Force-based Control for Safe Robot-assisted Retinal Interventions: Evaluation in Animal Studies.
Abstract
In recent years, robotic assistance in vitreoretinal surgery has moved from a benchtop environment to the operating rooms. Emerging robotic systems improve tool manoeuvrability and provide precise tool motions in a constrained intraocular environment and reduce/remove hand tremor. However, often due to their stiff and bulky mechanical structure, they diminish the perception of tool-to-sclera (scleral) forces, on which the surgeon relies, for eyeball manipulation. In this paper we measure these scleral forces and actively control the robot to keep them under a predefined threshold. Scleral forces are measured using a Fiber Bragg Grating (FBG) based force sensing instrument in an rabbit eye model in manual, cooperative robotic assistance with no scleral force control (NC), adaptive scleral force norm control (ANC) and adaptive scleral force component control (ACC) methods. To the best of our knowledge, this is the first time that the scleral forces are measured in an eye model during robot assisted vitreoretinal procedures. An experienced retinal surgeon repeated an intraocular tool manipulation (ITM) task 10 times in four rabbit eyes and a phantom eyeball, for a total of 50 repetitions in each control mode. Statistical analysis shows that the ANC and ACC control schemes restrict the duration of the undesired scleral forces to 4.41% and 14.53% as compared to 43.30% and 35.28% in manual and NC cases, respectively during the studies. These results show that the active robot control schemes can maintain applied scleral forces below a desired threshold during robot-assisted vitreoretinal surgery. The scleral forces measurements in this study may enable a better understanding of tool-to-sclera interactions during vitreoretinal surgery and the proposed control strategies could be extended to other microsurgery and robot-assisted interventions.
추출된 의학 개체 (NER)
| 유형 | 영어 표현 | 한국어 / 풀이 | UMLS CUI | 출처 | 등장 |
|---|---|---|---|---|---|
| 기법 | robot-assisted
|
로봇수술 | dict | 3 | |
| 시술 | microsurgery
|
미세수술 | dict | 1 | |
| 해부 | Retinal
|
scispacy | 1 | ||
| 해부 | vitreoretinal
|
scispacy | 1 | ||
| 해부 | intraocular
|
scispacy | 1 | ||
| 해부 | scleral
|
scispacy | 1 | ||
| 해부 | eyeball
|
scispacy | 1 | ||
| 약물 | reduce/remove
|
scispacy | 1 | ||
| 질환 | tremor
|
C0040822
Tremor
|
scispacy | 1 | |
| 질환 | ACC
→ adaptive scleral force component control
|
scispacy | 1 | ||
| 기타 | rabbit eye
|
scispacy | 1 | ||
| 기타 | retinal
|
scispacy | 1 | ||
| 기타 | rabbit eyes
|
scispacy | 1 | ||
| 기타 | ACC
→ adaptive scleral force component control
|
scispacy | 1 |
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