全國中小學科展

2025年

基於特徵解耦的視覺轉換器之指靜脈辨識模型

發展安全且可靠的身份辨識技術是當今的重要議題,而指靜脈因其高安全性及難以偽造特性成為我們的主題。本研究提出一種基於Transformer模型架構的指靜脈辨識模型稱為GLA-FD,旨在解決現有技術對指靜脈影像特徵表示與提取的局限性。透過開發特徵解耦與重建模組(FDRM),模型能夠有效區分指靜脈的背景資訊與紋理特徵,並將其重新組合以提升辨識準確度。此外,本研究開發的全域-局部注意力模組(GLAM)能同時捕捉影像的全域與局部特徵,進一步強化模型對指靜脈特徵的理解。GLA-FD在FV-USM、PLUSVein-FV3、MMCBNU-6000、UTFVP、NUPT-FPV 資料集中的正確辨識率(CIR)達到100%、98.47%、99.75%、96.11%、99.82%,展現卓越的穩定性與泛化能力。此外,本模型在處理不同年齡層、國籍與影像模糊度的資料下,仍能保持高辨識準確度,顯示其在需要高安全性辨識的應用場景中具備廣泛的實用性。

Revolutionizing Metabolic Health: The Therapeutic Potential of Next-Generation Probiotic Akkermansia Strains (Z62, IR119) for Metabolic Syndromes

The human gut microbiome is integral to digestion, overall health, and metabolic disorder imbalances. Recent advancements in fecal microbiota transplantation (FMT) have highlighted the therapeutic promise of restoring healthy gut microbiota in populations with high incidences of diseases. Focusing on fecal DNA samples from healthy Asian individuals, this study examines the potential of novel Akkermansia strains, specifically Akkermansia muciniphila (Z62) and Akkermansia massiliensis (IR119), as next-generation probiotics for mitigating metabolic syndrome. A key aspect of the study is the investigation of short-chain fatty acids (SCFAs), which are produced and play a crucial role in regulating metabolic processes. SCFAs such as butyrate, acetate, and propionate are essential for energy provision to colon cells and exerting anti-inflammatory effects. The methodology involves selecting two Akkermansia strains, analyzing them through 16S rRNA and WGS, evaluating their growth and survival rates under acidic and bile-salt conditions, alongside their cell adhesion capabilities. The study focuses on the production of key short-chain fatty acids (SCFAs) and tryptophan derivatives by bacteria in regulating metabolic processes, as well as their anti-inflammatory effects on colon cells. Through in vitro assays, both strains exhibited survival in acidic/bile-rich conditions, though Z62 demonstrated superior adhesion to Caco-2 cells, suggesting a higher colonization potential. Metabolomic analysis revealed both strains produce SCFAs, including propionic and acetic acids, and indole metabolites, such as indole-3-propionic acid and indole-3-acetic acid, which are known to influence lipid metabolism and insulin sensitivity. In adipocyte cell models, IR119 significantly reduced lipid accumulation, while Z62 increased lipid presence. Furthermore, IR119 reduced pro-inflammatory cytokine levels, including IL-6 and TNF-α, suggesting potential for inflammation mitigation. The future potential of IR119 as a therapeutic probiotic is extraordinary in addressing complex metabolic and inflammatory diseases, which open new avenues for managing chronic inflammatory conditions like type 2 diabetes and cardiovascular disease. Future clinical trials could refine IR119’s efficacy, positioning it as a leading probiotic in preventive and therapeutic contexts.

花容失色-鳳凰花的旗瓣為何會先凋零?

鳳凰木的花朵擁有五片花瓣,上方花瓣與其他紅色花瓣不同,是白色底紅色斑點,根據文獻,這片花瓣稱為旗瓣,功能是作為蜜標來吸引傳粉者。研究觀察發現鳳凰花的旗瓣會先捲曲凋零,和蜜標存在的功能互相矛盾,本組推論與環境、授粉有關連。經研究發現,旗瓣凋零與生長環境、花粉及花蜜是否被採集無關,與授粉方式有關。異株授粉導致旗瓣凋零的時間提前;同株異花授粉旗瓣凋零的時間與自然狀態相近;自花授粉、無授粉則導致旗瓣凋零的時間延後。異株授粉對鳳凰花而言是有效且成功的授粉,會導致旗瓣提早凋零,蜜標隱藏,提高其他尚未有效授粉花朵成功授粉的機會,並且產生成熟的種莢。無效的授粉會導致旗瓣凋零時間延後,藉此等待有效的授粉機會。

探討輪胎的摩擦係數與各物理量間的交互關係

本研究旨在探討單車輪胎摩擦係數與各物理量之間的交互關係。由於摩擦係數的公式在多年以來備受許多質疑,我們決定透過實驗深入探討影響摩擦係數的各種物理量(如:接觸面積、正向力…等)是否有實質關聯。研究方法採用實徵研究進行試驗,調整輪胎胎壓並測量各狀態下的摩擦力、正向力和接觸面積,對不同胎壓下的摩擦力變化量與胎溫上升量進行比較,藉此驗證摩擦係數與胎壓、接觸面積間的非線性關係,找出單車輪胎的摩擦圓(friction circle),並將實驗值與理論值進行一系列的比對。研究結果發現:隨著胎壓增加,輪胎的接觸面積減小,摩擦力會隨之減少,輪胎升溫量也著減少。此外,透過數值模擬和自製轉動儀器實驗分析並比較側向、切向摩擦力與摩擦係數的各項關聯性。總的來說,做好適當胎壓的調整對行駛的穩定和安全性具有直接影響,據此提供更多生活應用的良方。

