{"id":7283,"date":"2024-08-06T19:18:10","date_gmt":"2024-08-06T19:18:10","guid":{"rendered":"https:\/\/longchangextracts.com\/?p=7283"},"modified":"2024-08-06T19:18:10","modified_gmt":"2024-08-06T19:18:10","slug":"big-data-and-pattern-recognition-technology","status":"publish","type":"post","link":"https:\/\/longchangextracts.com\/tr\/big-data-and-pattern-recognition-technology\/","title":{"rendered":"B\u00fcy\u00fck Veri ve \u00d6r\u00fcnt\u00fc Tan\u0131ma Teknolojisine Dayal\u0131 Geleneksel \u00c7in T\u0131bb\u0131 Kalitesinin H\u0131zl\u0131 De\u011ferlendirilmesi \u00dczerine Ara\u015ft\u0131rma"},"content":{"rendered":"

B\u00fcy\u00fck Veri ve \u00d6r\u00fcnt\u00fc Tan\u0131ma Teknolojisine Dayal\u0131 Geleneksel \u00c7in T\u0131bb\u0131 Kalitesinin H\u0131zl\u0131 De\u011ferlendirilmesi \u00dczerine Ara\u015ft\u0131rma
\nGeleneksel \u00c7in t\u0131bb\u0131, geleneksel \u00c7in t\u0131bb\u0131 sa\u011fl\u0131k end\u00fcstrisinin temel dayana\u011f\u0131d\u0131r ve geleneksel \u00c7in t\u0131bb\u0131n\u0131n kalitesi sa\u011fl\u0131k end\u00fcstrisinin geli\u015fimiyle ilgilidir. Halihaz\u0131rda, geleneksel \u00c7in t\u0131bb\u0131n\u0131n kalitesiyle ilgili geni\u015f bir \u00e7e\u015fitlilik, b\u00fcy\u00fck farkl\u0131l\u0131klar, uzun izlenebilirlik s\u00fcreci, hantal test g\u00f6stergeleri ve bilimsel de\u011ferlendirme y\u00f6ntemlerinin eksikli\u011fi gibi sorunlar bulunmaktad\u0131r. Buna ek olarak, geleneksel \u00c7in t\u0131bb\u0131n\u0131n kalite denetimi s\u00fcrecinde \u00fcretilen ve biriktirilen b\u00fcy\u00fck miktarda ham veri, verilerden herhangi bir model bulamam\u0131\u015ft\u0131r ve etkin kullan\u0131m oran\u0131 d\u00fc\u015f\u00fckt\u00fcr, bu da zengin veri ve zay\u0131f bilgi sorunlar\u0131na neden olmaktad\u0131r. Devlet Konseyi taraf\u0131ndan 2015 y\u0131l\u0131nda yay\u0131nlanan B\u00fcy\u00fck Verinin Geli\u015fimini Destekleme Eylem Plan\u0131'n\u0131n te\u015fvikiyle, geleneksel \u00c7in t\u0131bb\u0131 end\u00fcstrisinin bilimsel denetiminde b\u00fcy\u00fck veri entegrasyonu, bulut bili\u015fim ve blok zinciri gibi modern bilgi teknolojilerinin uygulanmas\u0131 gelecekte ka\u00e7\u0131n\u0131lmaz bir geli\u015fme trendi haline gelmi\u015ftir. Geleneksel \u00c7in t\u0131bb\u0131 end\u00fcstrisinin b\u00fcy\u00fck verilerindeki gizli kal\u0131plar ve kurallar genellikle deneyim veya sezgi yoluyla ke\u015ffedilemez. B\u00fcy\u00fcme ortam\u0131, ekim ve i\u015fleme, i\u015fleme, kimyasal bile\u015fim geli\u015fimi ve t\u0131bbi malzemelerin geleneksel kalite kontrol\u00fc gibi d\u00fc\u015f\u00fck kaliteli ve par\u00e7al\u0131 verileri y\u00fcksek kaliteli ve y\u00fcksek de\u011ferli yo\u011funluklu bilgilere d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in b\u00fcy\u00fck veri analizinin d\u00fc\u015f\u00fcnce ve y\u00f6ntemlerinden yararlanmak gerekir. Ard\u0131ndan, veri madencili\u011fi, makine \u00f6\u011frenimi, yapay zeka ve di\u011fer bilgi i\u015flem y\u00f6ntemlerinin yard\u0131m\u0131yla, geleneksel \u00c7in t\u0131bb\u0131n\u0131n profesyonel bilgisi ve yarg\u0131s\u0131 ile birlikte, varl\u0131k ili\u015fkilerini \u015feffaf hale getirmek ve geleneksel \u00c7in t\u0131bb\u0131n\u0131n kalitesinin bilimsel denetimi i\u00e7in \u00f6nemli bir temel sa\u011flamak i\u00e7in uygulama ile ilgili matematiksel modeller olu\u015fturulabilir.<\/p>\n

