scholarly journals Target State Classification by Attention-Based Branch Expansion Network

2021 ◽  
Vol 11 (21) ◽  
pp. 10208
Author(s):  
Yue Zhang ◽  
Shengli Sun ◽  
Huikai Liu ◽  
Linjian Lei ◽  
Gaorui Liu ◽  
...  

The intelligent laboratory is an important carrier for the development of the manufacturing industry. In order to meet the technical state requirements of the laboratory and control the particle redundancy, the wearing state of personnel and the technical state of objects are very important observation indicators in the digital laboratory. We collect human and object state datasets, which present the state classification challenge of the staff and experimental tools. Humans and objects are especially important for scene understanding, especially those existing in scenarios that have an impact on the current task. Based on the characteristics of the above datasets—small inter-class distance and large intra-class distance—an attention-based branch expansion network (ABE) is proposed to distinguish confounding features. In order to achieve the best recognition effect by considering the network’s depth and width, we firstly carry out a multi-dimensional reorganization of the existing network structure to explore the influence of depth and width on feature expression by comparing four networks with different depths and widths. We apply channel and spatial attention to refine the features extracted by the four networks, which learn "what" and "where", respectively, to focus. We find the best results lie in the parallel residual connection of the dual attention applied in stacked block mode. We conduct extensive ablation analysis, gain consistent improvements in classification performance on various datasets, demonstrate the effectiveness of the dual-attention-based branch expansion network, and show a wide range of applicability. It achieves comparable performance with the state of the art (SOTA) on the common dataset Trashnet, with an accuracy of 94.53%.

Author(s):  
Daniel Butt

This chapter examines the limitations of both command-and-control and market-based legal mechanisms in the pursuit of environmental justice. If the environment is to be protected to at least a minimally acceptable degree, approaches that focus on the coercive force of the state must be complemented by the development of an “ecological ethos,” whereby groups and individuals are motivated to act with non-self-interested concern for the environment. The need for this ethos means that the state is dependent on the cooperation of a wide range of non-state actors. Recent work on environmental governance emphasizes the delegation of aspects of governing to such actors and supports efforts to increase popular participation in governmental processes. The chapter therefore advocates a governance approach that seeks to rectify some of the limitations of state-led environmental law, while encouraging popular participation in a way that can encourage the development of an ecological ethos among the citizenry.


2015 ◽  
Vol 42 (6) ◽  
pp. 88-104 ◽  
Author(s):  
Marcelo Curado

China’s economic rise has caused a radical change in the operating conditions of the capitalist system and opened a wide range of opportunities and challenges for Brazil’s development. The Brazilian productive structure is going through great changes, key among them being the loss of importance of the manufacturing industry in job creation and in total GDP, and the efforts of Brazilian capitalists to promote investment and innovation have fallen short. The latter is a key element for an understanding of Brazilian industry’s weak participation in the highly competitive international scene. These opportunities and challenges can only be adequately addressed by the maintenance and expansion of the planning efforts of the state.A ascensão econômica da China tem causado mudança radical nas condições de fun-cionamento do sistema capitalista e criou um vasto espectro de oportunidades e desafios ao desenvolvimento do Brasil. A estrutura produtiva brasileira vem passando por grandes transformações. Entre elas, uma das mais sérias tem sido a perda na capacidade da indústria manufatureira de gerar empregos e a queda de sua participação no PIB. Demais, nota-se que os esforços de capitalistas brasileiros para promover investimento e inovação têm sido pífios. Esse último problema constitui elemento-chave para compreender-se a participação fraca da indústria brasileira em um cenário international extremamente competitivo. As oportunidades e desafios mencionados só podem ser adequadamente tratados por meio da manutenção e expansão do planejamento estatal.