開發影像辨識系統應用於離岸流偵測預警

離岸流是海灘安全的重大隱患,台灣有30處海岸經衛星拍攝到離岸流。其發生時間和地點不定,且會迅速將人帶離岸邊,最遠約100公尺。民眾常因掙扎而體力不支,導致溺斃。為減少此類事故,本研究開發了一套離岸流偵測預警系統,構建出準確度超過95%的辨識模型。 因台灣無離岸流圖庫,本研究除國外圖庫,也加入台灣GoOcean等平台的即時影像,以貼合台灣實際狀況。經影像前處理後,共約四萬張圖片和五十部影片用於訓練YOLO v8模型。當偵測到離岸流,即時透過Discord發送警報至救難中心。我們也加入人形辨識功能,若系統同時偵測到人與離岸流,則加強警戒等級,從而提升救援效率。 完成離岸流辨識系統後,我們著手開發預警功能。將辨識模型應用於各地監視器,蒐集更多離岸流資料,再先後使用YOLO v8和Transformer提取生成特徵,預測其發生,以達成預警的功能。

Automated Alternative Compression/Traction of Lower Extremities AACT as a Musculoskeletal Countermeasure to Mitigate Bone Loss and Muscle Atrophy in Microgravity

Space Medicine and relevant sciences are still considered a new era; the first humankind steps toward the space took place since less than 60 years. It has been noticed the adverse effects of microgravity on the human body in different aspects, our concern here is the musculoskeletal aspect. On the ground we didn’t notice how we can stand up, or how our muscles and bones of the lower limbs can keep us standing up right. This is by a complicated process including the bones, the equilibrium, and the anti-gravitational muscles of the lower limbs which occurred without thinking about it. The force of Earth gravity against our bones of the lower limbs makes them harder and makes the muscles stronger, because they are interfacing the earth gravitational force every moment we are standing up, as per Newton’s third law (for every action in nature there is an equal and opposite reaction), such forces are unavailable in space and its effect being obvious on arrival to earth after long stay space flights, so being unable to keep standing upright easily on their arrival. On return to earth the routine medical examinations revealed loss of astronaut muscle mass and bone density particularly of their lower extremities because they did not use them in space for a long time. Currently, astronauts on board of ISS (International Space Station) they accomplish daily tasks including resistive exercises ARED “Advanced Resistive Exercise Device” in form of treadmill, ergometer, and weightlifting machine, to decrease the loss of bone density and muscle mass of their lower limbs. Despite their discipline to those exercises they still lose 1-2% of the muscle mass and bone density that give importance to add some protective measures to keep their muscles and bones healthy. Through this article, the idea is to make a device such AACT (Automated Alternative Compression/Traction) to be applied daily to the astronauts lower limbs as part of their daily exercise during space flight to give push/traction forces to astronauts lower limbs to prevent or at least decrease such loss, by AACT we are mimicking the gravitational force of earth on astounds lower limbs during long space flights to let them be healthy till they come back.

探討可調式聲波梯度透鏡受高強度雷射光穿透後的熱效應

由於符合活體研究、解析度、穿透深度等需求,加上螢光技術,使光學方法成為追蹤單一腦神經工作情形較合適的方式。其中重要元件 TAGlens (可調式聲學梯度折射透鏡)的透鏡(目前 z 軸焦距變動最快的透鏡裝置),透過焦距快速變動達到快速掃描。不過 TAGlens 在高強度雷射穿透下,焦距變化範圍會產生改變,我們稱之 TAGlens 的熱效應。 本研究即研究 TAGlens 的熱效應,使用不同研究方法以量化並分析,其中利用體積影像中螢光球軌跡變化的方法,明顯呈現了 TAGlens 熱效應的變化,我們發現入射雷射功率越大,會使 TAGlens 的焦距平衡點越遠,焦距變化範圍越小。未來可望校正 TAGlens 因熱效應造成的數據誤差。

腔體共振與開孔氣流的探討

本研究探討聲音共振引起腔體開口處氣流噴出的現象。實驗通過揚聲器播放聲音,使固定的錐形瓶產生共振,並改變聲音頻率、聲音強度及腔體參數(體積、瓶口截面積、瓶頸長度)分析氣流的形成原理與機制。腔體非共振情況下,腔體內外氣壓的振幅差較小,且存在相位差,此時開口處並未測得氣流;而在共振時,腔體內氣壓振幅顯著增加,導致開口處出現氣流且流速達到峰值。而流速峰值頻率與腔體幾何參數的關係符合修正後的亥姆霍茲共振公式,其中瓶頸有效長度應為L+1.45D。此外,氣流形態受衝程比L/D影響,當衝程比小於0.1時,氣體噴出後容易被重新吸回腔體,無法形成噴流;而衝程比大於0.4時,噴出氣流形成穩定的不連續渦流環,即合成噴流;在0.1至0.4之間時,氣流形態處於過渡狀態。本研究為聲能轉動能方面提供新的研究途徑,並有進階研究的可能性。

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。

探討可調式聲波梯度透鏡受高強度雷射光穿透後的熱效應

由於符合活體研究、解析度、穿透深度等需求,加上螢光技術,使光學方法成為追蹤單一腦神經工作情形較合適的方式。其中重要元件 TAGlens (可調式聲學梯度折射透鏡)的透鏡(目前 z 軸焦距變動最快的透鏡裝置),透過焦距快速變動達到快速掃描。不過 TAGlens 在高強度雷射穿透下,焦距變化範圍會產生改變,我們稱之 TAGlens 的熱效應。 本研究即研究 TAGlens 的熱效應,使用不同研究方法以量化並分析,其中利用體積影像中螢光球軌跡變化的方法,明顯呈現了 TAGlens 熱效應的變化,我們發現入射雷射功率越大,會使 TAGlens 的焦距平衡點越遠,焦距變化範圍越小。未來可望校正 TAGlens 因熱效應造成的數據誤差。