增强的Mamba模型具有多头注意力机制和可学习的缩放参数,用于剩余的使用寿命预测
Fugang Liu1, Shenyang Liu2, Yuan Chai1
1School of Electronic and Information Engineering, Heilongjiang University of Science and Technology, Harbin, 150000, Heilongjiang, China.
Scientific reports
|February 28, 2025
概括
这项研究引入了一种基于Mamba的新型模型,用于预测剩余的使用寿命 (RUL),通过高效处理长序列并提高准确性来改善设备预测和健康管理 (PHM).
科学领域:
- 工程 工程师 工程师 工程师
- 计算机科学 计算机科学
- 数据科学数据科学数据科学
背景情况:
- 预测和健康管理 (PHM) 对设备可靠性和成本降低至关重要.
- 传统的算法在PHM中与长序列依赖性和并行处理作斗争.
- 准确的剩余使用寿命 (RUL) 预测对于防止故障和优化维护至关重要.
研究的目的:
- 提出一种新的基于Mamba的剩余有用寿命 (RUL) 预测模型.
- 解决传统算法在捕获长期依赖和并行化方面的局限性.
- 提高RUL预测模型的准确性和概括能力.
主要方法:
- 使用min-max缩放和指数级光滑进行数据预处理.
- 在剩余块中集成可学习的缩放参数.
- 将多头注意力机制纳入Mamba块,以增强特征提取.
- 在注意力机制应用之前的卷积层处理.
主要成果:
- 提出的基于Mamba的模型在RUL预测任务中表现出卓越的性能.
- 对航空发动机和离子电池数据集的实验结果验证了该模型的有效性.
- 与最先进的方法相比,该模型表现出更好的概括能力.
结论:
- 开发的基于Mamba的模型在RUL预测方面取得了重大进展.
- 该模型的架构有效地捕获了长序列,并提高了预测准确性.
- 这种方法显示出作为各种领域的一般RUL预测方法的潜力.
相关概念视频
Hydroboration-Oxidation of Alkenes
In addition to the oxymercuration–demercuration method, which converts the alkenes to alcohols with Markovnikov orientation, a complementary hydroboration-oxidation method yields the anti-Markovnikov product. The hydroboration reaction, discovered in 1959 by H.C. Brown, involves the addition of a B–H bond of borane to an alkene giving an organoborane intermediate. The oxidation of this intermediate with basic hydrogen peroxide forms an alcohol.
Preparation of Alcohols via Addition Reactions
Overview
The acid-catalyzed addition of water to the double bond of alkenes is a large-scale industrial method used to synthesize low-molecular-weight alcohols. An acidic atmosphere is required to allow the hydrogen in the water molecule to act as an electrophile and attack the double bond in an alkene. The addition of a proton to the double bond creates a carbocation intermediate. The proton preferentially bonds to the less substituted end of the double bond to create a more stable carbocation...
The acid-catalyzed addition of water to the double bond of alkenes is a large-scale industrial method used to synthesize low-molecular-weight alcohols. An acidic atmosphere is required to allow the hydrogen in the water molecule to act as an electrophile and attack the double bond in an alkene. The addition of a proton to the double bond creates a carbocation intermediate. The proton preferentially bonds to the less substituted end of the double bond to create a more stable carbocation...
Acid-Catalyzed Dehydration of Alcohols to Alkenes
In a dehydration reaction, a hydroxyl group in an alcohol is eliminated along with the hydrogen from an adjacent carbon. Here, the products are an alkene and a molecule of water. Dehydration of alcohols is generally achieved by heating in the presence of an acid catalyst. While the dehydration of primary alcohols requires high temperatures and acid concentrations, secondary and tertiary alcohols can lose a water molecule under relatively mild conditions.
Oxidation of Alcohols
In this lesson, the oxidation of alcohols is discussed in depth. The various reagents used for oxidation of primary and secondary alcohols are detailed, and their mechanism of action is provided.
The process of oxidation in a chemical reaction is observed in any of the three forms:
The process of oxidation in a chemical reaction is observed in any of the three forms:
Preparation of Aldehydes and Ketones from Alcohols, Alkenes, and Alkynes
Aldehydes and ketones are prepared from alcohols, alkenes, and alkynes via different reaction pathways. Alcohols are the most commonly used substrates for synthesizing aldehydes and ketones. The conversion of alcohol to aldehyde, which involves the oxidation process, depends on the class of the alcohol used and the strength of the oxidizing agent. For instance, primary alcohol will form an aldehyde when treated with a weak oxidizing agent; however, it gets over-oxidized to a carboxylic acid in...
Reactions of Aldehydes and Ketones: Baeyer–Villiger Oxidation
Baeyer–Villiger oxidation converts aldehydes to carboxylic acids and ketones to esters. The reaction uses peroxy acids or peracids and is often catalyzed by acid. The reaction is named after its pioneers, Adolf von Baeyer and Victor Villiger. The reaction is achieved by a wide range of peracids such as m-chloroperoxybenzoic acid (mCPBA), perbenzoic acid (C6H5COOOH), peracetic acid (CH3COOOH), hydrogen peroxide (H2O2), and tert-butyl hydroperoxide (t-BuOOH).
The carbonyl center is activated by...
The carbonyl center is activated by...