Author(s):  
Elena Oleynikova

Introduction. The paper deals with the conception of state social management in Russia after the reform of the system of local self-government in the second half of the 19th century and the practical activities of charitable organizations at the provincial and district levels. Methods. The research is based on the social legislation of the period under study, the works of Russian social policy researchers of the 19th – early 20th centuries, materials of statistical collections, periodicals. Analysis. The concept of charity and philanthropy, being developed during the period under study, involved the transformation of public-private philanthropy into public charity. Its main actors are the provincial and city authorities, which solve social problems in conjunction with private charitable institutions and are responsible for the state of social problems. The state reserved coordination and control functions. Within the framework of this concept, specific guidelines for charitable work were developed, including: its distribution to all demographic and social groups in need, a wide range of types of social assistance, and even distribution of charitable institutions throughout the country. However, in practice, innovation touched mainly metropolitan and provincial cities. Territorial and city medical, educational, social and rehabilitation institutions that had emerged in provinces, expanded the possibilities of providing assistance to the most vulnerable segments of the population. However, their distribution was still not even, rural settlements lost significantly. In uyezds, charities were few and could not help all socially disadvantaged groups of society. Results. The article shows that in the period under study, the concept of public philanthropy was not fully implemented.


2014 ◽  
Vol 91 (4) ◽  
pp. 43-55
Author(s):  
Scott Pittman

The story of anti-communism in California schools is a tale well and often told. But few scholars have appreciated the important role played by private surveillance networks. This article examines how privately funded and run investigations shaped the state government’s pursuit of leftist educators. The previously-secret papers of Major General Ralph H. Van Deman, which were opened to researchers at the National Archives in Washington, D.C., only a few years ago, show that the general operated a private spy network out of San Diego and fed information to military, federal, and state government agencies. Moreover, he taught the state government’s chief anti-communist bureaucrat, Richard E. Combs, how to recruit informants and monitor and control subversives. The case of the suspicious death of one University of California, Los Angeles student – a student that the anti-communists claimed had been “scared to death” by the Reds – shows the extent of the collaboration between Combs and Van Deman. It further illustrates how they conspired to promote fear of communism, influence hiring and firing of University of California faculty, and punish those educators who did not support their project. Although it was rarely successful, Combs’ and Van Deman’s coordinated campaign reveals a story of public-private anticommunist collaboration in California that has been largely forgotten. Because Van Deman’s files are now finally open to researchers, Californians can gain a much more complete understanding of their state bureaucracy’s role in the Red Scare purges of California educators.


2013 ◽  
Vol 62 (1) ◽  
pp. 23-31 ◽  
Author(s):  
Maria Mrówczyńska

Abstract The paper attempts to determine an optimum structure of a directional measurement and control network intended for investigating horizontal displacements. For this purpose it uses the notion of entropy as a logarithmical measure of probability of the state of a particular observation system. An optimum number of observations results from the difference of the entropy of the vector of parameters ΔHX̂ (x)corresponding to one extra observation. An increment of entropy interpreted as an increment of the amount of information about the state of the system determines the adoption or rejection of another extra observation to be carried out.


Author(s):  
Oleksandra Maslii ◽  
Andrii Maksymenko ◽  
Svitlana Onyshchenko

Place of monitoring and control of risks of financial stability of the state in the system of ensuring financial security of the state was substantiated. Methods of identifying threats to Ukraine's financial security through the current and strategic analysis of financial system development indicators were considered. Tendencies of economic development of Ukraine in the context of revealing sources of threats to financial stability of the state were analyzed. Dynamic analysis of the actual values of the financial security indicators of Ukraine as a whole and its separate components had been carried out. Threats to Ukraine's financial security were identified based on comparative and trend analysis. Reasons for the critical state of debt, banking and monetary security in the financial structure and the preconditions for the emergence of systemic threats had been investigated. Systematization of risks and threats to Ukraine's financial security by its components had been carried out. Influence of systemic threats in the financial sphere on the economic security of the state was generalized. International experience of monitoring financial stability of the state was analyzed. Additional risks to the national financial system are associated with the globalization and digitization of the state financial system that are not taken into account by valid methodological recommendations for calculating the level of economic security of Ukraine were highlighted.


Author(s):  
Anatoliy Ivanovich Bogdanenko

In the monograph the theoretical identification of concepts and categorical series of state regulation of investment-innovation processes are investigated; the directions of optimization of the state policy of innovation and investment development management in Ukraine are determined; the organizational and legal principles of the state regulation of development of intellectual potential of the population are substantiated; the areas of development and improvement of the national innovation system as an object of state policy are highlighted and assessed. The monograph will be interesting for scholars, lecturers, doctoral and graduate students, and will also be useful to practical politicians, journalists and media workers and a wide range of readers interested in investment and innovation activities.


