LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection
1.主要工作是将机械设备的传感器数据,LSTM-encoder-decoder模型输入正常数据时间序列训练模型,重构时间序列,然后使用异常数据进行测试,产生较高的重构错误,表明时间序列数据为异常的。
ps:在encoder-decoder模型中有score机制,较高的异常分数是更可能为异常的。
LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection的更多相关文章
- 自定义Encoder/Decoder进行对象传递
转载:http://blog.csdn.net/top_code/article/details/50901623 在上一篇文章中,我们使用Netty4本身自带的ObjectDecoder,Objec ...
- 比sun.misc.Encoder()/Decoder()的base64更高效的mxBase64算法
package com.mxgraph.online; import java.util.Arrays; /** A very fast and memory efficient class to e ...
- Netty自定义Encoder/Decoder进行对象传递
转载:http://blog.csdn.net/top_code/article/details/50901623 在上一篇文章中,我们使用Netty4本身自带的ObjectDecoder,Objec ...
- PP: Time series anomaly detection with variational autoencoders
Problem: unsupervised anomaly detection Model: VAE-reEncoder VAE with two encoders and one decoder. ...
- PP: Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network
PROBLEM: OmniAnomaly multivariate time series anomaly detection + unsupervised 主体思想: input: multivar ...
- Isolation-based Anomaly Detection
Anomalies are data points that are few and different. As a result of these properties, we show that, ...
- Machine Learning - XV. Anomaly Detection异常检測 (Week 9)
http://blog.csdn.net/pipisorry/article/details/44783647 机器学习Machine Learning - Andrew NG courses学习笔记 ...
- Anomaly Detection for Time Series Data with Deep Learning——本质分类正常和异常的行为,对于检测异常行为,采用预测正常行为方式来做
A sample network anomaly detection project Suppose we wanted to detect network anomalies with the un ...
- PP: Unsupervised anomaly detection via variational auto-encoder for seasonal KPIs in web applications
Problem: unsupervised anomaly detection for seasonal KPIs in web applications. Donut: an unsupervise ...
- anomaly detection algorithm
anomaly detection algorithm 以上就是异常监测算法流程
随机推荐
- [Jenkins] 解决 Gradle 编译包含 SVG Drawable 出现异常
异常信息 java.awt.AWTError: Can't connect to X11 window server using 'localhost:10.0' as the value of th ...
- 巨蟒python全栈开发flask11项目开始3
1.多玩具遥控&&websocket回锅 2.绑定玩具时添加好友的最终逻辑 3.消息&&好友列表 4.chat聊天&&对话窗口 1.多玩具遥控& ...
- Exchange Database Status(Copy Status ,Content Index State,QueueLength,Move Status...)
Copy Status Description Mounted The active copy is online and accepting client connections. Only the ...
- new 运算符创建一个用户定义的对象类型的实例或具有构造函数的内置对象的实例。
new运算符 - JavaScript | MDN https://developer.mozilla.org/zh-CN/docs/Web/JavaScript/Reference/Operator ...
- 微信开发 获取用户openId 与路由控制
w实践,满足当前需求. www.w.com www.w.com/w1.php $wxurl='https://open.weixin.qq.com/connect/oauth2/authorize?a ...
- 荣誉墙项目day28 django常用函数
1.在网页上渲染字符串from django.http import HttpResponsereturn HttpResponse(u"hello world") 2.渲染网页f ...
- Flask之视图函数
视图示例 @app.route('/hello') def hello(): return 'Hello World' if __name__ == '__main__': app.run() 特殊的 ...
- spring MVC学习(二)---配置相关的东西
1.在上一节中我们提到过每一个DispatcherServlet都会有一个上下文 (WebApplictionContext),并且继承了这些上下文中的bean,其中以一些"特殊" ...
- mysql构建一张百万级别数据的表信息测试
表信息: CREATE TABLE dept( /*部门表*/ deptno MEDIUMINT UNSIGNED NOT NULL DEFAULT 0, /*编号*/ dname VARCHAR(2 ...
- MongoDB简单CRUD场景
MongoDB简单CRUD命令操作 (1)新建数据库:use 数据库名 (2)显示所有数据库:show dbs; (3)新建集合(两种方式) 隐式创建:在创建集合的同时往集合里面添加数据---db. ...