Formation Control


Formation control studies how a team of agents can arrange itself into a spatial pattern using only local measurements and distributed controllers. The desired pattern may be encoded through relative positions, distances, bearings, orientations, or mixed sensing constraints, and the central question is whether those measurements contain enough geometry to stabilize the desired shape.

Our work uses rigidity theory as the organizing language for these problems. Rigidity connects the sensing graph to the geometry of the formation, making it possible to reason about uniqueness, local stability, directed sensing, maneuvering, and failure modes in a systematic way.

Bearing Rigidity

Bearing-based formation control uses direction measurements rather than distances. This is attractive for vision-based and sensor-limited robotic systems, but it requires a different rigidity theory because scale and translation symmetries appear naturally in the measurements.

Our work develops bearing rigidity theory, bearing localizability, bearing Laplacian methods, and rigidity conditions that determine when bearing measurements contain enough information to specify or stabilize a formation.

Bearing-only formation control convergence
Bearing-only formation stabilization using local direction measurements.

Representative Publications:

  1. G. Michieletto, A. Cenedese, and D. Zelazo, “A Unified Dissertation on Bearing Rigidity Theory,” IEEE Transactions on Control of Network Systems, 8(4):1624–1636, 2021.
    Michieletto2021_J.pdf DOI: 10.1109/TCNS.2021.3077712 Michieletto2021_J.bibtex
  2. S. Zhao and D. Zelazo, “Bearing Rigidity Theory and its Applications for Control and Estimation of Network Systems: Life beyond distance rigidity,” IEEE Control Systems Magazine, 39(2):66–83, 2019.
    Zhao2017_J.pdf DOI: 10.1109/mcs.2018.2888681 Zhao2017_J.bibtex
  3. S. Zhao, Z. Sun, D. Zelazo, M. H. Trinh, and H.-S. Ahn, “Laman Graphs are Generically Bearing Rigid in Arbitrary Dimensions,” in IEEE Conference on Decision and Control, Melbourne, Australia, Dec. 2017.
    Zhao2017a.pdf DOI: 10.1109/cdc.2017.8264151 Zhao2017a.bibtex
  4. S. Zhao and D. Zelazo, “Bearing Rigidity and Almost Global Bearing-Only Formation Stabilization,” IEEE Transactions on Automatic Control, 61(6):1255–1268, 2016.
    Zhao2014a_J.pdf DOI: 10.1109/tac.2015.2459191 Zhao2014a_J.video Zhao2014a_J.bibtex
  5. S. Zhao and D. Zelazo, “Localizability and distributed protocols for bearing-based network localization in arbitrary dimensions,” Automatica, 69:334–341, 2016.
    Zhao2015a_J.pdf DOI: 10.1016/j.automatica.2016.03.010 Zhao2015a_J.bibtex
  6. D. Zelazo, P. R. Giordano, and A. Franchi, “Bearing-Only Formation Control Using an SE(2) Rigidity Theory,” in 54th IEEE Conference on Decision and Control, Osaka, Japan, Dec. 2015.
    Zelaxo2015c1.pdf DOI: 10.1109/cdc.2015.7403182 Zelaxo2015c1.bibtex
  7. S. Zhao and D. Zelazo, “Bearing-Based Distributed Control and Estimation of Multi-Agent Systems,” in European Control Conference, Linz, Austria, Jul. 2015.
    Zhao2014a.pdf Zhao2014a.slides DOI: 10.1109/ecc.2015.7330866 Zhao2014a.bibtex

Directed Sensing and Directed Formations

Directed sensing captures the asymmetry that appears in onboard perception: if one robot senses another, the reverse measurement is not automatically available. This changes the control problem because the sensing graph may be rigid when viewed as undirected while still failing to stabilize the directed formation dynamics.

Our recent and ongoing work separates this directed-sensing layer from classical bearing rigidity. It studies ordered leader-first-follower structures for bearing-only control, bearing equivalence and persistence in directed graphs, and a new geometric edge-space view of directed distance-based formation control. In that newer work, persistence is not the right dividing line; target-dependent stability, dynamic admissibility, and algebraic admissibility provide sharper tests for directed controllers.

