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研究生: 鄭豐慶
Cheng, Feng-Ching
論文名稱: 適用於慢性傷口之低能量光治療系統設計與實作
Design and Implementation of a Low-Level Light Therapy System Applied to Chronic Wounds
指導教授: 林志隆
Lin, Chih-Lung
學位類別: 碩士
Master
系所名稱: 電機資訊學院 - 電機工程學系
Department of Electrical Engineering
論文出版年: 2020
畢業學年度: 108
語文別: 中文
論文頁數: 46
中文關鍵詞: 低能量光治療系統發光二極體慢性傷口L929細胞區域調光演算法
外文關鍵詞: Low-level light therapy system, light-emitting diode, chronic wound, L929 cell culture, local dimming algorithm
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  • 隨著人口結構老年化,慢性病的罹患機率增加,使得慢性傷口的問題也越來越複雜,由於慢性傷口癒合不易,若處理不妥將對患者造成傷害且加重醫療資源與人員的消耗與負擔。為促進傷口的細胞增生效率,光治療法已經被廣泛應用於臨床醫學上,因此本論文將提出一低能量光治療法之治療系統,針對傷口狀態以相呼應波長之光能量進行照射治療,同時所提出之基於恆流源LED陣列之區域調光演算法,不僅能提升傷口照射面之光均勻度,更可對特定區域進行指定輻照度的光治療,提升慢性傷口癒合能力。
    本系統採用415 nm藍光來進行殺菌,並以633 nm紅光和850 nm紅外光來促進增生期的成纖維母細胞活化,藉由不同輻照度及照射時間來進行光生物調解之體外細胞實驗。而為避免LED陣列之光疊加效應所導致的光均勻度不均問題,本系統針對LED之不同工作週期進行輻照度量測,並透過所建立之光源衰減範圍矩陣,建構出基於最小平方 (least square)之區域調光演算法。由實驗結果得知,本系統對L929細胞之光照實驗之最佳參數為633 nm紅光操作在輻照度15 mW/cm2下給予3 J/cm2能量密度,可讓L929有最佳細胞增生率。而在殺菌實驗中則是以藍光操作在25 mW/cm2、50 J/cm2時可對綠膿桿菌產生顯著的滅菌效果。此外,本論文亦透過調光演算法以MATLAB模擬得到之理想輻照度值與實際量測值可計算出在理想輻照度5 mW/cm2、15 mW/cm2、25 mW/cm2下平均誤差分別為1.93%、1.73%、1.4%,顯示本系統在輻照度的穩定性與強健性,且由光學量測結果顯示陣列均勻度最高可達97.9%,亦說明本系統具有高均勻度的特性進而降低細胞實驗的變異性。最後本論文也展示初步傷口區域影像辨識結果,藉由導入RCNN模型來選取傷口區域面積,以增強治療系統對傷口修復之泛用性。

    This work presents a Low-Level Light Therapy (LLLT) system which can irradiate in a specific wavelength of light and energy to the corresponding state of a wound in order to promote tissue healing. Moreover, this work proposes a LED-based local dimming algorithm which can optimize the uniformity of the irradiated position, helping improve wound healing. This system utilizes a blue light of 415 nm to sterilize Pseudomonas aeruginosa and adopts a red light of 633 nm and infrared of 850 nm to enhance the activity of fibroblast. An in vitro experiment of photobiomodulation on L929 cell cultures was conducted over several irradiance and time periods to evaluate the feasibility of the proposed system in healing wounds. Furthermore, to avoid the experimental variation caused by the light superposition principle, the local dimming algorithm is proposed based on the least square method to adjust the irradiance of each LED. The experimental results demonstrate that the red light (633nm) with an irradiance of 15 mW/cm2 and the energy density of 3 J/cm2 are the optimal parameters for stimulating cell proliferation. Additionally, the results of sterilization show that blue light (415 nm) with an irradiance of 25 mW/cm2 and energy density of 50 J/cm2 can produce a significant effect on Pseudomonas aeruginosa. Moreover, the average error rates of irradiance are 1.93%, 1.73%, and 1.4%, which are associated with the irradiance of 5 mW/cm2, 15 mW/cm2, and 25 mW/cm2, showing the stability and robustness of the proposed system. Consequently, the uniformity of irradiance can achieve 97.9%, indicating that this work is capable of reducing variation in the experimental process. To enhance the universality of the treatment system for wound healing, this work additionally reveals a preliminary result of distinguishing the distinct wound area of a captured image using the RCNN-based model.

    目錄 Pages 中文摘要 i 英文摘要 ii 致謝 iix 目錄 x 表目錄 xiii 圖目錄 xiv 第一章 緒論 1 1.1 研究背景 1 1.2 文獻回顧 3 1.3 研究目的 7 1.4 論文架構介紹 8 第二章 原理探討 9 2.1 光治療技術簡介 9 2.2 LED光源驅動架構簡介 11 2.3 LED調光架構簡介 11 第三章 系統之硬體與軟體整合實作 12 3.1 光治療系統架構 12 3.2 光治療系統硬體電路設計 12 3.2.1 電源供應設計 13 3.2.2 微控制器ESP8266 14 3.2.3 LED驅動電路設計 15 3.2.4 恆流源電路 16 3.2.5 顯示介面與控制元件 16 3.2.6 PCB電路板設計 17 3.2.7 細胞培養實驗治具 18 3.3 光治療系統韌體架構 18 3.4 光治療系統軟體架構 19 第四章 實驗結果與討論 20 4.1 系統硬體與實驗環境配置 20 4.1.1 系統外觀與功能整合 20 4.1.2 實驗設備與量測操作 21 4.2 光治療系統數據量測與分析 22 4.2.1 恆壓源之紅光LED陣列輻照度量測結果 22 4.2.2 恆流源LED陣列輻照度與PWM工作週期關係量測 23 4.2.3 LED輻照度對各孔格分布關係 24 4.2.4 理論值與實際值差異量測結果 27 4.3 細胞實驗結果與分析 29 4.3.1 L929小鼠成纖維母細胞之細胞實驗結果 29 4.3.2 恆壓源LED陣列長時間照射之影響 31 4.3.3 藍光對L929與綠膿桿菌影響 33 4.3.4 恆流源陣列搭配區域調光演算法與恆壓源陣列細胞實驗結果 35 4.4 傷口影像辨識初步成果 35 4.4.1 Fast-RCNN傷口影像辨識模型 36 4.4.2 傷口影像之邊緣偵測 37 4.4.3 分群演算法導入 39 第五章 結論與未來展望 40 5.1 結論 40 5.2 未來展望 41 參考文獻 43

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