APPARATUS AND METHOD FOR DATA ANALYSIS AND PROCESSING USING MAPREDUCE PARALLEL GENETIC ALGORITHM IN BIG DATA SYSTEM

• 1. 大数据存储系统中对数据文件进行关联存储的方法及系统 [P] . 中国专利： CN110515895A . 2019-11-29
• 2. 大数据系统中对用户身份进行多模式认证的方法、装置及相关产品 [P] . 中国专利： CN112714111A . 2021-04-27
• 3. APPARATUS AND METHOD FOR DATA ANALYSIS AND PROCESSING USING MAPREDUCE PARALLEL GENETIC ALGORITHM IN BIG DATA SYSTEM [P] . 韩国专利： KR101564008B1 . 2015-11-04

  机译： 大数据系统中使用映射还原并行遗传算法进行数据分析和处理的装置和方法

• 4. METHOD AND APPARATUS FOR PROCESSING ALGORITHM STEPS OF MULTIMEDIA DATA IN PARALLEL PROCESSING SYSTEMS [P] . 世界知识产权组织专利： WO2007082044A3 . 2008-04-17

  机译： 在并行处理系统中处理多媒体数据的算法步骤的方法和装置

• 5. METHOD AND APPARATUS FOR PROCESSING ALGORITHM STEPS OF MULTIMEDIA DATA IN PARALLEL PROCESSING SYSTEMS [P] . 欧洲知识产权局专利： EP1971958A2 . 2008-09-24

  机译： 在并行处理系统中处理多媒体数据的算法步骤的方法和装置

• 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. Research on K-medoids clustering algorithm based on data density and its parallel processing based on MapReduce [J] . Aiguo Liu, Shuli Zou, Taorong Qiu, Journal of Residuals Science & Technology . 2016,第7期
• 3. MapReduce-based Parallel Algorithms for Multidimensionnal Data Analysis [J] . Jie Pan, Frederic Magoules, Yann Le Biannic Journal of algorithms & computational technology . 2012,第2期
• 4. Parallel algorithms for selection query processing involving index in parallel database systems [J] . David Taniar, J Wenny Rahayu, Rebecca Boon-Noi Tan International Journal of Computer Systems Science & Engineering . 2004,第2期
• 5. Genetic Algorithm Based Parallel K-Means Data Clustering Algorithm Using MapReduce Programming Paradigm on Hadoop Environment (GAPKCA) [C] . Sayer Alshammari, Maslina Binti Zolkepli, Rusli Bin Abdullah International Conference on Soft Computing and Data Mining . 2020
• 6. Using Statistical Analysis to Improve Data Partitioning in Algorithms for Data Parallel Processing Implementation [D] . Hidalgo Murillo, Manuel E. 2016
• 7. Analysis of Parallel Algorithms on SMP Node and Cluster of Workstations Using Parallel Programming Models with New Tile-based Method for Large Biological Datasets [O] . D. D. Shrimankar, S. R. Sathe 2016
• 8. The Efficient Method of Parallel Genetic Algorithm using MapReduce of Big Data [O] . Sung-Sam Hong, Myung-Mook Han 2013
• 9. A dataflow analysis tool for parallel processing of algorithms [R] . Jones, Robert L., III 1993

• 1. Multi - weighted tree based query optimization method for parallel relational database systems [J] . LI Jian - zhong (College of Computer Science and Technology Heilongjiang University Harbin 150080 P.R. China ,College of computer Science and EngineeringHarbin Institute of Technology Harbin 150001 P.R. China) . 黑龙江大学自然科学学报 . 2001,第3期
• 2. 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
• 3. Polarimetric Meteorological Satellite Data Processing Software Classification Based on Principal Component Analysis and Improved K-Means Algorithm [J] . Manyun Lin ,Xiangang Zhao ,Cunqun Fan . 地球科学和环境保护期刊（英文） . 2017,第7期
• 4. 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
• 5. 评价改进太阳能资源评估的方法：合理使用当地气象站短期数据对长期卫星导出太阳能辐射时间序列数据进行校正 [C] . Christian A.Gueymard ,William T.Gustafson ,Gwendalyn Bender . 第12届中国光伏大会暨国际光伏展览会（CPVC12） . 2012
• 6. 目的论指导下的科技英汉翻译实践报告——以翻译《利用大数据进行机器学习：挑战和方法》（节选）为例 [A] . 魏仪星 . 2019