Directed wheel framework with edge-error convergence and node trajectories
Directed wheel example showing the sensing graph, edge-error convergence, and node trajectories.

Representative Publications:

  1. J. Shi and D. Zelazo, “Extending the Leader-First Follower Structure for Bearing-only Formation Control on Directed Graphs,” IEEE Transactions on Control of Network Systems, 13(1):179–190, 2026.
    Shi2025_TCNS.pdf DOI: 10.1109/TCNS.2025.3626655 Shi2025_TCNS.bibtex
  2. L. Theran, D. Zelazo, and J. Sidman, “A Geometric View of Formation Control with Application to Directed Sensing,” Dec. 2025.
    Theran_IFAC26.pdf arXiv: https://arxiv.org/abs/2512.06195 Theran_IFAC26.bibtex
  3. J. Shi and D. Zelazo, “Bearing-only Formation Control with Directed Sensing,” in 63rd Israel Annual Conference on Aerospace Sciences, Haifa, Israel, May 2024.
    Shi_IACAS2024.pdf Shi_IACAS2024.slides Shi_IACAS2024.bibtex
  4. Z. Sun, S. Zhao, and D. Zelazo, “Characterizing bearing persistence in directed graphs,” in IFAC World Congress, Yokohama, Japan, Jul. 2023.
    Sun2023a_C.pdf DOI: 10.1016/j.ifacol.2023.10.1307 Sun2023a_C.poster Sun2023a_C.bibtex
  5. M. H. Trinh, S. Zhao, Z. Sun, D. Zelazo, B. D. O. Anderson, and H. Ahn, “Bearing-Based Formation Control of A Group of Agents with Leader-First Follower Structure,” IEEE Transactions on Automatic Control, 64(2):598–613, 2019.
    Hoang2016a_J.pdf DOI: 10.1109/tac.2018.2836022 Hoang2016a_J.bibtex
  6. M. H. Trinh, D. Mukherjee, D. Zelazo, and H.-S. Ahn, “Formations on Directed Cycles with Bearing-Only Measurements,” International Journal of Robust and Nonlinear Control, 28(3):1074–1096, 2018.
    Hoang2016b_J.pdf DOI: 10.1002/rnc.3921 Hoang2016b_J.bibtex
  7. S. Zhao and D. Zelazo, “Bearing-Based Formation Stabilization with Directed Interaction Topologies,” in 54th IEEE Conference on Decision and Control, Osaka, Japan, Dec. 2015.
    Zhao2015c1.pdf DOI: 10.1109/cdc.2015.7403181 Zhao2015c1.bibtex

Symmetry, Distance Geometry, and Hidden Modes

Symmetry can be used as a design feature in formation control, but it can also create hidden modes and transmission zeros that are difficult to see from local measurements alone. Distance-based and symmetry-constrained formations therefore require tools that connect group actions, graph structure, and closed-loop behavior.

This line of work studies forced symmetric formations, rotation and dihedral constraints, distance-based transmission zeros, and the geometric obstructions that arise when the formation architecture hides internal motion.

Symmetry-constrained formation trajectories
Trajectories generated by a symmetry-constrained formation controller.

Representative Publications:

