全國中小學科展

2025年

自監督學習在臺灣手語辨識上之應用研究

在臺灣手語辨識,先前研究所使用的監督式學習需要大量標記樣本而限制可辨識詞彙量。為此,本研究借鑒自然語言處理領域中BERT 的遮罩想法,將未標記手語影片隨機遮蓋部分幀數,並讓模型學習預測被遮蓋的幀數以學習臺灣手語的特徵,並透過遷移學習來訓練辨識模型,此作法可克服現有臺灣手語資料缺少的問題。經過實驗,本研究訓練之詞彙辨識模型達成了242 個詞彙量,94.8%的準確率。 此外,先前研究皆未在手語句子翻譯上有成果。因此本研究基於預訓練模型,整合設計手語翻譯的系統,實驗中,系統在100 個句子的翻譯表現達到88%的準,且BLEU-4 分數取得20.98,證明自監督學習的方式在手語辨識、翻譯上是有效的。並展現出樣本需求少與辨識詞彙量可輕易擴大的潛力。

Flavored Nanofiber Strips Loaded with Amoxicillin as an Alternative Method for Treating Bacterial Infections in Children

Semisynthetic penicillin, Amoxicillin, is a broad-spectrum antibiotic that is widely used to treat bacterial infections in children suffering ear, nose, and throat infections, genitourinary tract infections, skin infections, and lower respiratory tract infections1. This antibiotic works against both gram-positive and gram-negative bacteria, such as Listeria monocytogenes, Haemophilus influenza, Streptococcus pneumonia , Streptococcus pyogene and Escherichia coli1,2. It shows antibacterial activity by inhibiting dd-transpeptidase, which maintains the integrity of the bacterial cell wall which results in bacterial cell death due to a fragile cell wall3. Nonadherence to medication was associated with 50% of drug-related hospitalizations in children4. In order to improve adherence and influence clinical outcome, it is important to acknowledge the importance of drug palatability to children4–6. The currently available liquid suspension form of this antibiotic is administered to patients through oral/GI routes. It is also available in capsules or tablets for adults7–9. In the gastrointestinal tract, the drug has to withstand variable pH conditions and enzymatic degradation , mucus and mucosal barriers to survive resulting in limiting drug bioavailability10,11. In addition to conventional drug delivery formulations, nanofibers can be used to deliver drugs orally, topically, and through buccal or transdermal routes12. Drug-loaded nanofibers offer many advantages as a delivery system, including their porous structure and their efficient delivery of various drugs and bioactive molecules including hydrophobic and hydrophilic drugs12–14. Considering that amoxicillin palatability can affect children patients’ compliance and due to the advantages of both nanofiber drug delivery system and drug delivery through buccal routes, hence, this project aims to prepare flavored electrospun nanofibers loaded with amoxicillin to mask the unpleasant taste of the drug for treating children with bacterial infection. Nanofibers loaded with amoxicillin can be applied between the child's gum and cheek, allowing the fibers to dissolve in mucus and penetrate directly into the bloodstream.

Fabrication of Tandem Dye-Sensitized Solar Cells to Enhance Photovoltaic Performance

Energy has had an enormous impact on the development of technology and is a main factor in humans’ advancement towards an evolved society. Nevertheless, nonrenewable energy resources – which are the most effective in everyday application - have led to changes in the climate, environment, human health, and the world in general [1], which has encouraged researchers to switch to the use of renewable energy sources. Solar Cells are one of the most effective resources that rely on renewable energy. They come in a variety of types, operation methods, and efficiency as shown in Figure 1, including Dye-Sensitized Solar Cells (DSSC), which, inspired by photosynthesis in plants, uses photo-sensitive dye to capture sunlight and generate electricity. DSSCs were proved to have generated a great deal of interest and are one of the most promising solar cells among third-generation PV technologies, due to their low cost, simple preparation, good performance, and environmental friendliness compared to conventional photovoltaic devices [3]. However, their efficiency is quite insufficient for everyday use. Previous studies proved that Tandem DSSCs – which are two dye-sensitized cells stacked on top of each other – are able to enhance cell performance. The light absorption range of a tandem cell is increased because the bottom cell behind the top one absorbs and uses the incident light that was not absorbed by it [4]. It operates as shown in Figure 2, where the light photons excite the electrons of the dye molecules. The electrons are then transported to the FTO (conductive glass) by the semiconductor, which is used in the figure as TiO2 nanoparticles. The electrons pass through the circuit to perform the work, then move to the counter electrode (shown as Platinum). They are then transported by the electrolyte (I-/I3-) back to the dye molecules, and the process is repeated.

