Planning algorithm enables high-performance flight

MIT researchers have developed innovative algorithms for trajectory planning and control of tailsitter aircraft, a type of fixed-wing aircraft that can take off and land vertically. Tailsitters are known for their versatility, as they can hover like a helicopter and fly over large areas like an airplane, making them ideal for tasks such as search and rescue or parcel delivery. The new algorithms allow tailsitters to perform complex maneuvers, including sideways and upside-down flight, and can plan these maneuvers in real-time.

The researchers used a novel approach called “ensemble boosting” to develop their algorithms, which exploit the full potential of tailsitter aircraft. Unlike other methods that use simplified models or multiple models for different flight modes, ensemble boosting allows the use of a single model to cover the entire flight envelope and simulate a wide range of flight conditions.

Ensemble boosting employs a global dynamics model and leverages a technical property known as differential flatness to efficiently plan trajectories and check their feasibility. This approach enables rapid real-time trajectory planning, even for complex and aggressive maneuvers.

The researchers demonstrated their algorithms by having tailsitters perform challenging maneuvers, such as loops, rolls, and synchronized acrobatic movements. These algorithms could have applications in dynamic environments, such as autonomous search and rescue operations or other scenarios that require agile and precise flight.

The next step for the researchers is to extend their algorithm for outdoor flight, where environmental conditions like wind could impact the aircraft’s dynamics. The study was supported by the U.S. Army Research Office.

Posted in

Aihub Team

Leave a Comment





Generative AI likely to augment rather than destroy jobs

Generative AI likely to augment rather than destroy jobs

Latest UN study finds artificial intelligence will surely take over these jobs soon: Report

Latest UN study finds artificial intelligence will surely take over these jobs soon: Report

Singapore workers are the world’s fastest in adopting AI skills, LinkedIn report says

Singapore workers are the world’s fastest in adopting AI skills, LinkedIn report says

AI and Gene Editing: AI's potential role in CRISPR gene editing technologies.

AI and Gene Editing: AI’s potential role in CRISPR gene editing technologies.

AI and Quantum Computing: Exploring the intersection of AI and quantum computing technologies.

AI and Quantum Computing: Exploring the intersection of AI and quantum computing technologies.

AI for Autonomous Drones: AI-driven decision-making in autonomous drone operations.

AI for Autonomous Drones: AI-driven decision-making in autonomous drone operations.

AI in Brain-Computer Interfaces: AI-powered BCI advancements for medical and assistive purposes.

AI in Brain-Computer Interfaces: AI-powered BCI advancements for medical and assistive purposes.

AI in Indigenous Language Preservation: Using AI to preserve and revitalize indigenous languages.

AI in Indigenous Language Preservation: Using AI to preserve and revitalize indigenous languages.

AI for Urban Planning: AI-driven models for urban infrastructure development and management.

AI for Urban Planning: AI-driven models for urban infrastructure development and management.

AMD: Almost half of enterprises risk ‘falling behind’ on AI

AMD: Almost half of enterprises risk ‘falling behind’ on AI

Study highlights impact of demographics on AI training

Study highlights impact of demographics on AI training

AI and Food Sustainability: AI applications for optimizing food production and reducing waste.

AI and Food Sustainability: AI applications for optimizing food production and reducing waste.

AI in Humanitarian Aid: AI's role in aiding humanitarian efforts and refugee assistance.

AI in Humanitarian Aid: AI’s role in aiding humanitarian efforts and refugee assistance.

AI for Wildlife Conservation: AI-driven approaches to protect endangered species and habitats.

AI for Wildlife Conservation: AI-driven approaches to protect endangered species and habitats.

AI in Ocean Exploration: AI applications in marine research and underwater robotics.

AI in Ocean Exploration: AI applications in marine research and underwater robotics.

AI and Drug Dosage Prediction: Personalized drug dosage recommendations using AI models.

AI and Drug Dosage Prediction: Personalized drug dosage recommendations using AI models.

News firms seek transparency, collective negotiation over content use by AI makers - letter

News firms seek transparency, collective negotiation over content use by AI makers – letter

White House launches AI-based contest to secure government systems from hacks

White House launches AI-based contest to secure government systems from hacks

Britain appoints tech expert and diplomat to spearhead AI summit

Britain appoints tech expert and diplomat to spearhead AI summit

AI Drafted in War on Online Crimes Against Kids

AI Drafted in War on Online Crimes Against Kids

AI for Disaster Recovery: AI-powered systems for post-disaster recovery and reconstruction.

AI for Disaster Recovery: AI-powered systems for post-disaster recovery and reconstruction.

AI in Drug Repurposing: AI-driven drug discovery for repurposing existing medications.

AI in Drug Repurposing: AI-driven drug discovery for repurposing existing medications.

AI in Augmented Reality: Enhancing AR experiences with AI-generated content and interactions.

AI in Augmented Reality: Enhancing AR experiences with AI-generated content and interactions.

AI in Oil and Gas Exploration: AI applications in seismic data analysis for oil exploration.

AI in Oil and Gas Exploration: AI applications in seismic data analysis for oil exploration.

AI in Podcasting: AI-driven podcast transcription and content recommendation.

AI in Podcasting: AI-driven podcast transcription and content recommendation.

AI in Speech Recognition: Improving speech recognition and transcription with AI algorithms.

AI in Speech Recognition: Improving speech recognition and transcription with AI algorithms.

AI and Blockchain Integration: The potential of combining AI and blockchain technologies.

AI and Blockchain Integration: The potential of combining AI and blockchain technologies.

AI for Wildlife Tracking: AI-enabled tracking systems for studying animal migration and behavior.

AI for Wildlife Tracking: AI-enabled tracking systems for studying animal migration and behavior.

Combating Global Health Crises: The Power of AI in Epidemic Prediction and Prevention

Combating Global Health Crises: The Power of AI in Epidemic Prediction and Prevention

Global cloud market soars again, but AI could pose a risk

Global cloud market soars again, but AI could pose a risk