  1. Z. Martinez and D. Zelazo, “Symmetry-Based Formation Control on Cycle Graphs Using Dihedral Point Groups,” in IFAC World Congress, Busan, South Korea, Aug. 2026.
    Martinzez_IFAC26.pdf Martinzez_IFAC26.slides arXiv: https://arxiv.org/abs/2512.06733 Martinzez_IFAC26.bibtex
  2. S. Goldgraber Casspi and D. Zelazo, “The Geometry of Hidden Modes in Distance-Based Formation Control,” in IFAC World Congress, Busan, South Korea, Aug. 2026.
    GoldgraberCasspi_IFAC26.pdf GoldgraberCasspi_IFAC26.slides arXiv: https://arxiv.org/abs/2511.13187 GoldgraberCasspi_IFAC26.bibtex
  3. S. Goldgraber Casspi and D. Zelazo, “The Geometry of Transmission Zeros in Distance-Based Formations,” IEEE Control Systems Letters, 10:1069–1074, 2026.
    GoldgraberCasspi_LCSS26.pdf DOI: 10.1109/LCSYS.2026.3702047 GoldgraberCasspi_LCSS26.bibtex
  4. Z. Martinez and D. Zelazo, “Formation Control via Rotation Symmetry Constraints,” in American Control Conference, New Orleans, LA, USA, May 2026.
    Martinez2026_ACC.pdf Martinez2026_ACC.slides Martinez2026_ACC.bibtex
  5. D. Zelazo, S.-ichi Tanigawa, and B. Schulze, “Forced Symmetric Formation Control,” IEEE Transactions on Control of Network Systems, 12(2):1415–1426, 2025.
    zelazo2025TCNS.pdf DOI: 10.1109/TCNS.2025.3525814 zelazo2025TCNS.bibtex
  6. Z. Martinez and D. Zelazo, “Symmetry-Constrained Formation Maneuvering,” in 64th Israel Annual Conference on Aerospace Sciences, Haifa, Israel, Mar. 2025.
    Martinez2025_IACAS.pdf Martinez2025_IACAS.slides Martinez2025_IACAS.bibtex
  7. D. Zelazo, B. Shulze, and S.-I. Tanigawa, “Stabilization of Symmetric Formations,” in IFAC World Congress, Yokohama, Japan, Jul. 2023.
    Zelazo2023a_C.pdf Zelazo2023a_C.slides DOI: 10.1016/j.ifacol.2023.10.301 Zelazo2023a_C.bibtex
  8. O. Rozenheck, S. Zhao, and D. Zelazo, “A Proportional-Integral Controller for Distance-Based Formation Tracking,” in European Control Conference, Linz, Austria, Jul. 2015.
    Rozenheck2014b.pdf Rozenheck2014b.slides DOI: 10.1109/ecc.2015.7330781 Rozenheck2014b.bibtex

Maneuvering, Maintenance, and Robotic Formations

Formation control must also work while the formation is moving, reconfiguring, or operating with uncertain measurements and constraints. This includes rigidity maintenance, bounded disturbances, spacecraft and aerial formations, relay positioning, pursuit, and cooperative behaviors that balance competing objectives.

These problems connect the formation-control theory to robotic implementation and to broader questions about how teams should preserve useful geometry during motion.

Balanced formation on a sphere
Formation balancing and maneuvering as a geometric coordination problem.

Representative Publications:

