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| 1 | Unsupervised Electric Motor Fault Detection by Using Deep Autoencoders显示文摘Fault diagnosis of electric motors is a fundamental task for production line testing, and it is usually performed by experienced human operators. In the recent years, several methods have been proposed in the literature for detecting faults automatically. Deep neural networks have been successfully employed for this task, but, up to the authors' knowledge, they have never been used in an unsupervised scenario. This paper proposes an unsupervised method for diagnosing faults of electric motors by using a novelty detection approach based on deep autoencoders. In the proposed method, vibration signals are acquired by using accelerometers and processed to extract LogMel coefficients as features. Autoencoders are trained by using normal data only, i.e., data that do not contain faults. Three different autoencoders architectures have been evaluated: the multilayer perceptron(MLP) autoencoder, the convolutional neural network autoencoder, and the recurrent autoencoder composed of long short-term memory(LSTM) units. The experiments have been conducted by using a dataset created by the authors, and the proposed approaches have been compared to the one-class support vector machine(OC-SVM) algorithm. The performance has been evaluated in terms area under curve(AUC) of the receiver operating characteristic curve, and the results showed that all the autoencoder-based approaches outperform the OCSVM algorithm. Moreover, the MLP autoencoder is the most performing architecture, achieving an AUC equal to 99.11 %. | Emanuele Principi Damiano Rossetti Stefano Squartini Francesco Piazza | 2019 | IEEE/CAA Journal of Automatica Sinica2019，6，2： | 10 |
| 2 | Metagenomic analysis reveals changes of the Drosophila suzukii microbiota in the newly colonized regions显示文摘看到的翅膀果蝇,果蝇 suzukii (Matsumura )( 双翅目:Drosophilidae ) 是一个高度杂食的害虫许多野或栽培的果浆和石头水果。从东南亚洲发源,它最近在欧洲和北美洲入侵了大量区域。昆虫 microbiotas 可以显著地影响宿主生物学的几个方面并且在侵略的种介绍起一个重要作用进新区域,是众所周知的。然而,尽管有 D 的大经济重要性。suzukii,有限注意到目前为止被给了它的 microbiota。在这研究,我们在场内脏的第一深入的描述来自地(本国、侵略的范围) 和这只昆虫的 labreared 人口的细菌的差异。内脏地昆虫的细菌的社区被统治不管他们的起源,由门 Proteobacteria 的 2 个家庭:Acetobacteraceae 和 Enterobacteriaceae Firmicutes,主要由家庭 Staphylococcaceae 代表了,在 labreared 占优势人口。地区是在塑造野生的苍蝇的 microbiota 的最重要的因素。而且,自从 D 的建立,在差异之间的否定关联和时间过去了。在一个新区域的 suzukii 被观察。总的来说,我们的结果显示那个产地,食物资源以及一个新区域的殖民阶段贡献接着,由更快速演变,能影响的侵略种类的细菌的社区招待的形状在新环境的改编。 | Isabel Martinez-Sanudo Mauro Simonato Andrea Squartini Nicola Mori Laura Marri Luca Mazzon | 2018 | Insect Science2018，25，5： | 3 |
| 3 | Tree colonization by the Asian longhorn beetle, Anoplophora glabripennis (Coleoptera: Cerambycidae): effect of habitat and tree suitability显示文摘树殖民和侵略木头讨厌的人亚洲人长角牛甲壳虫(Anoplophora glabripennis ) 的喂的活动,介绍进北美洲和欧洲的一个亚洲害虫,在意大利在一个最新入侵的区域被学习。被测试的假设是昆虫的繁殖成功取决于产地类型和树适用性。成年甲壳虫在主人和 nonhost 种类的树枝上被将关入笼中,在城市并且森林产地。二个月以后,喂的数字和尺寸在植物纸巾,生的卵,和幸存幼虫上修正被估计。吠叫 C 和 N 的集中也从一样的树被测量。结果显示成年的喂消费的植物纸巾的吝啬的区域在比在城市的产地在森林里成长的树上是显著地更大的,尽管在一样的产地以内在之间没有差别易受影响并且 nonsusceptible 树。以生的鸡蛋和年轻幼虫幸存的数字,当它在易受影响的树上是更高的时,白长袍的树殖民没被产地影响。尽管在森林里成长的树有更低的氮集中,他们允许在城市的产地成长的树的类似于那些的殖民率。因此,碳和氮的数量充分没解释树适用性或产地选择。我们建议作为可能解释这种古怪状况的潜在的机制的补偿的喂,作为由在森林里在树上记录的一项更集中的喂活动支持了。不同的树的适用性可能由于另外的因素,例如第二等的化学混合物。 | Massimo Faccoli Riccardo Favaro Giuseppe Concheri Andrea Squartini Andrea Battisti | 2016 | Insect Science2016，23，2： | 2 |