Kemometrinin h\u0131zla geli\u015fmesi ve uygulanmas\u0131yla birlikte, g\u0131da ve ila\u00e7 g\u00fcvenli\u011fi testleri i\u00e7in ara\u00e7lar ve teknolojiler h\u0131zla geli\u015ftirilmi\u015ftir. Tespit y\u00f6ntemleri de ilk fiziksel ve kimyasal, mikroskobik, kromatografik ve k\u00fctle spektrometresi (MS) teknolojilerinden temass\u0131z yak\u0131n k\u0131z\u0131l\u00f6tesi spektroskopi (NIRS), Raman spektroskopisi (RS), terahertz (THz) ve hiperspektral g\u00f6r\u00fcnt\u00fcleme (HI) teknolojilerine do\u011fru evrilmi\u015ftir. Bunlar aras\u0131nda, nitel ve nicel analiz i\u00e7in test edilen maddenin yak\u0131n k\u0131z\u0131l\u00f6tesi spektrumunda X-H (X=C, N, O) gruplar\u0131n\u0131 i\u00e7eren hidrojenin titre\u015fim ve rotasyonunun birle\u015fik frekans ve ikiye katlama bilgilerini toplayan NIRS son y\u0131llarda geli\u015ftirilmi\u015ftir. Tar\u0131m, petrol, kimya end\u00fcstrisi, t\u00fct\u00fcn ve g\u0131da alanlar\u0131nda yayg\u0131n olarak kullan\u0131lmaktad\u0131r ve ila\u00e7lar\u0131n h\u0131zl\u0131 kalitatif ve kantitatif tespiti ve analizi i\u00e7in b\u00fcy\u00fck potansiyele sahip ila\u00e7 ve ila\u00e7 d\u00fczenleme end\u00fcstrilerinde kademeli olarak uygulanmaktad\u0131r.
\nBupleurum chinense DC, Dar yaprakl\u0131 Bupleurum B. olarak da bilinir, Apiaceae familyas\u0131nda bir bitkidir Scorzonerifolium Willd. kurutulmu\u015f k\u00f6k\u00fc \u00c7in'de yayg\u0131n olarak kullan\u0131lan bir toplu \u015fifal\u0131 bitkidir. \u0130lk olarak \"Shennong Bencao Jing \"de kaydedilmi\u015ftir ve \u00fcst s\u0131n\u0131f bir bitki olarak s\u0131n\u0131fland\u0131r\u0131lm\u0131\u015ft\u0131r. Ate\u015fi d\u00fc\u015f\u00fcrme, karaci\u011feri yat\u0131\u015ft\u0131rma ve depresyonu hafifletme ve yang qi'yi te\u015fvik etme etkilerine sahiptir. \u0130lki yayg\u0131n olarak \"Beichaihu\" olarak bilinirken, ikincisi yayg\u0131n olarak \"Nanchaihu\" olarak bilinir. Kuzey Chaihu \u00e7o\u011funlukla Hebei Eyaleti, Heilongjiang Eyaleti, Liaoning Eyaleti vb. yerlerde \u00fcretilirken, G\u00fcney Chaihu \u00e7o\u011funlukla Liaoning Eyaleti, Jilin Eyaleti, \u0130\u00e7 Mo\u011folistan \u00d6zerk B\u00f6lgesi vb. yerlerde \u00fcretilir. Bupleurum chinense'nin orijinal bitki t\u00fcrlerinin karma\u015f\u0131kl\u0131\u011f\u0131 nedeniyle, bu cinste yakla\u015f\u0131k 100 biyolojik t\u00fcr bulunmaktad\u0131r. \u00c7in'de 36 biyolojik t\u00fcr, 17 \u00e7e\u015fit ve 7 form bulunmaktad\u0131r. Buna ek olarak, b\u00fcy\u00fcme ortam\u0131ndaki de\u011fi\u015fiklikler, \u00e7e\u015fitlilik, i\u015fleme ve t\u0131bbi olmayan k\u0131s\u0131mlar\u0131n tam olarak \u00e7\u0131kar\u0131lmamas\u0131 nedeniyle t\u0131bbi malzemelerin kalitesinde \u00f6nemli farkl\u0131l\u0131klar vard\u0131r. \u015eu anda, \u00c7in Farmakopesi'nin 2015 ve 2020 bask\u0131lar\u0131, Chaihu'nun kalite kontrol\u00fcnde \u00f6nemli bir rol oynayan Chaihu'daki nem, k\u00fcl, asitte \u00e7\u00f6z\u00fcnmeyen