  1. F. Oliva, D. Zelazo, and A. Degani, “Balancing Expansion and Contraction: Coordinating Multi-Agent Teams Under Competing Goals,” in International Conference Series on Climbing and Walking Robots (CALWAR), Cranfield, UK, Sep. 2026.
    Oliva_CALWAR2026.bibtex
  2. C. Xu, D. Zelazo, and B. Wu, “Distributed Prescribed-Time Coordinated Control of Spacecraft Formation Flying under Input Saturation,” Advances in Space Research, 74(5):2302–2315, 2024.
    Xu2023b_J.pdf DOI: https://doi.org/10.1016/j.asr.2024.05.077 Xu2023b_J.bibtex
  3. C. Xu, D. Zelazo, and B. Wu, “Bearing-based formation control of second-order multiagent systems with bounded disturbances,” International Journal on Robust and Nonlinear Control, 34(1):167–199, 2024.
    Xu2023a_J.pdf DOI: https://doi.org/10.1002/rnc.6966 Xu2023a_J.bibtex
  4. M. Fabris and D. Zelazo, “Bearing-based Autonomous Communication Relay Positioning under Field-of-View Constraints,” Advanced Control for Applications, 4(2):e103, 2022.
    Fabris2021b_J.pdf DOI: 10.1002/adc2.103 Fabris2021b_J.bibtex
  5. Y. Liu, J. M. Montenbruck, D. Zelazo, M. Odelga, S. Rajappa, H. H. Bülthoff, F. Allgöwer, and A. Zell, “A Distributed Control Approach to Formation Balancing and Maneuvering of Multiple Multirotor UAVs,” IEEE Transactions on Robotics, 34(4):870–882, 2018.
    Liu_IEEETRo2019.pdf DOI: 10.1109/TRO.2018.2853606 Liu_IEEETRo2019.video Liu_IEEETRo2019.bibtex
  6. J. M. Montenbruck, D. Zelazo, and F. Allgöwer, “Fekete Points, Formation Control, and the Balancing Problem,” IEEE Transactions on Automatic Control, 62(10):5069–5081, 2017.
    Montenbruck2016a_J.pdf DOI: 10.1109/tac.2017.2679073 Montenbruck2016a_J.bibtex
  7. D. Zelazo, A. Franchi, H. H. Bülthoff, and P. Robuffo Giordano, “Decentralized Rigidity Maintenance Control with Range-only Measurements for Multi-Robot Systems,” International Journal of Robotics Research, 34(1):105–128, 2015.
    Zelazo2013a_J.pdf DOI: 10.1177/0278364914546173 Zelazo2013a_J.video Zelazo2013a_J.bibtex
  8. D. Zelazo, A. Franchi, F. Allgöwer, H. H. Bülthoff, and P. Robuffo Giordano, “Rigidity Maintenance Control for Multi-Robot Systems,” in Proceedings of Robotics: Science and Systems, Sydney, Australia, Jul. 2012.
    Zelazo2012c.pdf DOI: 10.15607/rss.2012.viii.060 Zelazo2012c.bibtex

Related Publications:

  1. F. Oliva, D. Zelazo, and A. Degani, “Balancing Expansion and Contraction: Coordinating Multi-Agent Teams Under Competing Goals,” in International Conference Series on Climbing and Walking Robots (CALWAR), Cranfield, UK, Sep. 2026.
    Oliva_CALWAR2026.bibtex
  2. Z. Martinez and D. Zelazo, “Symmetry-Based Formation Control on Cycle Graphs Using Dihedral Point Groups,” in IFAC World Congress, Busan, South Korea, Aug. 2026.
    Martinzez_IFAC26.pdf Martinzez_IFAC26.slides arXiv: https://arxiv.org/abs/2512.06733 Martinzez_IFAC26.bibtex
  3. S. Goldgraber Casspi and D. Zelazo, “The Geometry of Hidden Modes in Distance-Based Formation Control,” in IFAC World Congress, Busan, South Korea, Aug. 2026.
    GoldgraberCasspi_IFAC26.pdf GoldgraberCasspi_IFAC26.slides arXiv: https://arxiv.org/abs/2511.13187 GoldgraberCasspi_IFAC26.bibtex
  4. S. Goldgraber Casspi and D. Zelazo, “The Geometry of Transmission Zeros in Distance-Based Formations,” IEEE Control Systems Letters, 10:1069–1074, 2026.
    GoldgraberCasspi_LCSS26.pdf DOI: 10.1109/LCSYS.2026.3702047 GoldgraberCasspi_LCSS26.bibtex
  5. Z. Martinez and D. Zelazo, “Formation Control via Rotation Symmetry Constraints,” in American Control Conference, New Orleans, LA, USA, May 2026.
    Martinez2026_ACC.pdf Martinez2026_ACC.slides Martinez2026_ACC.bibtex
  6. Z. Martinez, “Formation Control via Rotation Symmetry Constraints,” in IAAC Workshop: Graduate Students in Systems and Control, Tel-Aviv, Israel, Apr. 2026.
    Martinez_GSC2026.slides Martinez_GSC2026.bibtex
  7. J. Shi and D. Zelazo, “Extending the Leader-First Follower Structure for Bearing-only Formation Control on Directed Graphs,” IEEE Transactions on Control of Network Systems, 13(1):179–190, 2026.
    Shi2025_TCNS.pdf DOI: 10.1109/TCNS.2025.3626655 Shi2025_TCNS.bibtex
  8. L. Theran, D. Zelazo, and J. Sidman, “A Geometric View of Formation Control with Application to Directed Sensing,” Dec. 2025.
    Theran_IFAC26.pdf arXiv: https://arxiv.org/abs/2512.06195 Theran_IFAC26.bibtex
  9. Z. Martinez, “Symmetry-Constrained Formation Maneuvering,” in IAAC Workshop: Graduate Students in Systems and Control, Haifa, Israel, Jul. 2025.
    Martinez_GSC2025.slides Martinez_GSC2025.bibtex
  10. D. Zelazo, S.-ichi Tanigawa, and B. Schulze, “Forced Symmetric Formation Control,” IEEE Transactions on Control of Network Systems, 12(2):1415–1426, 2025.
    zelazo2025TCNS.pdf DOI: 10.1109/TCNS.2025.3525814 zelazo2025TCNS.bibtex
  11. Z. Martinez and D. Zelazo, “Symmetry-Constrained Formation Maneuvering,” in 64th Israel Annual Conference on Aerospace Sciences, Haifa, Israel, Mar. 2025.
    Martinez2025_IACAS.pdf Martinez2025_IACAS.slides Martinez2025_IACAS.bibtex
  12. C. Xu, D. Zelazo, and B. Wu, “Distributed Prescribed-Time Coordinated Control of Spacecraft Formation Flying under Input Saturation,” Advances in Space Research, 74(5):2302–2315, 2024.
    Xu2023b_J.pdf DOI: https://doi.org/10.1016/j.asr.2024.05.077 Xu2023b_J.bibtex
  13. C. Xu, D. Zelazo, and B. Wu, “Bearing-based formation control of second-order multiagent systems with bounded disturbances,” International Journal on Robust and Nonlinear Control, 34(1):167–199, 2024.
    Xu2023a_J.pdf DOI: https://doi.org/10.1002/rnc.6966 Xu2023a_J.bibtex
  14. J. Shi and D. Zelazo, “Bearing-only Formation Control with Directed Sensing,” in 63rd Israel Annual Conference on Aerospace Sciences, Haifa, Israel, May 2024.
