Earthquake prediction;
Artificial intelligence;
Machine learning algorithm;
Support vector machine;
Boosted decision tree regression;
Random forest;
Multivariate adaptive regression spline;
Pearson correlation coefficient;
Uncertainty analysis;
D O I:
暂无
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摘要:
Earthquake is one of the devastating and frightening natural disasters that caused big casualties in a small duration. Earthquake caused lots of damage in just a few minutes and the casualties of the earthquake increase as the population increase which also contribute to higher amount of property and buildings. Therefore, by developing model capable of detecting the recurrence behaviour of earthquake helps in predicting earthquake as well as minimizing the casualties caused by the earthquake. In this report, a few of artificial intelligence algorithms such as support vector machine, boosted decision tree regression, random forest and multivariate adaptive regression spline will be used in the development of best model algorithm in earthquake prediction. Meteorological data are collected from several stations in Terengganu and processed for normalization and the data will be analysed using algorithms and its performance will be evaluated. Terengganu is situated on the east coast of Peninsular Malaysia and is bordered on the north-west and south-west by Kelantan and Pahang. Terengganu's east side is bordered by the South China Sea. Terengganu is located within the vicinity of the South China Sea, which is possible to be affected by the Marina Trench Earthquake. The subduction zone of Manila Trench is capable of producing a high magnitude of earthquake activity that can create a deadliest tsunami disaster. Therefore, Terengganu is studied for the investigation of artificial intelligence in earthquake prediction. The model algorithms are then analysed to measure its sensitivity and accuracy in prediction and consistency of the result.
机构:
Liuzhou Tradit Chinese Med Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R ChinaLiuzhou Tradit Chinese Med Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R China
Peng, Zheng
Ding, Yanling
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h-index: 0
机构:
Liuzhou Matern & Child Healthcare Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R ChinaLiuzhou Tradit Chinese Med Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R China
Ding, Yanling
Zhang, Pengfei
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h-index: 0
机构:
Liuzhou Tradit Chinese Med Hosp, Dept Pulm & Crit Care Med, Liuzhou, Guangxi, Peoples R ChinaLiuzhou Tradit Chinese Med Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R China
Zhang, Pengfei
Lv, Xiaolan
论文数: 0引用数: 0
h-index: 0
机构:
Liuzhou Matern & Child Healthcare Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R ChinaLiuzhou Tradit Chinese Med Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R China
Lv, Xiaolan
Li, Zepeng
论文数: 0引用数: 0
h-index: 0
机构:
Liuzhou Tradit Chinese Med Hosp, Dept Infect Dis, Liuzhou, Guangxi, Peoples R ChinaLiuzhou Tradit Chinese Med Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R China
Li, Zepeng
Zhou, Xiaoling
论文数: 0引用数: 0
h-index: 0
机构:
Liuzhou Tradit Chinese Med Hosp, Dept Gastroenterol, Liuzhou, Guangxi, Peoples R ChinaLiuzhou Tradit Chinese Med Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R China
Zhou, Xiaoling
Huang, Shigao
论文数: 0引用数: 0
h-index: 0
机构:
Fourth Mil Med Univ, Xijing Hosp, Dept Radiat Oncol, Xian, Peoples R ChinaLiuzhou Tradit Chinese Med Hosp, Dept Clin Lab, Liuzhou, Guangxi, Peoples R China
机构:
Sichuan Univ, West China Hosp, Canc Ctr, Dept Abdominal Canc, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Canc Ctr, Dept Abdominal Canc, Chengdu 610041, Sichuan, Peoples R China
Wei, Gui-Xia
Zhou, Yu-Wen
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h-index: 0
机构:
Sichuan Univ, West China Hosp, Dept Colorectal Canc Ctr, 37 Guoxue Xiang St, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Canc Ctr, Dept Abdominal Canc, Chengdu 610041, Sichuan, Peoples R China
Zhou, Yu-Wen
Li, Zhi-Ping
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Hosp, Canc Ctr, Dept Abdominal Canc, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Canc Ctr, Dept Abdominal Canc, Chengdu 610041, Sichuan, Peoples R China
Li, Zhi-Ping
Qiu, Meng
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Hosp, Dept Colorectal Canc Ctr, 37 Guoxue Xiang St, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Canc Ctr, Dept Abdominal Canc, Chengdu 610041, Sichuan, Peoples R China
机构:
School of Water Resources and Hydropower, Sichuan Univ., Chengdu 610065, ChinaSchool of Water Resources and Hydropower, Sichuan Univ., Chengdu 610065, China
Peng, Qi
Qian, Ai-Guo
论文数: 0引用数: 0
h-index: 0
机构:
East China Investigation and Design Inst., Hangzhou 310014, ChinaSchool of Water Resources and Hydropower, Sichuan Univ., Chengdu 610065, China
Qian, Ai-Guo
Xiao, Yu
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Design Inst. of Water Conservancy and Hydroelectric Power, Hangzhou 310002, ChinaSchool of Water Resources and Hydropower, Sichuan Univ., Chengdu 610065, China
Xiao, Yu
Sichuan Daxue Xuebao (Gongcheng Kexue Ban)/Journal of Sichuan University (Engineering Science Edition),
2010,
42
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: 18
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