K-nearest neighbor-based method and system to provide multi-variate analysis on tool process data

• 1. 确定聚合酶链式反应过程数据是否显示显著生长的方法以及进行所述方法的装置和PCR系统 [P] . 中国专利： CN101526476B . 2013.11.13
• 2. 基于广播电视网络系统的可对高频信号进行补偿的均衡器 [P] . 中国专利： CN104320603A . 2015-01-28
• 3. K-NEAREST NEIGHBOR-BASED METHOD AND SYSTEM TO PROVIDE MULTI-VARIATE ANALYSIS ON TOOL PROCESS DATA [P] . KR102236931B1 . 2021-04-05

  机译： 基于邻邻的邻居方法和系统，为刀具过程数据提供多变化分析

• 4. K-NEAREST NEIGHBOR-BASED METHOD AND SYSTEM TO PROVIDE MULTI-VARIATE ANALYSIS ON TOOL PROCESS DATA [P] . 欧洲知识产权局专利： EP3036655A4 . 2017-05-03

  机译： 基于K-NEAREST NEIGHBOR的工具过程数据多元分析方法和系统

• 5. K-NEAREST NEIGHBOR-BASED METHOD AND SYSTEM TO PROVIDE MULTI-VARIATE ANALYSIS ON TOOL PROCESS DATA [P] . 韩国专利： KR20160045866A . 2016-04-27

  机译： 基于K-NEAREST NEIGHBOR的工具过程数据多元分析方法和系统

• 1. Methods of Data Processing for Trace Elements Analysis Using Laser Induced Breakdown Spectroscopy [J] . WANG Rui, MA Xiaohong, YU Qi, 等离子体科学和技术（英文版） . 2015,第011期
• 2. Ultrasonic examination of LP steam turbine shrunk-on discs: method (designed through modelling), process and tools, data capture, analysis and post processing [J] . Dionisio Agostinho, Jean Michel Puybouffat International Journal of Microstructure and Materials Properties . 2014,第3a4a5期
• 3. The application of modern process-data captures systems as an efficient tool for the control, gathering and analysis of foundry-specific data [J] . Ronald Schneider, Matthias Kuhne, Michael Coldltz, Casting Plant and Technology International . 2003,第3期
• 4. Second-order calibration method applied to process three-way excitation-emission-kinetic fluorescence data: A novel tool for real-time quantitative analysis of the lactone hydrolysis of irinotecan in human plasma [J] . Yin Xiao-Li, Wu Hai-Long, Gu Hui-Wen, Chemometrics and Intelligent Laboratory Systems . 2015,第Null期
• 5. Analysis of Methods for Planning Data Processing Tasks in Distributed Systems for the Remote Access to Information Resources : Topic: Communication and control systems and networks [C] . Oksana Nass, Gaukhar Kamalova, Rauan Shotkin, International Conference on Information and Digital Technologies . 2021
• 6. Mathematical modeling and identification of dynamic characteristics of machine tool structures and the cutting process by data dependent systems methodology. [D] . Okafor, Anthony Chukwujekwu. 1986
• 7. Research into a Multi-Variate Surveillance Data Fusion Processing Algorithm [O] . Yi Mao, Yi Yang, Yuxin Hu 2019
• 8. ABSTRACT Various body parts or organs can be analysed to identify the different diseases in the human body. Fingernail analysis is one of the ways to identify disease in the human body. Nails are the body part which are farthest from the heart and therefore receive oxygen at last. As a result the nails are the first who show the symptoms of a disease in the human body. Fingernails can be easily captured for diagnosis and there are no heavy equipment or no specific conditions required to use nail image for disease diagnosis, like in other tests and scanning processes. Human nails deliver beneficial information about complaints or any nutritive imbalances in the human body depending upon their shape, texture and colour. In human beings, numerous systemic and skin diseases can be easily analyzed through careful examination of nails of both the limbs. A lot of nail illnesses have been found to be primary signs of numerous underlying systemic illnesses. The colour, texture or shape changes in nails are signs of many diseases mainly affecting nails. Considering all these properties of nails a system is proposed that uses digital image processing (DIP) methods for identifying such changes in the human nail to get more precise results and predict numerous diseases effortlessly. With the emerging Internet of Things (IOT) concept the generated report is made available remotely, this will help users to reduce transportation efforts. As the system has to deal with large and private data, the security of data must be ensured. To keep the data confidential, the Blockchain concept which is one of the most emerging concepts in the field of data management is used. The paper contains the implementation of the digital image processing for feature extraction of nail images, usage of IOT (ThingSpeak cloud) for data storage and implementation of Blockchain to keep the system secured and theft free. KEY WORDS: Int ernet of thin gs (IOT), Image proc essin g, Thin gSpeak, RG B vavalues, Mean pi xel vavalues, Bloc kchain , Hash key. Disease Diagnostic System: Abnormalities in Human Nail [O] . Pranav S. Wazarkar 2020