    Shi_IACAS2024.pdf Shi_IACAS2024.slides Shi_IACAS2024.bibtex
  15. M. Sewlia and D. Zelazo, “Bearing-Based Formation Stabilization Using Event-Triggered Control,” International Journal on Robust and Nonlinear Control, 34(6):4375–4387, 2024.
    Sewlia2023a_J.pdf DOI: 10.1002/rnc.7185 Sewlia2023a_J.bibtex
  16. J. Shi, “Bearing-only Formation Control with Directed Sensing,” mastersthesis, Technion - Israel Institute of Technology, Autonomous Systems and Robotics, 2024.
    Shi2024.pdf Shi2024.bibtex
  17. Z. Sun, S. Zhao, and D. Zelazo, “Characterizing bearing persistence in directed graphs,” in IFAC World Congress, Yokohama, Japan, Jul. 2023.
    Sun2023a_C.pdf DOI: 10.1016/j.ifacol.2023.10.1307 Sun2023a_C.poster Sun2023a_C.bibtex
  18. D. Zelazo, B. Shulze, and S.-I. Tanigawa, “Stabilization of Symmetric Formations,” in IFAC World Congress, Yokohama, Japan, Jul. 2023.
    Zelazo2023a_C.pdf Zelazo2023a_C.slides DOI: 10.1016/j.ifacol.2023.10.301 Zelazo2023a_C.bibtex
  19. M. Fabris and D. Zelazo, “Bearing-based Autonomous Communication Relay Positioning under Field-of-View Constraints,” Advanced Control for Applications, 4(2):e103, 2022.
    Fabris2021b_J.pdf DOI: 10.1002/adc2.103 Fabris2021b_J.bibtex
  20. B. Pozzan, G. Michieletto, A. Cenedese, and D. Zelazo, “Heterogeneous Formation Control: a Bearing Rigidity Approach,” in IEEE Conference on Decision and Control, Austin, Texas, Dec. 2021.
    Pozzan2021a.pdf DOI: 10.1109/cdc45484.2021.9683374 Pozzan2021a.bibtex
  21. G. Michieletto, A. Cenedese, and D. Zelazo, “A Unified Dissertation on Bearing Rigidity Theory,” IEEE Transactions on Control of Network Systems, 8(4):1624–1636, 2021.
    Michieletto2021_J.pdf DOI: 10.1109/TCNS.2021.3077712 Michieletto2021_J.bibtex
  22. M. H. Trinh, D. Zelazo, and H.-S. Ahn, “Pointing Consensus and Bearing-Based Solutions to the Fermat–Weber Location Problem,” IEEE Transactions on Automatic Control, 65(6):2339–2354, 2020.
    Trinh_TAC2020.pdf DOI: 10.1109/TAC.2019.2927932 Trinh_TAC2020.bibtex
  23. M. Sewlia, “Distributed Event-Triggered Control for Multi-Agent Systems with Second-Order Dynamics,” mastersthesis, Technion - Israel Institute of Technology, Aerospace Engineering Department, 2020.
    Sewlia2020.pdf Sewlia2020.bibtex
  24. T. Ikeda, D. Zelazo, and K. Kashima, “Maximum Hands-Off Distributed Bearing-Based Formation Control,” in IEEE Conference on Decision and Control, Nice, France, Dec. 2019.
    Ikeda2019a.pdf DOI: 10.1109/cdc40024.2019.9029574 Ikeda2019a.bibtex
  25. D. Zelazo and S. Zhao, “Formation Control and Rigidity Theory,” Snapshots of Modern Mathematics from Oberwolfach, (12):1–16, 2019.
    Zelazo2019a_J.pdf DOI: 10.14760/SNAP-2019-017-EN Zelazo2019a_J.bibtex
  26. A. Jain and D. Zelazo, “Temporal Circular Formation Control with Bounded Trajectories in a Uniform Flowfield,” in 27th Mediterranean Conference on Control and Automation, Akko, Israel, Jul. 2019.
    Jain2019a.pdf Jain2019a.slides DOI: 10.1109/med.2019.8798531 Jain2019a.bibtex
  27. Q. Van Tran, M. H. Trinh, D. Zelazo, D. Mukherjee, and H.-S. Ahn, “Finite-Time Bearing-Only Formation Control via Distributed Global Orientation Estimation,” IEEE Transactions on Control of Network Systems, 6(2):702–712, 2019.
    VanTran2019.pdf DOI: 10.1109/tcns.2018.2873155 VanTran2019.bibtex