2020 ◽  
Vol 1 (10(79)) ◽  
pp. 12-18
Author(s):  
G. Bubyreva

The existing legislation determines the education as "an integral and focused process of teaching and upbringing, which represents a socially important value and shall be implemented so as to meet the interests of the individual, the family, the society and the state". However, even in this part, the meaning of the notion ‘socially significant benefit is not specified and allows for a wide range of interpretation [2]. Yet the more inconcrete is the answer to the question – "who and how should determine the interests of the individual, the family and even the state?" The national doctrine of education in the Russian Federation, which determined the goals of teaching and upbringing, the ways to attain them by means of the state policy regulating the field of education, the target achievements of the development of the educational system for the period up to 2025, approved by the Decree of the Government of the Russian Federation of October 4, 2000 #751, was abrogated by the Decree of the Government of the Russian Federation of March 29, 2014 #245 [7]. The new doctrine has not been developed so far. The RAE Academician A.B. Khutorsky believes that the absence of the national doctrine of education presents a threat to national security and a violation of the right of citizens to quality education. Accordingly, the teacher has to solve the problem of achieving the harmony of interests of the individual, the family, the society and the government on their own, which, however, judging by the officially published results, is the task that exceeds the abilities of the participants of the educational process.  The particular concern about the results of the patriotic upbringing served as a basis for the legislative initiative of the RF President V. V. Putin, who introduced the project of an amendment to the Law of RF "About Education of the Russian Federation" to the State Duma in 2020, regarding the quality of patriotic upbringing [3]. Patriotism, considered by the President of RF V. V. Putin as the only possible idea to unite the nation is "THE FEELING OF LOVE OF THE MOTHERLAND" and the readiness for every sacrifice and heroic deed for the sake of the interests of your Motherland. However, the practicing educators experience shortfalls in efficient methodologies of patriotic upbringing, which should let them bring up citizens, loving their Motherland more than themselves. The article is dedicated to solution to this problem based on the Value-sense paradigm of upbringing educational dynasty of the Kurbatovs [15].


2020 ◽  
pp. 63-72
Author(s):  
Yu. Olefir ◽  
E. Sakanyan ◽  
I. Osipova ◽  
V. Dobrynin ◽  
M. Smirnova ◽  
...  

The entry of a wide range of biotechnological products into the pharmaceutical market calls for rein-forcement of the quality, efficacy and safety standards at the state level. The following general monographs have been elaborated for the first time to be included into the State Pharmacopoeia of the Russian Federation, XIV edition: "Viral safety" and "Reduction of the risk of transmitting animal spongiform encephalopathy via medicinal products". These general monographs were elaborated taking into account the requirements of foreign pharmacopoeias and the WHO recommendations. The present paper summarises the key aspects of the monographs.


Author(s):  
Zenoviy Siryk

Ukraine is a unitary state, yet historically various regions, oblasts, districts, and local areas have different levels of economic development. To secure sustainable economic and social development and provide social services guaranteed by the state for each citizen according to the Constitution, the mechanism of redistribution between revenues and expenditures of oblasts, regions, and territories through the budgets of a higher level is used. The paper aims to research the peculiarities of improving interbudgetary relations in conditions of authorities’ decentralization. The paper defines the nature of interbudgetary relations. The basic and reverse subsidies to Ukraine and Lvivska oblast are analyzed. The advantages and disadvantages the communities face at changing approaches to balancing local budgets are determined. Regulative documents that cover the interbudgetary relations in Ukraine are analyzed. Special attention is paid to the problem of local finances reforming, including the development of interbudgetary relations. The scheme of the economic interbudgetary relations system in Ukraine is developed. The ways to improve the system of interbudgetary relations in Ukraine are suggested. The negative and positive aspects, advantages, and disadvantages of the system of interbudgetary relations in Ukraine require the following improvements. 1. It is necessary to avoid the complete budget alignment in the process of budgets balancing by interbudgetary transfers as the major objective. 2. The interbudgetary transfers should be distributed based on a formal approach. 3. The changes have to be introduced to the calculation of medical and educational subsidies in terms of financial standard of budget provision to avoid the money deficit for coverage of necessary expenditures. 4. There is a need to improve interbudgetary relations at the levels of districts, villages, towns, and cities of district subordination. 5. Improvement of the mechanism of targeted benefits provision, their real evaluation, and control for the use of funds.


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