Engineering & computing · OECD FoS 2.3 · China MoE 0825 航空宇航科学与技术
Aerospace & mechanical engineering
航空航天与机械工程
L2Local breakthroughs → Steady Score 1.90 · Last reviewed 2026-10-21 · Next review 2027-01-19
BIGGEST BREAKTHROUGH 2023-08-30 AI leapField · major
Champion-level drone racing with deep RL (Nature) ↗
First AI to beat human world champions in a physical sport
Why this level
Under DARPA ACE, AI flew the X-62A in within-visual-range dogfights against a crewed F-16 (announced 2024) — a local breakthrough; design and manufacturing use is still mostly assistive.
S = 0.30·method + 0.35·discovery + 0.25·adoption + 0.10·education (education scores 0 when there is no evidence; if empty, the other weights are renormalised)
Sources
Composite 1.5–2.49: at least one peer-reviewed/officially verified AI-key result, or one dimension at 3; routine workflow largely unchanged. All levels →
Research directions
Autonomous flightGenerative designDigital twinsSurrogate simulation
Papers
-
AI leap
Champion-level drone racing using deep reinforcement learningFirst AI to beat human world champions in a physical sport
2023-08-30 · Nature
- A Practical Framework for Incremental Testing and Technology Maturation of Spacecraft Autonomy
Combines offline ground testing and online AI watchdogs to close the trust gap for AI spacecraft autonomy.
2026-10-14 · arXiv · Kerianne Hobbs, Ben Bycroft, Pamela Wood, Mathew W. Bissonnette
- Adversarial Reinforcement Learning for Robust Planetary Landing
An adversarial agent generates correlated physical perturbations to harden RL planetary-landing policies.
2026-10-14 · arXiv · Miguel Leiva-Vélez, Nicolas Gaston-Rozado, Andrea Scorsoglio, Hodei Urrutxua
- CALM: Decentralized Control of Cooperative Aerial Manipulation with Multi-Agent Reinforcement Learning
Decentralised MARL control for multiple UAVs jointly carrying a basket while tracking a ground robot.
2026-10-13 · arXiv · Jiaxi Huo, Petre Ricioppo, Fausto Francesco Lizzio
- From Orbit Matching to Docking: A Hierarchical Reinforcement-Learning Approach to Multiphase Rendezvous Trajectory Design
Hierarchical RL spans orbit matching to terminal docking for autonomous multiphase spacecraft rendezvous.
2026-10-12 · arXiv · Mariko Storey-Matsutani, Anatoly Zlotnik, Lee Holguin, Zigfried Hampel-Arias
- Phase-Gated Constrained Reinforcement Learning for End-to-End Capture and Detumbling of Non-Cooperative Targets
A single constrained RL policy performs approach, fixture-free capture and detumbling of a tumbling target.
2026-10-11 · arXiv · Álvaro Belmonte-Baeza, Celia Redondo-Verdú, José L. Ramón, Miguel Cazorla
- Unsupervised Maneuver-Aware Acoustic Fault Detection for Autonomous Drones
Unsupervised maneuver-aware acoustic fault detection for drones trained only on nominal flights.
2026-10-07 · arXiv · Ali M Ali, Ziyi Tang, Nurdaulet Nazarbay, Hashim A. Hashim
- Barrier-Shaped Recurrent Reinforcement Learning for Autonomous Landing on a Heaving Ship Deck
An asymmetric actor–critic recurrent policy lands rotorcraft UAVs on heaving ship decks using only onboard sensing.
2026-10-02 · arXiv · Ritwik Shankar, Chiranjeev Prachand, Abhishek, Soumya Ranjan Sahoo
- From arXiv, bioRxiv, medRxiv and OpenAlex (last ~30 days); summaries written by AIMap from the abstract.
Milestones 6· 1 leaps
Big glowing nodes are leaps: AI leap cool · Field leap warm · double ring = both
-
Deployment
USAF: an F-22 pilot directs a YFQ-44A in flight for simulated combat tasksCrewed–uncrewed teaming flight-tested; 500 planned by 2032
U.S. Air Force -
Deployment
YFQ-44A flies two vendors’ autonomy stacks in one sortieValidates modular autonomy (A-GRA)
AndurilVendor claim -
Deployment
YFQ-42A CCA flies its first semi-autonomous mission (Collins Sidekick, 4+ hours)Third-party autonomy on a new uncrewed fighter
General AtomicsVendor claim -
Deployment
NASA JPL: Perseverance completes first AI-planned drives on Mars (Dec 8 & 10, 2025)First generative-AI route planning on another planet, digital-twin validated
NASA JPL -
Competition
DARPA ACE: AI-flown X-62A conducts first in-air dogfight against a human-piloted F-16First real-jet ML dogfighting (flights Sept 2023)
DARPA -
CompetitionAI leap
Champion-level drone racing with deep RL (Nature)First AI to beat human world champions in a physical sport
Nature
No milestones match this filter.
More papers & repos 1
| Type | Title | Date |
|---|---|---|
| Paper | Champion-level drone racing using deep reinforcement learning | 2023-08-30 |
Latest news 12
- 3D vision automates sealant application in the aviation industryRobotics Tomorrowen
- Planning Automatic Drone Battery Exchange for Reliable DispatchRobotics Tomorrowen
- 谷歌搭载AI芯片测试卫星发射升空科学网zh
- Drones, AI and the future of wildlife conservationPhysics World（IOP）en
- Drone WMDs Don’t Need Any New TechnologyLessWrongen