MatchaDB

Research

The Global Matcha Research Library

641 papers, trials, theses and preprints that study matcha, gathered from PubMed, OpenAlex and Europe PMC, tagged by study type and topic, and linked back to every source. We keep abstracts and citations; the full text stays with its publisher.

Tip: use "quotes" for an exact phrase, OR between alternatives, and a minus to leave a word out, for example fluoride OR pesticide. Related words are matched too, so “EGCG” also finds “epigallocatechin.”

11 studies match for “Learning”

2026Journal articleFree to read

Multimodal Sensor Fusion for Non-Destructive Tea Quality Evaluation: Deep Learning-Enabled Methods, Applications, and Challenges.

Hu X, Zhang M, Yang B, et al. — Foods (Basel, Switzerland)

… review summarizes recent advances in multimodal sensing integrated with deep learning for tea quality evaluation, with emphasis on sensor complementarity, data-fusion strategies, representative applications, and deployment-related …

ReviewProcessing, milling and qualityAuthenticity and analytical methodsMetabolism and weightCited 6×
2025Journal articleFree to read

Detection and classification of microplastics in green tea using SERS with gold nanoparticle substrates integrating chemometrics and deep learning.

Joshi R, Adhikari S, Lee D, et al. — Current research in food science

… Discriminant Analysis (PLS-DA) and Support Vector Machine (SVM)—with a deep learning approach namely one-dimensional convolutional neural network (1D-CNN). Using optimized preprocessing, PLS-DA achieved perfect classification accuracy …

Chemical / analyticalSafety, contaminants and toxicityProcessing, milling and qualityAuthenticity and analytical methodsCited 11×
2022Journal articleFree to read

The Effects of Matcha and Decaffeinated Matcha on Learning, Memory and Proteomics of Hippocampus in Senescence-Accelerated (SAMP8) Mice.

Igarashi K, Takagi M, Fukushima Y — Nutrients

Although the benefits of the consumption of green tea and its components, including catechins and theanine, regarding aging, memory impairment and age-related cognitive decline have been investigated in senescence-accelerated prone mice…

Animal studyCognition, mood and stressMetabolism and weightAntioxidants and polyphenolsCited 10×
2026Journal articleFree to read

Identification of the Geographical Origins of Matcha Using Three Spectroscopic Methods and Machine Learning

Meryem Taskaya, Rikuto Akiyama, Mai Kanetsuna, et al. — AgriEngineering

… Fourier transform infrared (FT-IR) spectroscopy, were combined with machine learning algorithms to accurately identify the origin of Japanese matcha. FF data were analyzed using convolutional neural networks (CNNs), whereas NIR and …

Randomized controlled trialAntioxidants and polyphenolsL-theanine and caffeineAuthenticity and analytical methodsCited 3×
2024Journal article

Comprehensive assessment of matcha qualities and visualization of constituents using hyperspectral imaging technology.

Hu Y, Yu H, Song X, et al. — Food research international (Ottawa, Ont.)

… In this study, hyperspectral imaging technology (HSI) combined with machine learning methods enabled the first visual in situ assessment of matcha quality. The physicochemical contents of matcha were determined chemically. Qualitative …

Randomized controlled trialAntioxidants and polyphenolsL-theanine and caffeineProcessing, milling and qualityCited 17×
2021Journal articleFree to read

Powdered Green Tea (Matcha) Attenuates the Cognitive Dysfunction via the Regulation of Systemic Inflammation in Chronic PM2.5-Exposed BALB/c Mice.

Kim JM, Kang JY, Park SK, et al. — Antioxidants (Basel, Switzerland)

… (PM)2.5-induced systemic inflammation in BALB/c mice. EM ameliorated spatial learning and memory function, short-term memory function, and long-term learning and memory function in PM2.5-induced mice. EM protected against antioxidant …

Animal studyCognition, mood and stressAntioxidants and polyphenolsCancerCited 34×
2026Journal articleFree to read

Sip and Strum: Matcha Intake and a Practice-Reduction Reinforcement Contingency in Beginner Ukulele Skill Acquisition

Joycelyn Ann Faith S. Culajara, Felisse Marianne Z. San Juan — International Journal of Behavioral and Social Analytics

… sessions, followed by retention assessments conducted 24–48 hours after learning. Musical performance was evaluated using accuracy, tempo maintenance, criterion attainment, correct chord progressions, and retention scores. …

Other / not statedL-theanine and caffeine
2019Journal articleFree to read

Influence of continued ingestion of matcha on emotional behaviors after social stress in mice.

Monobe M, Nomura S, Ema K, et al. — Bioscience, biotechnology, and biochemistry

Matcha has high contents of theanine, caffeine, and epigallocatechin gallate (EGCG). Among these, theanine reduces psychological and physiological stress responses, although this effect is disturbed by caffeine and EGCG. It was reported…

Animal studyCognition, mood and stressAntioxidants and polyphenolsL-theanine and caffeineCited 22×
2025Journal article

Pengembangan media pembelajaran S-Matcha terintegrasi keislaman untuk meningkatkan literasi matematis siswa

Yasmine Az Zahra Awwalina Pramono, Avida Faustina Harithiya, Febri Lailatul Chusna, et al. — Research Repository Universitas Islam Negeri Maulana Malik Ibrahim (University of Southampton)

Rendahnya literasi matematis siswa, terutama dalam materi statistika, menjadi tantangan dalam pembelajaran matematika. Penelitian ini bertujuan mengembangkan media pembelajaran interaktif berbasis gamifikasi, S-MATCHA (Statistic from…

Other / not stated
2024Journal articleFree to read

Detection of the Pigment Distribution of Stacked Matcha During Processing Based on Hyperspectral Imaging Technology

Qinghai He, Zhiyuan Liu, Xiaoli Li, et al. — Agriculture

… the use of hyperspectral imaging technology (HSI), combined with machine learning algorithms, to detect chlorophyll a, chlorophyll b, and carotenoids in stacked matcha tea during processing. Firstly, a quantitative relationship …

Chemical / analyticalProcessing, milling and qualityAuthenticity and analytical methodsMetabolism and weightCited 4×
2013Journal article

Developing a System to Assess the Skills of Japanese Way of Tea by Analysing the Forming Sound

Eriko Aiba, Soutatsu Kanazawa, Tomoko Ota, et al. — Proceedings of the Human Factors and Ergonomics Society Annual Meeting

… tea. The purpose of this study is to develop a system to help beginners’ learning of otemae. As the first step, in this study, we investigated the sound generated by the expert when makeing the matcha tea, and the possibility of …

Sensory / consumerMarket, culture and sustainabilityAroma, flavor and sensoryCited 8×

How this library is built

Every record comes from three open scholarly indexes — PubMed, OpenAlex and Europe PMC — searched for the word “matcha.” Records are merged by DOI and PubMed ID so each study appears once. A paper is kept only if matcha appears in its title, abstract, author keywords or subject terms and the text is about tea or food, which filters out the surname Matcha, software called Matcha, and the Scandinavian verb “matcha” (to match).

Study type and topic tags are assigned automatically from each paper's own title, abstract and subject terms using fixed keyword rules — no guesses, and papers without an abstract are marked as unclassified. Automatic tagging is imperfect, so treat tags as a way to narrow a search, not as a verdict on a paper's quality. A study being listed here is not an endorsement of its findings.

Coverage: this is every indexed paper that names matcha, not every study of green tea or its compounds (those are far more numerous). Papers that mention matcha only in passing are hidden by default. Work that never uses the word “matcha,” and publications outside these indexes, are not included. The library was last rebuilt October 20, 2026.

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