| 4 | Randomizing world trade(I) : A binary network analysis显示文摘 | Squartini T Fagiolo G Garlaschelli D | 2011 | Physical Review E2011，84，04： | 1 |
| 5 | Industry-Oriented Software-Based System for Quality Evaluation of Vehicle Audio Environments Preview显示文摘 | Piazza F Squartini S Toppi R etc | 2006 | IEEE Transactions on Industrial Electronics2006，53，3： | 1 |
| 6 | A study on wear resistance and microcrack of the Ti3Al/TiAl+TiC ceramic layer deposited by laser cladding on Ti-6Al-4V alloy显示文摘 | LI J N CHEN C Z TIZIANO SQUARTINI | 2010 | Applied Surface Science2010，，257： | 1 |
| 7 | Analytical maximum-likelihood method to detect patterns in real networks显示文摘 | Squartini T Garlaschelli D | | 0，，08： | 1 |
| 8 | Null models of economic networks:the case of the world trade web显示文摘 | Fagiolo G Squartini T Garlaschelli D | | 0，，： | 1 |
| 9 | Triadic motifs and dyadic self-organization in the world trade network显示文摘 | Squartini T Garlaschelli D | | 0，，： | 1 |
| 10 | Translocation of neonicotinoid insecticides from coated seeds to seedling guttation drops:A novel way of intoxication for bees显示文摘 | GIROLAMI V MAZZON L SQUARTINI A | 2009 | Journal of Economic Entomology2009，102，： | 1 |
| 11 | Envi- ronmental robust speech and speaker recognition through multi-channel histogram equalization 显示文摘 | SQUARTINI S PRINCIPI E ROTILI R | 2012 | Neurocomput- ing2012，78，1： | 1 |
| 12 | Translocation of neonicoti- noid insecticides from coated seeds to seedling guttation drops: a novel way of intoxication for bees显示文摘 | Girolami V Mazzon L Squartini A | 2009 | Journal of Economic Entomology2009，102，5： | 1 |
| 13 | Null models of economic networks: the case of the world trade web显示文摘 | Giorgio Fagiolo Tiziano Squartini Diego Garlaschelli | 2013 | Journal of Economic Interaction and Coordination2013，，1： | 1 |
| 14 | Charaterization of Rhizobium ' hedysari' by RFLP analysis of PCR amplified rDNA and by genomie PCR fingerprinting显示文摘 | SELENSKA-POBELL S EVGUENIEVA-HACKENBERG E RADEVA G SQUARTINI A | 1996 | Journal of Applied Bacteriology1996，80，： | 1 |
| 15 | Evidentiality in interaction: The concessive use of the Italian Future between grammar and discourse显示文摘 | Squartini M | 2012 | Journal of Pragmatics2012，，44： | 1 |
| 16 | Adaptive Dynamic Programming Algorithm for Renewable Energy Scheduling and Battery Management 显示文摘 | S Squartini M Boaro D Fuselli | 2012 | Cogn Comput (S1866-9956)2012，5，2： | 1 |
| 17 | Stability analysis of natural gradient learning rules in overdeter mined ICA显示文摘 | Squartini S Arcangeli A Piazza F | 2008 | Signal Processing2008，88，3： | 1 |
| 18 | Stability analysis of natural gradient learning rules in overdetermined ICA显示文摘 | SQUARTINI S ARCANGELI A | 2008 | Signal Processing2008，88，3： | 1 |
| 19 | Natural endophytic association between Rhizobium leguminosarum bv. trifolii and rice roots and assessment of its potential to promote rice growth显示文摘 | Youssef G. Yanni R.Y. Rizk V. Corich A. Squartini K. Ninke S. Philip-Hollingsworth G. Orgambide F. de Bruijn J. Stoltzfus D. Buckley T.M. Schmidt P.F. Mateos J.K. Ladha Frank B. Dazzo | 1997 | Plant and Soil (-)1997，，1： | 1 |
| 20 | Energy-aware task schedu- ler for self-powered sensor nodes : From model to firmware 显示文摘 | Severini M Squartini S Piazza F | 2015 | Ad Hoc Networks2015，24，： | 1 |
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