• 1. BACKGROUND： Vibrio vulnifi cus inside the body could activate the NF-!B signaling pathwayand initiate the inflammatory cascade. The lung is one of the earliest organs affected by sepsisassociated with acute lung injury. High mobility group protein B1 （HMGB1） is an important late-actingpro-infl ammatory cytokine involving in the pathophysiology of sepsis. It is also involved in the injuryprocess in the lung, liver and intestine. There has been no report on the involvement of HMGB1 inVibrio vulnifi cus sepsis-induced lung injury.METHODS： Sixty rats were randomly divided into a normal control group （group A, n=10） anda Vibrio vulnificus sepsis group （group B, n=50）. Sepsis was induced in the rats by subcutaneousinjection of Vibrio vulnificus （concentration 6×108 cfu/mL, volume 0.1 mL/100g）） into the left lowerlimbs. The rats in group B were sacrifi ced separately 1, 6, 12, 24, and 48 hours after the infection.Their lungs were stored as specimens, lung water content was measured, and lung pathology wasobserved under a light microscope. The expressions of the HMGB1 gene and protein in the lungswere detected by RT-PCR and Western blot. Data were analyzed with one-way analysis of variance（ANOVA） and the LSD method for pair-wise comparison between the two groups. P〈0.05 wasconsidered statistically signifi cant.RESULTS： Compared to group A （0.652±0.177）, HMGB1 mRNA expression in the lungs ofgroup B was signifi cantly higher at 0 hour （1.161±0.358, P=0.013）, 24 hours （1.679±0.235, P=0.000）,and 48 hours （1.258±0.274, P=0.004） （P〈0.05）, and peaked at 24 hours. Compared to group A（0.594±0.190）, HMGB1 protein expression at 6 hours （1.408±0.567, P=0.026） after infection wassignificantly increased （P〈0. 05）, and peaked at 24 hours （2.415±1.064, P=0.000） after infection.Compared to group A （0.699±0.054）, lung water content was significantly increased at 6 hours（0.759±0.030, P=0.001）,12 hours （0.767±0.023, P=0.000）, 24 hours （0.771±0.043, P=0.000） and 48hours （0.789±0.137, P=0.000） after infection （P〈0.05）. Compared to group A, pathological changesat 12 hours in group B indicate marked pulmonary vascular congestion, interstitial edema andinfl ammatory infi ltration. Alveolar cavity collapse and boundaries of the alveolar septum could not beclearly identifi ed.CONCLUSION： Vibrio vulnifi cus sepsis can lead to injury in rat lungs, and increased HMGB1expression in lung tissue may be one of the mechanisms for injury from Vibrio vulnifi cus sepsis. [J] . Qiao-meng Qiu ,Zhong-wang Li ,Lu-ming Tang . 世界急诊医学杂志(英文) . 2011,第4期
• 2. Analysis of the Reliability Model of the Tool Magazine Subsystem in the Processing Center [J] . Tuo Liu . 电子研究与应用 . 2021,第001期
• 3. Matching Accuracy Analysis of Fingerprint Templates Generated by Data Processing Method Using the Fractional Fourier Transform [J] . Reiko Iwai ,Hiroyuki Yoshimura . 通讯、网络与系统学国际期刊（英文） . 2011,第1期
• 4. DATA PROCESSING OF UNIVERSAL QUANTITATIVE METHOD IN STANDARDLESS X-RAY PHASE ANALYSIS [J] . LIN Shuzhi ,ZHANG Xizhang ,WANG Wenzhong Institute of Metal Reaserch Academia Sinica Shenyang China . 金属学报：英文版 . 1989,第11期
• 5. FMS中基于多层神经元网络诊断刀具状态的方法与系统 [C] . 李晓谦 . 第二届中国计算机集成制造系统(CIMS)学术会议 . 1992
• 6. 基于切削功率的数控批量加工刀具磨损在线监测方法及系统 [A] . 万腾 . 2018