Material Identification of Loose Particles in Sealed Electronic Devices Using PCA and SVM

The existence of loose particles left inside the sealed electronic devices is one of the main factors affecting the reliability of the whole system. It is important to identify the particle material for analyzing their source. The conventional material identification algorithms mainly rely on time, frequency and wavelet domain features. However, these features are usually overlapped and redundant, resulting in unsatisfactory material identification accuracy. The main objective of this paper is to improve the accuracy of material identification. First, the principal component analysis (PCA) is employed to reselect the nine features extracted from time and frequency domains, leading to six less correlated principal components. And then the reselected principal components are used for material identification using a support vector machine (SVM). Finally, the experimental results show that this new method can effectively distinguish the type of materials including wire, aluminum and tin particles.

Islanding Detection Based on Probabilistic PCA with Missing Values in PMU Data

This paper proposes a probabilistic principal component analysis (PCA) approach applied to islanding detection study based on wide area PMU data. The increasing probability of uncontrolled islanding operation, according to many power system operators, is one of the biggest concerns with a large penetration of distributed renewable generation. The traditional islanding detection methods, such as RoCoF and vector shift, are however extremely sensitive and may result in many unwanted trips. The proposed probabilistic PCA aims to improve islanding detection accuracy and reduce the risk of unwanted tripping based on PMU measurements, while addressing a practical issue on missing data. The reliability and accuracy of the proposed probabilistic PCA approach are demonstrated using real data recorded in the UK power system by the OpenPMU project. The results show that the proposed methods can detect islanding accurately, without being falsely triggered by generation trips, even in the presence of missing values.

Quantitative structure-hydrophobicity relationships of molecular fragments and beyond

Quantitative structure-property relationship (QSPR) models were firstly established for the hydrophobic substituent constant (πX) using the theoretical descriptors derived solely from electrostatic potentials (EPSs) at the substituent atoms. The descriptors introduced are found to be related to hydrogen-bond basicity, hydrogen-bond acidity, cavity, or dipolarity/polarizability terms in linear solvation energy relationship, which endows the models good interpretability. The predictive capabilities of the models constructed were also verified by rigorous Monte Carlo cross-validation. Then, eight groups of meta- or para- disubstituted benzenes and one group of substituted pyridines were investigated. QSPR models for individual systems were achieved with the ESP-derived descriptors. Additionally, two QSPR models were also established for Rekker's fragment constants (foct), which is a secondary-treatment quantity and reflects average contribution of the fragment to logP. It has been demonstrated that the descriptors derived from ESPs at the fragments, can be well used to quantitatively express the relationship between fragment structures and their hydrophobic properties, regardless of the attached parent structure or the valence state. Finally, the relations of Hammett σ constant and ESP quantities were explored. It implies that σ and π, which are essential in classic QSAR and represent different type of contributions to biological activities, are also complementary in interaction site.

Electron impact fragmentation of thymine:partial ionization cross sections for positive fragments

We have measured mass spectra for positive ions for low-energy electron impact on thymine using a reflectron time-of-flight mass spectrometer. Using computer controlled data acquisition, mass spectra have been acquired for electron impact energies up to 100 eV in steps of 0.5 eV. Ion yield curves for most of the fragment ions have been determined by fitting groups of adjacent peaks in the mass spectra with sequences of normalized Gaussians. The ion yield curves have been normalized by comparing the sum of the ion yields to the average of calculated total ionization cross sections. Appearance energies have been determined. The nearly equal appearance energies of 83 u and 55 u observed in the present work strongly indicate that near threshold the 55 u ion is formed directly by the breakage of two bonds in the ring, rather than from a successive loss of HNCO and CO from the parent ion. Likewise 54 u is not formed by CO loss from 82 u. The appearance energies are in a number of cases consistent with the loss of one or more hydrogen atoms from a heavier fragment, but 70 u is not formed by hydrogen loss from 71 u.

Real-Time Multiple Event Detection and Classification Using Moving Window PCA

This paper proposes a method for the detection and classification of multiple events in an electrical power system in real-time, namely; islanding, high frequency events (loss of load) and low frequency events (loss of generation). This method is based on principal component analysis of frequency measurements and employs a moving window approach to combat the time-varying nature of power systems, thereby increasing overall situational awareness of the power system. Numerical case studies using both real data, collected from the UK power system, and simulated case studies, constructed using DigSilent PowerFactory, for islanding events, as well as both loss of load and generation dip events, are used to demonstrate the reliability of the proposed method.

On-line system for faults detection in induction motors based on PCA

Dissertation to obtain the degree of Master in Electrical and Computer Engineering

Use of limitations of radiolabeled anti-CEA antibodies and their fragments for photoscanning detection of human colorectal carcinomas.

