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Neural-Swarm2: Planning and Control of Heterogeneous Multirotor Swarms
  using Learned Interactions
v1v2 (latest)

Neural-Swarm2: Planning and Control of Heterogeneous Multirotor Swarms using Learned Interactions

IEEE Transactions on robotics (IEEE Trans. Robot.), 2020
10 December 2020
Guanya Shi
Wolfgang Hönig
Xichen Shi
Yisong Yue
Soon-Jo Chung
ArXiv (abs)PDFHTML

Papers citing "Neural-Swarm2: Planning and Control of Heterogeneous Multirotor Swarms using Learned Interactions"

45 / 45 papers shown
Rotor-Failure-Aware Quadrotors Flight in Unknown Environments
Rotor-Failure-Aware Quadrotors Flight in Unknown Environments
Xiaobin Zhou
Miao Wang
Chengao Li
Can Cui
Ruibin Zhang
Yongchao Wang
Chao Xu
Fei Gao
132
1
0
13 Oct 2025
Flight Dynamics to Sensing Modalities: Exploiting Drone Ground Effect for Accurate Edge Detection
Flight Dynamics to Sensing Modalities: Exploiting Drone Ground Effect for Accurate Edge Detection
Chenyu Zhao
Jingao Xu
Ciyu Ruan
Haoyang Wang
Shengbo Wang
...
Weijie Hong
Zheng Yang
Yunhao Liu
Jinqiang Cui
Xinlei Chen
189
2
0
25 Sep 2025
SMART: Scalable Multi-Agent Reasoning and Trajectory Planning in Dense Environments
SMART: Scalable Multi-Agent Reasoning and Trajectory Planning in Dense Environments
Heye Huang
Yibin Yang
Wang Chen
Tiantian Chen
Xiaopeng Li
Sikai Chen
LRM
213
0
0
19 Sep 2025
A Sliced Learning Framework for Online Disturbance Identification in Quadrotor SO(3) Attitude Control
A Sliced Learning Framework for Online Disturbance Identification in Quadrotor SO(3) Attitude Control
Tianhua Gao
Masashi Izumita
Kohji Tomita
Akiya Kamimura
169
0
0
20 Aug 2025
Online Adaptation for Flying Quadrotors in Tight Formations
Online Adaptation for Flying Quadrotors in Tight Formations
Pei-An Hsieh
K. Y. Chee
M. A. Hsieh
266
0
0
20 Jun 2025
Learned Incremental Nonlinear Dynamic Inversion for Quadrotors with and without Slung Payloads
Learned Incremental Nonlinear Dynamic Inversion for Quadrotors with and without Slung Payloads
Eckart Cobo-Briesewitz
Khaled Wahba
Wolfgang Hönig
390
0
0
12 Mar 2025
Cooperative Bearing-Only Target Pursuit via Multiagent Reinforcement Learning: Design and Experiment
Cooperative Bearing-Only Target Pursuit via Multiagent Reinforcement Learning: Design and Experiment
Jianan Li
Liang Luo
Susheng Ding
Shiliang Guo
Shiyu Zhao
496
2
0
11 Mar 2025
ASAP: Aligning Simulation and Real-World Physics for Learning Agile Humanoid Whole-Body Skills
ASAP: Aligning Simulation and Real-World Physics for Learning Agile Humanoid Whole-Body Skills
Tairan He
J. Gao
Wenli Xiao
Yujiao Shi
Zi Wang
...
