Generalization transitions in Hidden-Layer neural networks for third-order feature discrimination

Stochastic learning processes for a specific feature detector are studied. This technique is applied to nonsmooth multilayer neural networks requested to perform a discrimination task of order 3 based on the ssT-block¿ssC-block problem. Our system proves to be capable of achieving perfect generalization, after presenting finite numbers of examples, by undergoing a phase transition. The corresponding annealed theory, which involves the Ising model under external field, shows good agreement with Monte Carlo simulations.

MetaNetX/MNXref - reconciliation of metabolites and biochemical reactions to bring together genome-scale metabolic networks.

MetaNetX is a repository of genome-scale metabolic networks (GSMNs) and biochemical pathways from a number of major resources imported into a common namespace of chemical compounds, reactions, cellular compartments-namely MNXref-and proteins. The MetaNetX.org website (http://www.metanetx.org/) provides access to these integrated data as well as a variety of tools that allow users to import their own GSMNs, map them to the MNXref reconciliation, and manipulate, compare, analyze, simulate (using flux balance analysis) and export the resulting GSMNs. MNXref and MetaNetX are regularly updated and freely available.

Automobile Corporate Networks in Europe : Sectoral Specialization of Central and Eastern European Cities

The global automobile industry is made up of very large corporations and their various subsidiaries containing different functions that create complex locational structures. The networks formed by the 19 largest automobile transnational corporations constitute an automobile "oligopoly" representing more than 90% (OICA, 2012) of the world's production. Since the mid-1990s, Central and Eastern European cities have become attractive for transnational corporations and particularly for the production functions in the automobile sector. This leads to a crucial question. Are strategic functions (such as R&D) within these networks also located in Central and Eastern Europe, or is the region still manufacturing-oriented in the automobile industry? This paper focuses on the patterns and the main factors influencing the role of some of these new central and Eastern European cities that have become integrated in the global value chain of the automobile industry. By analysing the various locations of the specialized functions within the corporations, this study aims to extend the research on global value chains (Gereffi and Korzeniewicz; 1994, Sturgeon, 2000; Krätke, 2014). The spatial patterns of the various functions and the ownerships networks of the automobile industry are constructed in order to identify the cities supporting it. In particular, the way that national metropolises bring their national territories into the globalization of the automobile industry is addressed. For example, are there some specific advantages of capital cities compared to cities that have less integration in globalization terms?

Social Networks for learning : wikis, blogs and tagging in education

Fast developments in information and communications technologies and changes in the behaviour of learners demand educational institutions to continuously evaluate their pedagogical approaches to the learning and teaching process, both in face-to-face and virtual classrooms.

Learning 2.0 : concepts and experiences with social networks and software

Peer-reviewed

A Forwarding Cooperation Protocol for Plain and Cluster-based Ad Hoc Networks

Peer-reviewed

Hajautetun sähköntuotannon verkostovaikutukset

Tässä kandidaatintyössä on käsitelty hajautetun sähköntuotannon verkostovaikutuksia eri näkökulmista. Työssä on esitelty keskeisimmät sähkötekniset vaikutukset jakeluverkkoon ja tarkasteltu vaikutuksia suojauksen, käyttövarmuuden, verkkoliiketoiminnan ja suunnittelun näkökulmasta. Tarkastelu osuuden lopuksi on esitetty yksinkertainen esimerkki pienvoimalan liittämisen vaikutuksista jakeluverkkoon. Työn lopuksi on otettu katsaus tuleviin vaikutuksiin tuotantoyksiköiden lisääntyessä jakeluverkoissa. Hajautettu sähköntuotanto mahdollistaa paikallisten energiavarojen hyödyntämisen sähköntuotantoon jakeluverkon alueella. Tämä tarkoittaa, että siirtoetäisyydet pienenevät, jolloin häviöt saadaan minimoitua. Haittapuolena tällaisessa järjestelmässä on epävarmuus jakeluverkon ja tuotantoyksiköiden käyttäytymisestä eri tilanteissa, kuten myös jännitteen nousu. Suojauksen toimivuus on myös suuri ongelma, koska sen täytyy toimia riippumatta siitä onko voimala verkossa vai ei. Suojauksen toiminta hajautetun tuotannon yhteydessä on epävarmaa ja selvästi tällä hetkellä suurin este järjestelmän laajempaan hyödyntämiseen.

Use of innovative High Voltage components in GOST standard market

In Russian there are more than twenty thousand primary substations 35/110 kV and 10/110 kV. According to the Government Plan of Power Industry Development until 2020 year more than hundred new substations will e installed every year and even more renewed. The goal of this Thesis is to find out in this business environment what are the technology opportunities of prefabricated substation modules in new substation or in modernization of old substations in Russia.

High voltage discharge for degradation of organic contaminants in water

The pulsed dielectric barrier discharge (PDBD) and pulsed corona discharge (PCD) were compared for their efficiency to degrade phenol in water solution. Results show that PCD has higher efficiency than PDBD to degrade phenol. When initial pH of water solution was elevated, phenol degradation in the PCD reactor was significantly enhanced, although no considerable effect was seen in the PDBD reactor. The PCD reactor was also able to degrade lignin significantly, both in synthetically prepared solution and in pulp and paper mill wastewater. Water temperature did not affect phenol degradation; however, lignin was better oxidized at lower temperature.

