File size: 3,492 Bytes
ec9601d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 | ---
license: cc-by-sa-4.0
task_categories:
- robotics
- reinforcement-learning
tags:
- bipedal-robotics
- locomotion
- sim-to-real
- mujoco
- zero-slip
- microduck
size_categories:
- 100K<n<1M
configs:
- config_name: default
data_files:
- split: train
path: data_part_*.csv
---
# π¦ MicroDuck Locomotion Dataset V1.0: Zero-Slip Flat Ground Baseline
**Publisher**: `devorah-ai-2026` / `devorahai2026`
**License**: `Commercial / CC-BY-SA 4.0`
**Task**: Bipedal Locomotion, Reinforcement Learning, Sim-to-Real
**Hardware Platform**: Antigravity 14-DOF MicroDuck Biped Robot
---
## π Overview (κ°μ)
λ³Έ λ°μ΄ν°μ
μ **14-DOF μν 2μ‘± 보ν λ‘λ΄(MicroDuck)**μ μλ²½ν **νλ©΄ 보ν(Flat-ground walking)** κΆ€μ λ° μ μ΄ λ‘κ·Έλ₯Ό λ΄μ κ³ νμ§ ν©μ± λ°μ΄ν°(Synthetic Data)μ
λλ€. κΈ°μ‘΄ κ°ννμ΅ κΈ°λ° 2μ‘± 보ν μμ΄μ νΈλ€μ΄ νν κ²ͺλ **λ°λ°λ₯ λ―Έλλ¬μ§(Ice-Skating)** λ° **μ μ리걸μ(Marching in place)** λ¬Έμ λ₯Ό 곡νμ μΌλ‘ μλ²½ν 극볡ν μ΅μκΈ λ² μ΄μ€λΌμΈ λͺ¨λΈμ
λλ€. ν₯ν 볡μ‘ν μ§ν νκ²½μ΄λ λΉμ (Vision) κΈ°λ° μ‘°ν₯ νμ΅μ μν ν΅μ λ λμ‘°κ΅°(Control Group)μΌλ‘ νμ©νκΈ°μ μ΅μ νλμ΄ μμ΅λλ€.
---
## π Key Features (ν΅μ¬ κΈ°μ μ¬μ)
* **Zero-Slip Planted Stance**: μ§λ©΄ μ μ΄ μν($\text{contact} > 0.5$)μμ λλ€λ°μ μν μλκ° **$0.000 \pm 0.002\text{ m/s}$**λ‘ μλ ΄νμ¬ μλ²½ν μ§λ©΄ λ°μ°© 보νμ ꡬνν©λλ€.
* **Controlled Falling Momentum**: μ체 νΌμΉ(Trunk Pitch)λ₯Ό **λ―ΈμΈ μ λ°© λ°μ΄μ΄μ€($-3.0^\circ$)**λ‘ μ μ΄νμ¬ μ€λ ₯μ μν μμ°μ€λ¬μ΄ μ μ§ λͺ¨λ©ν
μ νμ±νκ³ , λλ€λ°μ **κ°λ ₯ν νλ°© ν₯(Push-off) μΆλ ₯($+0.22\text{ rad}$)**μ λ°μ΄ν°μ λ΄μμ΅λλ€.
* **High Energy Efficiency**: μ§λ©΄ κΈμ(Ground Scraping)κ³Ό νλ°ν΄ ν ν¬ μμ€μ μ κ±°νμ¬ μ€μ λͺ¨ν° μ΄μ μ λ°μ΄ λ° λ°°ν°λ¦¬ μλͺ¨λ₯Ό λν μ κ°ν μ μλ κΆ€μ μ
λλ€.
* **Swarm Tested**: 10κΈ°μ λ€μ€ μμ΄μ νΈ νκ²½μμ **500ν μ°μ μνΌμλ(250,000 νλ μ)** λμ μν΄μ΄λ μ 볡 μμ΄ μμ μ μΌλ‘ μ£Όνν κ²μ¦λ λ°μ΄ν°μ
λλ€.
---
## π Dataset Structure (λ°μ΄ν° ꡬ쑰)
λ°μ΄ν°μ
μ 500ν μ°μ μ£Όν ν
μ€νΈ λ²€μΉμμ μΆμΆλ νμμ€ν
(50Hz, dt=0.02s)λ³ μν-νλ(State-Action) μμΌλ‘ ꡬμ±λ©λλ€.
| νμΌλͺ
| νμ | μ€λͺ
|
| :--- | :---: | :--- |
| `data_part_01.csv` ~ `data_part_10.csv` | CSV | μ΄ 250,000 νλ μ μμ μ μ΄ λ‘κ·Έ (14κ΄μ κ°, ν ν¬, GRF $F_x/F_z$, Slip μλ) |
| `v1.0_baseline_dataset_metadata.json` | JSON | λ°μ΄ν°μ
곡μ λ©νλ°μ΄ν° λ° λ²€μΉλ§ν¬ μ§ν μ€ν€λ§ |
---
## πΊοΈ Roadmap & Future Updates (ν₯ν μ
λ°μ΄νΈ κ³ν)
νμ¬ **V1.0**μ κ°μ₯ κ·Όκ°μ΄ λλ **'κΈ°μ€ λ³΄ν(Baseline Locomotion)'**μ μ 곡ν©λλ€. λ€μ μ
λ°μ΄νΈλ₯Ό ν΅ν΄ μμ© λ‘λ΄ μ μ΄μ μ 체 μνκ³λ₯Ό μ 곡ν μμ μ
λλ€.
* **[Current] V1.0**: Zero-Slip νλ©΄ 보ν κ΅°μ§ λ°μ΄ν°.
* **[Upcoming] V2.0**: μμ μμ¨ μν κΈ°κ³(No-Button Autopilot FSM) μ°λ. μΈλΆ μΈλ κ°μ§ μ μλ μ°©μ(Auto-Sit), 기립(Auto-Stand) λ° λν μκ° λ³΅κ΅¬(Auto-Recovery) μ μ΄ λ°μ΄ν° νμ¬ μμ .
* **[Upcoming] V3.0**: λ μ΄μΊμ€νΈ(Raycast) λΉμ μΌμ ν΅ν©. μ λ°© μ₯μ λ¬Ό λ₯λ μΈμ§, μ‘°ν₯ ννΌ(Active Avoidance) λ° λμ κ· ν ν볡 λ°μ΄ν° μΆκ°. |