Fifty-three patients with histologically proven carcinoma were injected with highly purified [131I]-labeled goat antibodies or fragments of antibodies against carcinoembryonic antigen (CEA). Each patient was tested by external photoscanning 4, 24, 36 and 48 h after injection. In 22 patients (16 of 38 injected with intact antibodies, 5 of 13 with F(ab')2 fragments and 1 of 2 with Fab' fragments), an increased concentration of 131I radioactivity corresponding to the previously known tumor location was detected by photoscanning 36-48 h after injection. Blood pool and secreted radioactivity was determined in all patients by injecting 15 min before scanning, [99mTc]-labeled normal serum albumin and free 99mTc04-. The computerized subtraction of 99mTc from 131I radioactivity enhanced the definition of tumor localization in the 22 positive patients. However, in spite of the computerized subtraction, interpretation of the scans remained doubtful for 12 patients and was entirely negative for 19 additional patients. In order to provide a more objective evaluation for the specificity of the tumor localization of antibodies, 14 patients scheduled for tumor resection were injected simultaneously with [131I]-labeled antibodies or fragments and with [125I]-labeled normal goat IgG or fragments. After surgery, the radioactivity of the two isotopes present either in tumor or adjacent normal tissues was measured in a dual channel scintillation counter. The results showed that the antibodies or their fragments were 2-4 times more concentrated in the tumor than in the normal tissues. In addition, it was shown that the injected antibodies formed immune complexes with circulating CEA and that the amount of immune complexes detectable in serum was roughly proportional to the level of circulating CEA.

Autonomie et vulnérabilité : état des lieux et essai d'articulation

Résumé Ce travail a commencé avec une confrontation entre les pensées de P. Ricoeur et E. Levinas sur le thème du rapport à autrui, cette confrontation portant particulièrement sur la place accordée par Levinas, dans son éthique, au thème de la vulnérabilité (ainsi que sur celui de la passivité), tandis que P. Ricoeur reste, selon moi, prioritairement un philosophe de l'activité et qui met, dans la question du rapport à autrui, l'accent sur la reconnaissance de l'autre dans l'empire de ses capacités. Ce débat, et les points qui retenaient en particulier mon attention, m'ont semblé pouvoir être inséré dans le contexte plus large d'une opposition entre éthique de l'autonomie et éthique de la vulnérabilité sur la base de lectures que j'effectuais par ailleurs dans le domaine des éthiques féminines, ou de ce que l'on appelle les éthiques du « care ». Les éthiques féminines, qui se sont développées les 30 dernières années, veulent revenir sur ce qu'elles identifient comme le modèle anthropologique de la modernité, qui privilégie une approche de l'homme en termes d'activité, de rationalité et d'autonomie au mépris d'autres traits comme la passivité, l'affectivité, la dépendance ou la vulnérabilité. Sans nier la rationalité ou l'autonomie de l'homme, elles veulent plutôt compléter une image qu'elles considèrent comme étant incomplète. Sur la base de leur anthropologie alternative, les auteurs qui appartiennent à ce courant proposent une nouvelle définition de l'éthique. Les éthiques du « care » se situent d'une manière générale dans une relation critique avec les éthiques de la justice comme avec les conceptions de l'agent et du patient moral héritées de la philosophie kantienne. Disons brièvement que, plutôt que de faire de l'autonomie et de son respect l'axe de leur réflexion morale, les éthiciennes du « care » insistent sur la signification morale de nos rapports de responsabilité ou de sollicitude à l'égard des personnes vulnérables. Dans la première partie de ma thèse, je reviens sur la genèse de la notion d'autonomie dans la philosophie morale et politique de la pré-modernité, en mettant le développement de ce concept en lien non seulement avec ce que J. Scheewind appelle les « morales de l'autogouvernement », mais aussi avec la naissance des philosophies du sujet et un mouvement général d'intériorisation des sources morales. J'essaye ensuite de dégager le sens de l'idée d'autonomie, sur la base de la notion de liberté positive élaborée par Berlin, avant de distinguer ses différentes significations (autonomie politique, personnelle, morale/autonomie procédurale vs substantielle, autonomie comme capacité, comme droit ou comme idéal). Je me concentre particulièrement sur la conception hiérarchique de l'autonomie personnelle développée par Frankfurt et Dworkin, avant de revenir à la conception kantienne de l'autonomie morale. Je consacre ensuite une section aux conceptions relationnelles de l'autonomie, ce qui me permet de faire le lien avec le thème de la vulnérabilité. Pour le développement historique de cette notion dans la pensée contemporaine, j'insiste, outre sur les éthiques du « care », sur les développements de la bioéthique et la philosophie de H. Jonas. Après un travail de définition du concept de vulnérabilité, j'élabore les éléments d'une éthique de la vulnérabilité que j'essaie d'articuler à la notion d'autonomie. Dans la deuxième partie, je confronte les éthiques de Ricoeur et de Levinas dans la perspective de l'opposition autonomie/vulnérabilité, en montrant leurs limites respectives.