k\u00fcl, ekstrakt, saikosaponin a ve d i\u00e7eri\u011fini s\u0131n\u0131rland\u0131rm\u0131\u015ft\u0131r. Bununla birlikte, Q-marker \u00e7al\u0131\u015fmalar\u0131, Bupleurum chinense'deki u\u00e7ucu ya\u011f, ya\u011fl\u0131 ya\u011f, triterpenoid saponinler ve flavonoidlerin, ate\u015f d\u00fc\u015f\u00fcr\u00fcc\u00fc, yat\u0131\u015ft\u0131r\u0131c\u0131, analjezik, anti-enflamatuar ve \u00f6ks\u00fcr\u00fck bast\u0131r\u0131c\u0131 \u00f6zellikleri i\u00e7in ana aktif bile\u015fenler oldu\u011funu bulmu\u015ftur. \u015eu anda, Bupleurum chinense'nin kalite de\u011ferlendirmesinde birden fazla g\u00f6sterge bir arada bulunmas\u0131na ra\u011fmen, test g\u00f6stergeleri tektir ve limit \u00e7ok d\u00fc\u015f\u00fckt\u00fcr, bu da kalite de\u011ferlendirme ve derecelendirme ihtiya\u00e7lar\u0131n\u0131 kar\u015f\u0131layamaz. Buna ek olarak, d\u00fczenleyici s\u00fcre\u00e7 s\u0131ras\u0131nda b\u00fcy\u00fck miktarda par\u00e7alanm\u0131\u015f ham veri \u00fcretilmi\u015f ve biriktirilmi\u015ftir, bu veriler tam olarak kullan\u0131lmam\u0131\u015f ve sistematik entegrasyondan yoksundur. Bu nedenle, b\u00fcy\u00fck verinin arka plan\u0131na dayanan bu \u00e7al\u0131\u015fma, Bupleurum chinense'yi \u00f6rnek olarak almakta, \u00c7in Farmakopesi'nin 2015 bask\u0131s\u0131n\u0131 kullanarak merkezimiz taraf\u0131ndan test edilen 130 parti Bupleurum chinense t\u0131bbi malzemesinin \u00e7e\u015fitli test verilerini toplamakta ve Bupleurum chinense t\u0131bbi malzemelerinin \u00e7e\u015fitli test verileri \u00fczerinde \u00f6r\u00fcnt\u00fc tan\u0131ma ara\u015ft\u0131rmas\u0131 yapmak i\u00e7in NIRS analiz teknolojisi, kimyasal stokiyometri ve matematiksel modelleme y\u00f6ntemlerini kullanmaktad\u0131r. Bupleurum chinense t\u0131bbi malzemeleri i\u00e7in h\u0131zl\u0131 bir izlenebilirlik analiz modeli, i\u00e7erik tahmin modeli, kapsaml\u0131 de\u011ferlendirme ve derecelendirme veri taban\u0131 olu\u015fturuyor, Bupleurum chinense t\u0131bbi malzemelerinin kalitesini sistematik olarak de\u011ferlendiriyor ve \u00c7in t\u0131bbi malzeme kalitesinin bilimsel denetimi i\u00e7in yeni fikirler sunuyoruz.<\/p>\n

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\nAlmanya'n\u0131n \"End\u00fcstri 4.0 \"\u0131na at\u0131fta bulunarak, \u00c7in'in geleneksel \u00c7in t\u0131bb\u0131 end\u00fcstrisi \u015fu anda nispeten geride kalan End\u00fcstri 2.0 seviyesindedir. Sigma bo\u015flu\u011fu, \u00fcr\u00fcn performans\u0131 ile t\u00fcketici beklentileri aras\u0131ndaki bo\u015flu\u011fu ifade eder. Alt\u0131 Sigma y\u00f6netim y\u00f6nteminde (6 Sigma bir hedeftir), \u00c7in'in geleneksel \u00c7in t\u0131bb\u0131 end\u00fcstrisi \u015fu anda 2.0~3.0 Sigma seviyesindedir. Yukar\u0131daki bo\u015flu\u011fun nedeni, \u00fcr\u00fcnlerin izlenmesinin zor olmas\u0131, nihai \u00fcr\u00fcn testine \u00e7ok fazla ba\u011f\u0131ml\u0131 olmas\u0131 ve s\u00fcre\u00e7 anlay\u0131\u015f\u0131n\u0131n eksikli\u011fidir. 