An End-to-End Computer Vision Methodology for Quantitative Metallography

Metallography is crucial for a proper assessment of material's properties. It involves mainly the investigation of spatial distribution of grains and the occurrence and characteristics of inclusions or precipitates.This work presents an holistic artificial intelligence model for Anomaly Detection that automatically quantifies the degree of anomaly of impurities in alloys. We suggest the following examination process: (1) Deep semantic segmentation is performed on the inclusions (based on a suitable metallographic database of alloys and corresponding tags of inclusions), producing inclusions masks that are saved into a separated database. (2) Deep image inpainting is performed to fill the removed inclusions parts, resulting in 'clean' metallographic images, which contain the background of grains. (3) Grains' boundaries are marked using deep semantic segmentation (based on another metallographic database of alloys), producing boundaries that are ready for further inspection on the distribution of grains' size. (4) Deep anomaly detection and pattern recognition is performed on the inclusions masks to determine spatial, shape and area anomaly detection of the inclusions. Finally, the system recommends to an expert on areas of interests for further examination. The performance of the model is presented and analyzed based on few representative cases. Although the models presented here were developed for metallography analysis, most of them can be generalized to a wider set of problems in which anomaly detection of geometrical objects is desired. All models as well as the data-sets that were created for this work, are publicly available at https://github.com/MLography/MLography.

The Fundamental of TCP Techniques

Strategies for prioritizing test cases plan test cases to reduce the cost of retrospective testing and to enhance a specific objective function. Test cases are prioritized as those most important test cases under certain conditions are made before the re-examination process. There are many strategies available in the literature that focus on achieving various pre-test testing objectives and thus reduce their cost. In addition, inspectors often select a few well-known strategies for prioritizing trial cases. The main reason behind the lack of guidelines for the selection of TCP strategies. Therefore, this part of the study introduces the novel approach to TCP strategic planning using the ambiguous concept to support the effective selection of experimental strategies to prioritize experimental cases. This function is an extension of the already selected selection schemes for the prioritization of probation cases.

Japan: Formalization of Banking Supervision Including a Reversal

This chapter deals with the case of Japan, which experienced a reversal of the formalization of banking supervision. Additionally, this chapter outlines the on-site examination process and the main objectives of bank examinations. During the initial adoption of formal banking supervision, its main role was the “education” of bankers rather than proper prudential oversight. Formal banking supervision was suspended between 1893 and 1914 but was reintroduced in response to requests from both bankers and the government. This reversal reflected the development of the Japanese economy in the 1900s and 1910s, and thus the main driver of the formalization of banking supervision in Japan was not a financial crisis. The gradual development of the banking sector and better-educated bankers in the early twentieth century provided the background for the transformation of the supervisor’s role. The formalization process was completed with the enactment of the Banking Act of 1927 and the creation of the Bank Inspection Section within the Ministry of Finance in 1927.

A Methodology for Evaluation and Distribution of Patent Applications to INPI-BR Patent Examiners: A Case Study in the Electricity Field

This paper presents the development of a new methodology for evaluation and distribution of patent applications to the examiners at the Brazilian Patent Office considering a specific technological field, represented by classification of the application according to the International Patent Classification (IPC), and the variables corresponding to the volume of data of the application and its complexity for the examination process. After identifying the most relevant variables, such as the Specific Areas of Expertise (ZAE) of the examiners, a mathematical model was developed, including: (a) application of the principal component analysis (PCA) method; (b) calculation of a General Complexity Ratio (IGC); (c) classification into five classes (very light, light, moderate, heavy and very heavy) according to IGC average ranges and standard deviations; (d) implementation of a logic of distribution, compensating very heavy applications with very light ones, and light applications with heavy ones; and (e) calculation of a Distribution Balancing Ratio (IBD), considering the differences between the samples’ medians. The model was validated using a sample of patent applications including, in addition to the identified variables, the time for substantive examination by the examiner. Then, a correlation analysis of the variables with time and a comparison of the classifications according to the time and the IGC generated by the model were carried out. The results obtained showed a high correlation of the IGC with time, above 80%, as well as correct IGC classes in more than 80% of applications. The model proposed herein suggests that the three main relevant variables are: total number of pages, total number of claims, and total number of claim pages.