  28. S. Zhao and D. Zelazo, “Bearing Rigidity Theory and its Applications for Control and Estimation of Network Systems: Life beyond distance rigidity,” IEEE Control Systems Magazine, 39(2):66–83, 2019.
    Zhao2017_J.pdf DOI: 10.1109/mcs.2018.2888681 Zhao2017_J.bibtex
  29. M. H. Trinh, S. Zhao, Z. Sun, D. Zelazo, B. D. O. Anderson, and H. Ahn, “Bearing-Based Formation Control of A Group of Agents with Leader-First Follower Structure,” IEEE Transactions on Automatic Control, 64(2):598–613, 2019.
    Hoang2016a_J.pdf DOI: 10.1109/tac.2018.2836022 Hoang2016a_J.bibtex
  30. D. Goldenberg, “Cooperative Object Manipulation A Rigidity Approach,” mastersthesis, Technion - Israel Institute of Technology, Aerospace Engineering Department, 2019.
    Goldenberg2019.pdf Goldenberg2019.bibtex
  31. D. Frank, D. Zelazo, and F. Allgöwer, “Bearing-Only Formation Control with Limited Visual Sensing: Two Agent Case,” in 7th IFAC Workshop on Distributed Estimation and Control in Networked System , Groningen, The Netherlands, Sep. 2018.
    Frank2018.pdf DOI: 10.1016/j.ifacol.2018.12.006 Frank2018.bibtex
  32. M. H. Trinh, D. Mukherjee, D. Zelazo, and H.-S. Ahn, “Formations on Directed Cycles with Bearing-Only Measurements,” International Journal of Robust and Nonlinear Control, 28(3):1074–1096, 2018.
    Hoang2016b_J.pdf DOI: 10.1002/rnc.3921 Hoang2016b_J.bibtex
  33. Y. Liu, J. M. Montenbruck, D. Zelazo, M. Odelga, S. Rajappa, H. H. Bülthoff, F. Allgöwer, and A. Zell, “A Distributed Control Approach to Formation Balancing and Maneuvering of Multiple Multirotor UAVs,” IEEE Transactions on Robotics, 34(4):870–882, 2018.
    Liu_IEEETRo2019.pdf DOI: 10.1109/TRO.2018.2853606 Liu_IEEETRo2019.video Liu_IEEETRo2019.bibtex
  34. D. Frank, “Bearing-only Formation Control with Limited View Constraints,” mastersthesis, University of Stuttgart, 2018.
    Frank2019.pdf Frank2019.bibtex
  35. M. H. Trinh, D. Mukherjee, D. Zelazo, and H.-S. Ahn, “Finite-time bearing-only formation control,” in IEEE Conference on Decision and Control, Melbourne, Australia, Dec. 2017.
    Trinh2017c.pdf DOI: 10.1109/cdc.2017.8263876 Trinh2017c.bibtex
  36. S. Zhao, Z. Sun, D. Zelazo, M. H. Trinh, and H.-S. Ahn, “Laman Graphs are Generically Bearing Rigid in Arbitrary Dimensions,” in IEEE Conference on Decision and Control, Melbourne, Australia, Dec. 2017.
    Zhao2017a.pdf DOI: 10.1109/cdc.2017.8264151 Zhao2017a.bibtex
  37. J. M. Montenbruck, D. Zelazo, and F. Allgöwer, “Fekete Points, Formation Control, and the Balancing Problem,” IEEE Transactions on Automatic Control, 62(10):5069–5081, 2017.
    Montenbruck2016a_J.pdf DOI: 10.1109/tac.2017.2679073 Montenbruck2016a_J.bibtex
  38. S. Zhao and D. Zelazo, “Translational and Scaling Formation Maneuver Control via a Bearing-Based Approach,” IEEE Transactions on Control of Network Systems, 4(3):429–438, 2017.
    Zhao2015b_J.pdf DOI: 10.1109/tcns.2015.2507547 Zhao2015b_J.video Zhao2015b_J.bibtex
  39. M. H. Trinh, D. Mukherjee, D. Zelazo, and H.-S. Ahn, “Planar Bearing-only Cyclic Pursuit for Target Capture,” in IFAC World Congress, Toulouse, France, Jul. 2017.
    Trinh2017b.pdf DOI: 10.1016/j.ifacol.2017.08.1759 Trinh2017b.bibtex
  40. D. Mukherjee, M. H. Trinh, D. Zelazo, and H.-S. Ahn, “Bearing-only Cyclic Pursuit in 2-D for Capture of Moving Target,” in 57th Israel Annual Conference on Aerospace Sciences , Tel-Aviv, Israel, Feb. 2017.