2018'den 2020'ye kadar, geleneksel \u00c7in t\u0131bb\u0131n\u0131n spot kontrol\u00fcn\u00fcn ba\u015far\u0131s\u0131zl\u0131k oran\u0131, geleneksel \u00c7in patentli ila\u00e7lar\u0131n ve basit preparatlar\u0131n ve kimyasal ila\u00e7lar\u0131nkinden \u00e7ok daha y\u00fcksektir. Geleneksel \u00c7in t\u0131bb\u0131 kaynatma par\u00e7alar\u0131n\u0131n kalitesi, geleneksel \u00c7in t\u0131bb\u0131n\u0131n klinik g\u00fcvenli\u011fi ve etkinli\u011fi i\u00e7in temel olu\u015fturur ve geleneksel \u00c7in t\u0131bb\u0131 sa\u011fl\u0131k end\u00fcstrisinin geli\u015fimi ile ilgilidir. Geleneksel \u00c7in t\u0131bb\u0131 denetiminin yeni y\u00f6ntemleri \u00fczerinde ara\u015ft\u0131rma yapmak ve geleneksel \u00c7in t\u0131bb\u0131 kalitesinin bilimsel denetimini sa\u011flamak \u00f6zellikle \u00f6nemlidir. Geleneksel \u00c7in t\u0131bb\u0131n\u0131n kalitesini etkileyen \u00e7e\u015fitlilik, habitat, hasat, i\u015fleme, depolama vb. gibi belirli bir karma\u015f\u0131kl\u0131k derecesine sahip bir\u00e7ok fakt\u00f6r vard\u0131r, ancak ka\u00e7\u0131n\u0131lmaz i\u00e7 ba\u011flant\u0131lar da vard\u0131r. Bilimsel denetime ula\u015fmak i\u00e7in disiplinler aras\u0131 teknolojiyi, bilgi bilimini ve b\u00fcy\u00fck veri bilimini entegre etmek gerekir. Son y\u0131llarda \u00c7in, geleneksel \u00c7in t\u0131bb\u0131n\u0131n kalite kontrol\u00fc konusunda pek \u00e7ok \u00e7al\u0131\u015fma yapm\u0131\u015ft\u0131r, ancak yine de giderek artan kalite kontrol gereksinimlerini kar\u015f\u0131layamamaktad\u0131r. Bununla ilgili olarak, baz\u0131 \u00e7al\u0131\u015fmalar geleneksel \u00c7in t\u0131bb\u0131 kalitesinin de\u011ferlendirilmesi i\u00e7in y\u00f6n sa\u011flayan geleneksel \u00c7in t\u0131bb\u0131 kalite belirte\u00e7leri (Q-markers) kavram\u0131n\u0131 \u00f6nermi\u015ftir. Bununla birlikte, geleneksel \u00c7in t\u0131bb\u0131 kalitesinin kapsaml\u0131 de\u011ferlendirmesi birden fazla Q-belirte\u00e7 i\u00e7erir ve farkl\u0131 Q-belirte\u00e7lerin geleneksel \u00c7in t\u0131bb\u0131n\u0131n kalitesine katk\u0131s\u0131 da farkl\u0131d\u0131r ve bilimsel kapsaml\u0131 bir de\u011ferlendirme y\u00f6nteminden yoksundur. Bu deney, \u00c7in Farmakopesi'nin mevcut de\u011ferlendirme sistemi ile birlikte geleneksel \u00c7in t\u0131bb\u0131 i\u00e7in kapsaml\u0131 de\u011ferlendirme endeksi Fq kavram\u0131n\u0131 \u00f6nermektedir. B\u00fcy\u00fck veri analizinin sonu\u00e7lar\u0131na dayanarak, her bir tespit endeksinin Rij verileri boyutsuzdur ve geleneksel \u00c7in t\u0131bb\u0131 kalite de\u011ferlendirme endeksinin a\u011f\u0131rl\u0131k katsay\u0131s\u0131 Wi'nin hesaplanmas\u0131n\u0131 optimize etmek i\u00e7in varyasyon katsay\u0131s\u0131 y\u00f6ntemi kullan\u0131l\u0131r, uzman a\u011f\u0131rl\u0131kland\u0131rmas\u0131n\u0131n \u00f6znel tercihinden ka\u00e7\u0131n\u0131l\u0131r ve geleneksel \u00c7in t\u0131bb\u0131 kalite de\u011ferlendirmesinde her bir endeksin g\u00f6receli \u00f6nemi objektif olarak yans\u0131t\u0131l\u0131r. Geleneksel \u00c7in t\u0131bb\u0131 kalitesinin kapsaml\u0131 bir \u015fekilde de\u011ferlendirilmesi ve derecelendirilmesi i\u00e7in uygun h\u0131zl\u0131 ve bilimsel bir de\u011ferlendirme y\u00f6ntemi olu\u015fturulmu\u015f ve geleneksel \u00c7in t\u0131bb\u0131 kalitesinin bilimsel denetimi i\u00e7in yeni bir yakla\u015f\u0131m sa\u011flanm\u0131\u015ft\u0131r.