Jessica Hodgins
Linxi Fan
Yuke Zhu
Changliu Liu
Guanya Shi
707
171
0
03 Feb 2025
Flying Quadrotors in Tight Formations using Learning-based Model
  Predictive Control
Flying Quadrotors in Tight Formations using Learning-based Model Predictive ControlIEEE International Conference on Robotics and Automation (ICRA), 2024
K. Y. Chee
Pei-An Hsieh
George J. Pappas
M. Hsieh
242
6
0
13 Oct 2024
Meta-Learning Augmented MPC for Disturbance-Aware Motion Planning and
  Control of Quadrotors
Meta-Learning Augmented MPC for Disturbance-Aware Motion Planning and Control of QuadrotorsIEEE Control Systems Letters (L-CSS), 2024
Dzenan Lapandic
Fengze Xie
Christos K. Verginis
Soon-Jo Chung
Dimos V. Dimarogonas
B. Wahlberg
206
7
0
08 Oct 2024
AnyCar to Anywhere: Learning Universal Dynamics Model for Agile and
  Adaptive Mobility
AnyCar to Anywhere: Learning Universal Dynamics Model for Agile and Adaptive MobilityIEEE International Conference on Robotics and Automation (ICRA), 2024
Wenli Xiao
Haoru Xue
Tony Tao
Dvij Kalaria
John M. Dolan
Guanya Shi
271
22
0
24 Sep 2024
ProxFly: Robust Control for Close Proximity Quadcopter Flight via Residual Reinforcement Learning
ProxFly: Robust Control for Close Proximity Quadcopter Flight via Residual Reinforcement LearningIEEE International Conference on Robotics and Automation (ICRA), 2024
Ruiqi Zhang
Dingqi Zhang
Mark W. Mueller
854
8
0
20 Sep 2024
Tiny-PULP-Dronets: Squeezing Neural Networks for Faster and Lighter
  Inference on Multi-Tasking Autonomous Nano-Drones
Tiny-PULP-Dronets: Squeezing Neural Networks for Faster and Lighter Inference on Multi-Tasking Autonomous Nano-Drones
Lorenzo Lamberti
Vlad Niculescu
Michał Barciś
Lorenzo Bellone
E. Natalizio
Luca Benini
Daniele Palossi
211
27
0
02 Jul 2024
MARLander: A Local Path Planning for Drone Swarms using Multiagent Deep
  Reinforcement Learning
MARLander: A Local Path Planning for Drone Swarms using Multiagent Deep Reinforcement LearningIEEE International Conference on Systems, Man and Cybernetics (SMC), 2024
Demetros Aschu
Robinroy Peter
Sausar Karaf
A. Fedoseev
Dzmitry Tsetserukou
353
3
0
06 Jun 2024
CSDO: Enhancing Efficiency and Success in Large-Scale Multi-Vehicle
  Trajectory Planning
CSDO: Enhancing Efficiency and Success in Large-Scale Multi-Vehicle Trajectory Planning
Yibin Yang
Shaobing Xu
Xintao Yan
Junkai Jiang
Jianqiang Wang
Heye Huang
226
10
0
31 May 2024
Model-Based Diffusion for Trajectory Optimization
Model-Based Diffusion for Trajectory Optimization
Chaoyi Pan
Zeji Yi
Guanya Shi
Guannan Qu
301
49
0
28 May 2024
High-Speed Motion Planning for Aerial Swarms in Unknown and Cluttered
  Environments
High-Speed Motion Planning for Aerial Swarms in Unknown and Cluttered Environments
Charbel Toumieh
Dario Floreano
426
23
0
29 Feb 2024
CoVO-MPC: Theoretical Analysis of Sampling-based MPC and Optimal
  Covariance Design
CoVO-MPC: Theoretical Analysis of Sampling-based MPC and Optimal Covariance DesignConference on Learning for Dynamics & Control (L4DC), 2024
Zeji Yi
Chaoyi Pan
Guanqi He
Guannan Qu
Guanya Shi
255
26
0
14 Jan 2024
Coordinated Navigation Control of Cross-Domain Unmanned Systems via
  Guiding Vector Fields
Coordinated Navigation Control of Cross-Domain Unmanned Systems via Guiding Vector Fields
Bin-Bin Hu
Hai-Tao Zhang
Bin Liu
Jianing Ding
Yifan Xu
Chuanshang Luo
Haosen Cao
292
24
0
18 Dec 2023
Automatic Optimisation of Normalised Neural Networks
Automatic Optimisation of Normalised Neural Networks
Namhoon Cho
Hyo-Sang Shin
361
1
0
17 Dec 2023
An alternating peak-optimization method for optimal trajectory
