SustainableTechnology #TechInAction

The future is now