\nBilimsel denetim, ila\u00e7 g\u00fcvenli\u011fi, etkinli\u011fi ve kalite kontrol edilebilirli\u011finin garantisidir. Geleneksel \u00c7in t\u0131bb\u0131 kalitesinin bilimsel denetimi yaln\u0131zca geleneksel deneyim, mevcut de\u011ferlendirme sistemleri ve ileri teknik y\u00f6ntemleri birle\u015ftirmekle kalmamal\u0131, ayn\u0131 zamanda modern bilgi teknolojisi ve istatistiksel y\u00f6ntemleri de kullanmal\u0131d\u0131r. B\u00fcy\u00fck verilerin \u00e7\u0131kar\u0131lmas\u0131 ve analiz edilmesiyle, geleneksel \u00c7in t\u0131bb\u0131 kalitesi i\u00e7in kapsaml\u0131 bir de\u011ferlendirme y\u00f6ntemi ve derecelendirme standartlar\u0131 olu\u015fturulmal\u0131d\u0131r. \u00d6r\u00fcnt\u00fc tan\u0131ma teknolojisi \"b\u00fct\u00fcnl\u00fck\" ve \"bulan\u0131kl\u0131k\" \u00f6zelliklerine sahiptir ve kapsaml\u0131 ve \u00f6l\u00e7\u00fclebilir bir tan\u0131mlama arac\u0131d\u0131r. \u015eu anda geleneksel \u00c7in t\u0131bb\u0131n\u0131n \u00f6zellikleriyle uyumludur ve geleneksel \u00c7in t\u0131bb\u0131n\u0131n orijinalli\u011fini iyi bir \u015fekilde yans\u0131tabilir. FQ, s\u00fcrekli b\u00fcy\u00fck veri birikimi ve Q-i\u015faretleyicilerinin tan\u0131t\u0131lmas\u0131yla yinelenmeye ve geli\u015fmeye devam edecek ve geleneksel \u00c7in t\u0131bb\u0131 kalitesinin bilimsel denetimine daha iyi uygulanabilecek geli\u015fmekte olan bir sistemdir.<\/p>","protected":false},"excerpt":{"rendered":"

B\u00fcy\u00fck Veri ve \u00d6r\u00fcnt\u00fc Tan\u0131ma Teknolojisine Dayal\u0131 Geleneksel \u00c7in T\u0131bb\u0131 Kalitesinin H\u0131zl\u0131 De\u011ferlendirilmesi \u00dczerine Ara\u015ft\u0131rma Geleneksel \u00c7in t\u0131bb\u0131, geleneksel \u00c7in t\u0131bb\u0131 sa\u011fl\u0131k end\u00fcstrisinin temel dayana\u011f\u0131d\u0131r ve geleneksel \u00c7in t\u0131bb\u0131n\u0131n kalitesi sa\u011fl\u0131k end\u00fcstrisinin geli\u015fimi ile ilgilidir. \u015eu anda, kalite ile ilgili hala sorunlar var [...]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"yoast_head":"\nResearch on Rapid Evaluation of Traditional Chinese Medicine Quality Based on Big Data and Pattern Recognition Technology - China Chemical Manufacturer<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/longchangextracts.com\/tr\/big-data-and-pattern-recognition-technology\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Research on Rapid Evaluation of Traditional Chinese Medicine Quality Based on Big Data and Pattern Recognition Technology - China Chemical Manufacturer\" \/>\n<meta property=\"og:description\" content=\"Research on Rapid Evaluation of Traditional Chinese Medicine Quality Based on Big Data and Pattern Recognition Technology Traditional Chinese medicine is the mainstay of the traditional Chinese medicine health industry, and the quality of traditional Chinese medicine is related to the development of the health industry. 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