  generation of quadrotor drones
An alternating peak-optimization method for optimal trajectory generation of quadrotor dronesEuropean Control Conference (ECC), 2023
Wytze A.B. de Vries
Ming Li
Qirui Song
Zhiyong Sun
269
4
0
05 Dec 2023
Hierarchical Meta-learning-based Adaptive Controller
Hierarchical Meta-learning-based Adaptive ControllerIEEE International Conference on Robotics and Automation (ICRA), 2023
Fengze Xie
Guanya Shi
Michael O'Connell
Yisong Yue
Soon-Jo Chung
280
8
0
21 Nov 2023
Model Predictive Control for Aggressive Driving Over Uneven Terrain
Model Predictive Control for Aggressive Driving Over Uneven Terrain
Tyler Han
Alex Liu
Anqi Li
Alex Spitzer
Guanya Shi
Byron Boots
422
40
0
21 Nov 2023
Survey of Simulators for Aerial Robots
Survey of Simulators for Aerial RobotsIEEE robotics & automation magazine (RAM), 2023
Cora A. Dimmig
Giuseppe Silano
Kimberly McGuire
Chiara Gabellieri
Wolfgang Hönig
Joseph Moore
Marin Kobilarov
583
27
0
04 Nov 2023
DATT: Deep Adaptive Trajectory Tracking for Quadrotor Control
DATT: Deep Adaptive Trajectory Tracking for Quadrotor ControlConference on Robot Learning (CoRL), 2023
Kevin Huang
Rwik Rana
Alex Spitzer
Guanya Shi
Byron Boots
501
52
0
13 Oct 2023
Aerial Interaction with Tactile Sensing
Aerial Interaction with Tactile SensingIEEE International Conference on Robotics and Automation (ICRA), 2023
Xiaofeng Guo
Guanqi He
M. Mousaei
Shaoshu Su
Guanya Shi
Sebastian A. Scherer
406
20
0
29 Sep 2023
Learning-Initialized Trajectory Planning in Unknown Environments
Learning-Initialized Trajectory Planning in Unknown Environments
Yicheng Chen
Jinjie Li
Wenyuan Qin
Yongzhao Hua
Xiwang Dong
Qingdong Li
202
0
0
19 Sep 2023
Trust-Region Neural Moving Horizon Estimation for Robots
Trust-Region Neural Moving Horizon Estimation for RobotsIEEE International Conference on Robotics and Automation (ICRA), 2023
Bingheng Wang
Xuyang Chen
Tianyuan Chen
402
5
0
12 Sep 2023
Dronevision: An Experimental 3D Testbed for Flying Light Specks
Dronevision: An Experimental 3D Testbed for Flying Light Specks
Hamed Alimohammadzadeh
Rohit Bernard
Yang Chen
Trung Phan
Prashant Singh
Shuqin Zhu
Heather Culbertson
Shahram Ghandeharizadeh
180
6
0
19 Aug 2023
Optimal Exploration for Model-Based RL in Nonlinear Systems
Optimal Exploration for Model-Based RL in Nonlinear SystemsNeural Information Processing Systems (NeurIPS), 2023
Andrew Wagenmaker
Guanya Shi
Kevin Jamieson
342
24
0
15 Jun 2023
SO(2)-Equivariant Downwash Models for Close Proximity Flight
SO(2)-Equivariant Downwash Models for Close Proximity FlightIEEE Robotics and Automation Letters (RA-L), 2023
Henry Smith
Ajay Shankar
Jennifer Gielis
J. Blumenkamp
A. Prorok
376
13
0
30 May 2023
Nonlinear MPC for Quadrotors in Close-Proximity Flight with Neural
  Network Downwash Prediction
Nonlinear MPC for Quadrotors in Close-Proximity Flight with Neural Network Downwash PredictionIEEE Conference on Decision and Control (CDC), 2023
Jinjie Li
Liang Han
Haoyang Yu
Yuheng Lin
Qingdong Li
Z. Ren
353
15
0
16 Apr 2023
Virtual Omnidirectional Perception for Downwash Prediction within a Team
  of Nano Multirotors Flying in Close Proximity
Virtual Omnidirectional Perception for Downwash Prediction within a Team of Nano Multirotors Flying in Close ProximityInternational Symposium on Multi-Robot and Multi-Agent Systems (MRS), 2023
A. Moldagalieva
Wolfgang Hönig
296
5
0
07 Mar 2023
$\mathcal{L}_1$Quad: $\mathcal{L}_1$ Adaptive Augmentation of Geometric
  Control for Agile Quadrotors with Performance Guarantees