Supplier's position in project marketing networks

The present study explores relationships between project marketers and their customers in project marketing context. The purpose of the study is to increase the understanding on supplier’s position in project marketing networks. Project marketing is representing a high volume in the international business, and the industrial network approach and the project marketing research cannot fully explain a supplier’s position in project marketing networks. Increased knowledge on project networks can also contribute to industrial marketing research more generally. Data for the present study was collected firstly during the pilot case study from project buyers in the paper and the steel industry in interviews. Secondly an entire project marketing case concerning a steel industry case was used as a data source. The data included interviews, correspondence between the supplier and the buyer, and project documents. The data of the pilot case was analysed with contents analysis, and in the case a deeper analysis based on the developed Stage Dimension framework was used. Supplier’s position in project marketing networks is a hierarchical and dynamic concept including a supplier’s position on the highest level. The dimensions of the position concept are the intermediate level, and the dimensions are based on the underlying components. Supplier’s position is composed from four organization related dimensions, and two individual actor related dimensions. The composition of the supplier’s position varies during the project marketing process, and consequently the relative importance of the dimensions is changing over the process. Supplier’s position in project marketing networks is shaped by incremental and radical changes. Radical changes are initiated by critical events. The study contributes to the research of industrial networks and project marketing. The theoretical contribution of the study is threefold: firstly it proposes a structure of the position concept in project marketing networks, secondly it proposes the Position Stage Dimension Component (PSDC) model for the development of supplier’s position during the project marketing process, and thirdly the study widens the critical event concept to cover the project marketing process both on the organizational and individual level. In addition to the theoretical contributions there are several managerial implications for planning and implementing marketing strategies in the project context.

Design and evaluation of learning algorithms for dynamic resource management in virtual networks

Network virtualisation is considerably gaining attentionas a solution to ossification of the Internet. However, thesuccess of network virtualisation will depend in part on how efficientlythe virtual networks utilise substrate network resources.In this paper, we propose a machine learning-based approachto virtual network resource management. We propose to modelthe substrate network as a decentralised system and introducea learning algorithm in each substrate node and substrate link,providing self-organization capabilities. We propose a multiagentlearning algorithm that carries out the substrate network resourcemanagement in a coordinated and decentralised way. The taskof these agents is to use evaluative feedback to learn an optimalpolicy so as to dynamically allocate network resources to virtualnodes and links. The agents ensure that while the virtual networkshave the resources they need at any given time, only the requiredresources are reserved for this purpose. Simulations show thatour dynamic approach significantly improves the virtual networkacceptance ratio and the maximum number of accepted virtualnetwork requests at any time while ensuring that virtual networkquality of service requirements such as packet drop rate andvirtual link delay are not affected.

Sähkönjakeluverkon käyttövarmuuden kehittäminen

Diplomityössä tutkitaan sähkönjakelun käyttövarmuutta parantavia investointeja ja menetelmiä. Lopputuloksena saadaan selville mitkä ratkaisut soveltuvat teknistaloudellisesti parhaiten Imatran Seudun Sähkön jakeluverkkoon. Menetelmien kannattavuutta on tutkittu ensisijaisesti keskeytyskustannussäästöjen näkökulmasta. Sähkönjakeluverkon käyttövarmuus on tullut nykyisessä yhteiskunnassa yhä tärkeämmäksi tekijäksi. Kaikki keskijänniteverkosta aiheutuneet keskeytykset on alettu ottaa tammikuusta 2008 lähtien huomioon verkkoliiketoiminnan kohtuullisen tuoton laskennassa. Toisaalta Suomen jakeluverkot ovat vanhoja, eikä niitä ole suunniteltu käyttövarmuuden kannalta. Tilannetta voidaan parantaa mm. lisäämällä verkkoon automaatiota sekä ottamalla käyttövarmuus huomioon saneerauksia suunniteltaessa. Sähkönjakeluverkon käyttövarmuuden parantaminen on pitkän aikavälin prosessi. Tutkittujen investointien kannattavuuksista on tehty herkkyysanalyysi, joka ottaa huomioon korkotason ja KAH-arvojen vaihtelut. Investointien todellista vaikutusta käyttövarmuuteen voidaan seurata vertaamalla tulevia vikatilastoja tässä työssä tehtyyn nykytilatutkimukseen.

Contract manufacturing networks structure and supply chain management

The usual objectives that companies have for subcontracting are studied in this thesis. The case company’s objectives for contract manufacturing now and in the future are identified. The main objective of the thesis is to create a focused model for the structure and supply chain management in the contract manufacturing network. This model is made for case company’s certain profit center. The different possibilities and their advantages and disadvantages for the structure and supply chain management are examined trough a theoretical review of literature. The possibilities found are then examined from the case company’s point of view. The case company point of view is established based on the opinions of the case company’s representatives. The outcome of the thesis is that the star shaped structure with supply chain management centralized to case company would be the best choice for the case company to manage the contract manufacture network.