    Mukherjee2017a.pdf Mukherjee2017a.slides Mukherjee2017a.bibtex
  41. F. Schiano, A. Franchi, D. Zelazo, and P. R. Giordano, “A Rigidity-Based Decentralized Bearing Formation Controller for Groups of Quadrotor UAVs,” in IEEE/RSJ International Conference on Intelligent Robots and Systems, Daejeon, Korea, Sep. 2016.
    Schiano2016a.pdf DOI: 10.1109/iros.2016.7759748 Schiano2016a.video Schiano2016a.bibtex
  42. S. Zhao and D. Zelazo, “Bearing Rigidity and Almost Global Bearing-Only Formation Stabilization,” IEEE Transactions on Automatic Control, 61(6):1255–1268, 2016.
    Zhao2014a_J.pdf DOI: 10.1109/tac.2015.2459191 Zhao2014a_J.video Zhao2014a_J.bibtex
  43. S. Zhao and D. Zelazo, “Localizability and distributed protocols for bearing-based network localization in arbitrary dimensions,” Automatica, 69:334–341, 2016.
    Zhao2015a_J.pdf DOI: 10.1016/j.automatica.2016.03.010 Zhao2015a_J.bibtex
  44. D. Mukherjee, M. H. Trinh, D. Zelazo, and H.-S. Ahn, “Robustness of Heterogeneous Cyclic Pursuit,” in 56th Israel Annual Conference on Aerospace Sciences , Tel-Aviv, Israel, Feb. 2016.
    Mukherjee2016IACAS.pdf Mukherjee2016IACAS.bibtex
  45. O. Rozenheck, “Distance-Constrained Formation Tracking Control,” mastersthesis, Technion - Israel Institute of Technology, Aerospace Engineering Department, 2016.
    Rozenheck2016.pdf Rozenheck2016.bibtex
  46. M. M. Montenbruck, D. Zelazo, and F. Allgöwer, “Retraction Balancing and Formation Control,” in 54th IEEE Conference on Decision and Control, Osaka, Japan, Dec. 2015.
    Montenbruck2015.pdf DOI: 10.1109/cdc.2015.7402784 Montenbruck2015.bibtex
  47. D. Zelazo, P. R. Giordano, and A. Franchi, “Bearing-Only Formation Control Using an SE(2) Rigidity Theory,” in 54th IEEE Conference on Decision and Control, Osaka, Japan, Dec. 2015.
    Zelaxo2015c1.pdf DOI: 10.1109/cdc.2015.7403182 Zelaxo2015c1.bibtex
  48. S. Zhao and D. Zelazo, “Bearing-Based Formation Stabilization with Directed Interaction Topologies,” in 54th IEEE Conference on Decision and Control, Osaka, Japan, Dec. 2015.
    Zhao2015c1.pdf DOI: 10.1109/cdc.2015.7403181 Zhao2015c1.bibtex
  49. S. Zhao and D. Zelazo, “Bearing-Based Formation Maneuvering,” in IEEE International Symposium on Intelligent Control, Sydney, Australia, Sep. 2015.
    Zhao2015c2.pdf DOI: 10.1109/isic.2015.7307285 Zhao2015c2.video Zhao2015c2.bibtex
  50. O. Rozenheck, S. Zhao, and D. Zelazo, “A Proportional-Integral Controller for Distance-Based Formation Tracking,” in European Control Conference, Linz, Austria, Jul. 2015.
    Rozenheck2014b.pdf Rozenheck2014b.slides DOI: 10.1109/ecc.2015.7330781 Rozenheck2014b.bibtex
  51. S. Zhao and D. Zelazo, “Bearing-Based Distributed Control and Estimation of Multi-Agent Systems,” in European Control Conference, Linz, Austria, Jul. 2015.
    Zhao2014a.pdf Zhao2014a.slides DOI: 10.1109/ecc.2015.7330866 Zhao2014a.bibtex
  52. O. Rozenheck, S. Zhao, and D. Zelazo, “Formation Velocity Tracking with Proportional Control,” in 55th Israel Annual Conference on Aerospace Sciences , Haifa, Israel, Feb. 2015.
    Rozenheck2014a.pdf Rozenheck2014a.bibtex
  53. D. Zelazo, A. Franchi, H. H. Bülthoff, and P. Robuffo Giordano, “Decentralized Rigidity Maintenance Control with Range-only Measurements for Multi-Robot Systems,” International Journal of Robotics Research, 34(1):105–128, 2015.
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