L1\mathcal{L}_1L1​Quad: L1\mathcal{L}_1L1​ Adaptive Augmentation of Geometric Control for Agile Quadrotors with Performance Guarantees
Zhuohuan Wu
She-Min Cheng
Pan Zhao
Aditya Gahlawat
K. Ackerman
Arun Lakshmanan
Chunming Yang
Jiahao Yu
N. Hovakimyan
262
1
0
14 Feb 2023
Downwash-aware Control Allocation for Over-actuated UAV Platforms
Downwash-aware Control Allocation for Over-actuated UAV PlatformsIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022
Yao Su
Chia-Hung Chu
Meng Wang
Jiarui Li
Liu Yang
Yixin Zhu
Hangxin Liu
240
18
0
20 Jul 2022
Neural Moving Horizon Estimation for Robust Flight Control
Neural Moving Horizon Estimation for Robust Flight ControlIEEE Transactions on robotics (TRO), 2022
Bingheng Wang
Zhengtian Ma
Shupeng Lai
Tianyuan Chen
646
46
0
21 Jun 2022
Neural-Fly Enables Rapid Learning for Agile Flight in Strong Winds
Neural-Fly Enables Rapid Learning for Agile Flight in Strong WindsScience Robotics (Sci. Robot.), 2022
Michael O'Connell
Guanya Shi
Xichen Shi
Kamyar Azizzadenesheli
Anima Anandkumar
Yisong Yue
Soon-Jo Chung
536
277
0
13 May 2022
Deadlock Resolution and Recursive Feasibility in MPC-based Multi-robot
  Trajectory Generation
Deadlock Resolution and Recursive Feasibility in MPC-based Multi-robot Trajectory GenerationIEEE Transactions on Automatic Control (TAC), 2022
Yuda Chen
Meng Guo
Zhongkui Li
434
24
0
12 Feb 2022
Online Optimization with Feedback Delay and Nonlinear Switching Cost
Online Optimization with Feedback Delay and Nonlinear Switching CostProceedings of the ACM on Measurement and Analysis of Computing Systems (POMACS), 2021
Weici Pan
Guanya Shi
Yiheng Lin
Adam Wierman
306
15
0
29 Oct 2021
Quadrotor Trajectory Tracking with Learned Dynamics: Joint Koopman-based
  Learning of System Models and Function Dictionaries
Quadrotor Trajectory Tracking with Learned Dynamics: Joint Koopman-based Learning of System Models and Function Dictionaries
C. Folkestad
Skylar X. Wei
J. W. Burdick
296
6
0
20 Oct 2021
DiNNO: Distributed Neural Network Optimization for Multi-Robot
  Collaborative Learning
DiNNO: Distributed Neural Network Optimization for Multi-Robot Collaborative Learning
Javier Yu
Joseph A. Vincent
Mac Schwager
362
51
0
17 Sep 2021
Robust Trajectory Planning for Spatial-Temporal Multi-Drone Coordination
  in Large Scenes
Robust Trajectory Planning for Spatial-Temporal Multi-Drone Coordination in Large Scenes
Zhepei Wang
Chao Xu
Fei Gao
265
37
0
17 Sep 2021
Decentralized Control of Quadrotor Swarms with End-to-end Deep
  Reinforcement Learning
Decentralized Control of Quadrotor Swarms with End-to-end Deep Reinforcement Learning
Sumeet Batra
Zhehui Huang
Aleksei Petrenko
T. Kumar
Artem Molchanov
Gaurav Sukhatme
295
58
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Meta-Adaptive Nonlinear Control: Theory and Algorithms
Meta-Adaptive Nonlinear Control: Theory and AlgorithmsNeural Information Processing Systems (NeurIPS), 2021
Guanya Shi
Kamyar Azizzadenesheli
Michael O'Connell
Soon-Jo Chung
Yisong Yue
462
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11 Jun 2021
Trajectory Optimization of Chance-Constrained Nonlinear Stochastic
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Trajectory Optimization of Chance-Constrained Nonlinear Stochastic Systems for Motion Planning Under UncertaintyIEEE Transactions on robotics (TRO), 2021
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Soon-Jo Chung
324
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0
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