柔性明膠電阻式記憶體元件在彎曲下的效能之研究 Study on the Performance of Flexible Gelatin Based Resistive Random Access Memory Devices Under Bending Conditions

本研究使用柔性PET基板,並將Al2O3沉積於明膠上作為介電層,製作電阻式記憶體-Al/gelatin/ITO-PET元件(AGI柔性元件),期望提升基板的可撓性,同時維持元件的基本運作模式。為檢測元件性能,本研究分別在平面及彎曲狀態下測量其電性。透過施加循環電壓於AGI元件,測繪其電流變化圖,並分析元件不同操作狀態下(平面、固定彎曲、動態彎曲)的電性穩定度。研究結果顯示,AGI柔性元件在每次循環間電流變化小,且在不同半徑的 動態彎曲測試中,電流-電壓(I-V)疊合圖的開關比均呈現穩定。綜上所述,AGI柔性元件在兩種彎曲狀態下能夠展現低切換電壓與穩定的開關性能,加上明膠的生物相容性和優異性能,表現出其在穿戴式記憶裝置的發展潛力。

應用多任務學習神經網路建構可識譜六孔竹笛機器人

本研究目標在建構可以識譜及吹奏中國笛的吹笛機器人。中國笛演奏必須協調吹法及指法;藉由控制吹氣流速、吹嘴角度及六指按壓音孔的變化來控制音高以完美地吹奏樂曲,是一項複雜的演奏技術。機器人以模擬吹笛口型的吹嘴,搭配兩個風箱往復送氣到一個壓力調節風箱送氣,以微控制板控制六個機械手指來蓋放完成演奏,為在音尾可確實止氣,設計一個風門,利用風門開闔也可模仿吐音技巧讓笛聲明確發音。辨識樂譜方面收集樂譜樣本,樣本分成譜線、音符、節奏三套,透過多任務學習MTL的深度學習架構進行訓練,建構可以辨識五線四間上下三線及全音符到16分音符及休止符的樂譜辨識模型。經測試若樂譜在符合音域範圍內,可以完整的辨識,轉換成音符資料傳送給吹笛機器人吹奏。

Wrong seating around the table

本研究探討在一場圓桌會議中,n人逐一亂序入場找尋各自對應的名牌編號(1~n號)入座,其中1號第一個入場並坐到了k號位,此後入場的人們若發現與自己編號相同的位置是空的,就直接入座;若與自己編號相同的位置被占走了,就以逆時針方向尋找空位入座。在上述的規則下,若共有n 人,且 1 號坐到 k號位的情況,給予與問題相關統計量的組合證明。後續本研究將規則改為1 ~ p號 按照順序進場且皆想坐到 k 號位的前提下,探討了坐錯的人們是怎麼樣的循環和坐錯人數的次數分佈。並多數的研究結果皆與 stirling numbers of the first kind 有相關。 本研究還 探討了共有 n 人,且 1 號坐到 k號位的情況下, 坐錯人數的標準差函數的遞增情況 與對數函數完全曲線相關。

利用 Verapamil 引發斑馬魚胚胎心衰竭模式並探討臨床心衰竭用藥 Dapagliflozin 和 Valsartan 之成效與機制

本研究利用 Verapamil 誘導斑馬魚胚胎心衰竭模式,並探討 Dapagliflozin 對斑馬魚胚胎表皮離子細胞的調控機制,以加深對 SGLT2 inhibitors 機制的了解。受精後第四天的斑馬魚在暴露於Verapamil 24小時後,除了抑制卵黃囊吸收以及造成心包膜水腫以外,對心臟整體功能(HR, EDV,ESV, SV, EF, CO)具負面影響。以粒線體染劑標記離子細胞,發現Verapamil使其密度上升,使用掃描式電子顯微鏡觀察,則可看到離子細胞頂端開口有明顯的萎縮,影響到正常功能。以抗體標記染色的方式檢測不同離子細胞亞型,顯示 Dapagliflozin 使富含 Na⁺-K⁺ ATPase 的 HR 細胞和富含 H⁺-ATPase 的 NaR 細胞密度上升。同時,心臟功能診斷標誌物的 mRNA 水平(naap, nppb,gata4, vmhc)暴露於Verapamil後上升,促進離子細胞代償性上調。