Analisis Yuridis Tindak Pidana Pencucian Uang (Studi Putusan No. 311/Pid.Sus/2018/Pn. Mdn)

The panel of judges adjudicating the money laundering case found the defendant guilty of the crime of money laundering from the narcotics crime, and therefore sentenced the defendant to 7 (seven) years imprisonment. Based on this, the formulation of the problems in this study: 1) How are the legal rules regarding money laundering in Indonesia, 2) How is law enforcement against the crime of money laundering in the Medan District Court, 3) What is the basis for the judge's consideration in imposing crimes against money laundering offenders in the Decision Number 311 / Pid.sus / 2018 / PN. Mdn. The research method used is descriptive method, while the data analysis technique used is descriptive qualitative. The results showed that the crime of money laundering is regulated in Law no. 8 of 2010 concerning the Prevention and Eradication of the Crime of Money Laundering (UU PP - TPPU). The threat of money laundering is regulated in Article 3, namely imprisonment for a maximum of 20 (twenty) years and a maximum fine of Rp. 10,000,000,000. The panel of judges at the District Court that adjudicates money laundering crimes acts decisively in imposing crimes, especially because the examination process usually receives public scrutiny, such as money laundering from narcotics and corruption crimes. The basis for the consideration that the panel of judges, the defendant has participated in the circulation of narcotics by receiving, transferring money as payment for narcotics, this is commonly done by the perpetrators of the Crime of Money Laundering to disguise or hide the origin of the proceeds of crime. However, the panel of judges had imposed a sentence that was too low on the defendant, namely 7 years in prison, far below the threat of money laundering in Article 3 of the TPPU Law where the defendant was found guilty, namely 20 years in prison.

Perlindungan Hukum Terhadap Anak Sebagai Penyalahguna Narkotika (Studi Putusan Nomor 44/Pid.Sus-Anak/2019/Pn.Mdn)

The spread of narcotics which has spread to various levels of society and remote villages has reached children whose thinking abilities are still low. In the decision of the panel of judges not to apply diversion which refers to Article 12, Article 52 paragraph (5) of Law Number 11 of 2012 concerning the Juvenile Criminal Justice System. This study aims to determine the legal protection of children as narcotics abusers. The research method used is a normative juridical research with analytical descriptive character. The approach method used in this research is the case approach to the statutory approach which is carried out by examining the provisions of the applicable legislation. The analysis was carried out qualitatively. The results of the study indicate that the legal protection carried out against children as narcotics abusers in Indonesia based on Law No. 11 of 2012 concerning the Juvenile Criminal Justice System has been regulated starting from the process of investigation, arrest, detention, prosecution, examination in court and correctional. The Medan District Court has tried to carry out the legal protection process for children as narcotics abusers by referring to Law No. 11 of 2012 concerning the Juvenile Criminal Justice System. Juvenile Judges seek to realize the legal protection process by fulfilling children's rights during the examination process, as well as seeking settlement of cases through diversion. However, the efforts of juvenile judges in the legal protection process for children are still not maximized.

CRITICAL ANALYSIS OF PAKISTAN NATIONAL EDUCATIONAL POLICIES OF 1992, 1998 AND 2009 WITH SPECIAL REFERENCE TO EXAMINATION REFORMS IN SINDH BOARD

The objective of the study was to analyze the Educational Polices of Pakistan with specific focus on examination reforms during 1992 to 2009. .The scope of the study focused on the recommendations made by the policy makers regarding examination reforms which were included in the educational policies of 1992, 1998 and 2009. It reviews the observed phenomenon of service delivery failures in public examination in Pakistan although various initiatives ,programs and policies since 1947 to were introduced to increase the inputs to examination but do not produce effective services outputs where it may counts as students cognitive development as it required for competing the international education system. This was a mix-method study using a phenomenological approach for which a questionnaire and an interview protocol were designed to collect the data. Participants were identified through stratified random sampling design in which teachers were included from secondary and higher secondary level schools/colleges. Two hypotheses were formulated for the study. Data was analyzed by using t- test and through content analysis and it was found that education policies do not comprehensively focus on this important area of education system by which students and teacher learning may be measured due to dearth of research culture. This results in no major reforms in the process of reforms and improvement in the examination process both in academic and administrative sides and working of Boards of Education. On the basis of the findings concrete recommendations have been made

THE INFLUENCE OF EXAMINATION STRESS ON VEGETATIVE INDICATORS IN 17-21-YEAR-OLD STUDENTS WITH A MELANCHOLIC TYPE OF HIGHER NERVOUS ACTIVITY

The article is devoted to the influence of an increased level of situational and personal anxiety of examination stress on the indices of the autonomic nervous system in 17-21-year-old male students (I and V courses) with a melancholic type of nervous system. In the course of the conducted studies, it was found that in 17- and 21-year-old students-melancholic during the examination process between heart rate and blood pressure there are some differences that do not normalize after the exam. Vegetative indicators in 21-year-old students in the periods before and after the exam are slightly increased, relative to indicators in 17-year-old students. The Kerdo vegetative index (VIC) in both age groups was in a state of sympathicotonia, which is an indicator of the superiority of the sympathetic nervous system throughout the entire examination process. The results obtained in the course of this study can be used to optimize learning activities, relieve stress in exams and protect students' health.