ZIFs與釩氧化物作為鋅電池陰極材料之應用與性能研究

本研究旨在優化鋅離子電池陰極材料的性能,選用沸石咪唑酯骨架材料(ZIFs)與釩氧化物(V6O13)進行複合材料的合成與應用。隨著鋰電池成本的上升,鋅離子電池因其安全性與成本效益逐漸受到重視。ZIFs 具有高比表面積及良好的離子導電性,而V6O13則因多價態和優良導電性而成為潛力材料。通過結合這兩種材料,我們開發了具有多孔結構和優異穩定性的複合陰極材料,再使用 PXRD、SEM 及 EDX 對材料進行結構表徵,並使用此新材料製作鋅離子電池進行電化學性能測試。結果顯示,熱裂解後的 PY-VxOy@ZIF-Zn/Co具有最佳的克容量及穩定性,且在500次循環後保持良好的穩定性。本研究展示了ZIFs和V6O13結合在鋅離子電池中的應用潛力,為低成本、高效能的儲能解決方案提供了新的方向。

EIBraille: An Electromagnetic Field-Powered Braille Training Device with Development of Printed Circuits and Algorithms for Visually Impaired Individuals

Visual impairment ranks among the top three disabilities globally, with affected individuals projected to increase from 39 million in 2015 to 115 million by 2050. Despite this growing prevalence, over 95% of visually impaired individuals face difficulties in learning Braille (AFB, 2022). In Thailand, the issue is compounded by limited resources, with only 48 schools for the blind serving 6.5% of visually impaired children, alongside a shortage of trained teachers and prohibitively expensive Braille displays. To address these challenges, the EIBraille Box was developed as a cost-effective and accessible tool enabling visually impaired individuals to practice Braille independently. The device utilizes electromagnetic field generation based on Lenz's Law and electromagnetic induction, employing copper coils and varying currents to drive a Braille dot display mechanism controlled by a microcontroller. Results show the device achieves an average display rate of 30–120 milliseconds per cell and a Braille dot-changing frequency of 3–20 cycles per second. The production cost is reduced from 11,660 USD to 87 USD—over 130 times more affordable—while maintaining performance comparable to traditional mechanisms. Additionally, the device integrates with a web application aligned with the Ministry of Education's curriculum to enhance learning. The EIBraille Box is planned for deployment across 48 schools affiliated with the Northern School for the Blind. Plans include extending access to individuals unable to attend schools via alternative distribution channels. This project stores high capacity to achieve global reach by partnering with the World Blind Union, extending its services to rural areas and ensuring access for underprivileged communities. This effort seeks to promote literacy among the blind on a worldwide scale. This innovation strives to enhance equity for the visually impaired by enabling blind individuals to participate in inclusive educational environments alongside their peers. It aims to eradicate the challenges of illiteracy and ensure equitable access to quality education.

旋轉鏈條張力分析及擾動波速研究

此實驗在研究一條環狀鏈條被吊起並開始旋轉時,在不同轉速下敲擊後所產生擾動波的現象。其中主要分析鏈條上波速和鏈條旋轉速度之間的關係。首先我們利用雷射切割機自製轉盤,並觀察到旋轉鏈條在不同轉速、敲擊不同位置時,在鏈條上所產生的波。我們接著用手機拍下此現象並用Tracker標記波的位置變化,放入Excel用回歸分析作圖之後,推測波速和鏈條轉速之間的關係。我們接著研究金屬鏈條碰觸地面受到摩擦力作用產生的週期性振盪,我們提出理論模型並估算週期,計算的結果與實驗數據吻合。最後研究旋轉鏈條被挑出圓盤後在地面移動的情形,分析移動距離、移動時間與轉速之間的關係。