Artificial neural networks (ANN): prediction of sensory measurements from instrumental data

The objective of this study was to predict by means of Artificial Neural Network (ANN), multilayer perceptrons, the texture attributes of light cheesecurds perceived by trained judges based on instrumental texture measurements. Inputs to the network were the instrumental texture measurements of light cheesecurd (imitative and fundamental parameters). Output variables were the sensory attributes consistency and spreadability. Nine light cheesecurd formulations composed of different combinations of fat and water were evaluated. The measurements obtained by the instrumental and sensory analyses of these formulations constituted the data set used for training and validation of the network. Network training was performed using a back-propagation algorithm. The network architecture selected was composed of 8-3-9-2 neurons in its layers, which quickly and accurately predicted the sensory texture attributes studied, showing a high correlation between the predicted and experimental values for the validation data set and excellent generalization ability, with a validation RMSE of 0.0506.

Toisen jäte on toisen raaka-aine – Kierrätys ja uudelleenvalmistus taloudellisesti ja ekologisesti kestävänä liiketoimintamahdollisuutena

Toisen jäte on toisen raaka-aine – Kierrätys ja uudelleenvalmistus taloudellisesti ja ekologisesti kestävänä liiketoimintamahdollisuutena Väitöskirjatutkimus tarkastelee kierrätystä ja uudelleenvalmistusta sekä siihen perustuvaa kierrätysliiketoimintaa taloudellisesti ja ekologisesti kestävänä liiketoimintamahdollisuutena. Tässä kestävyys tarkoittaa jätekysymysten ratkaisemista tavalla, joka mahdollistaa kestävän kehityksen periaatteiden mukaisen yhteiskunnan kehittymisen. Jätteisiin liittyvät taloudelliset ja ekolo- giset kysymykset ovat merkittävä yhteiskunnallinen haaste. Tämä luo tarpeen tutkimukselle, jonka lähtökohtana on jätekysymysten moniulotteinen tarkas- telu ja yksittäisen yrityksen toiminnan suhteuttaminen osaksi laajempaa kokonaisuutta. Tässä tutkimuksessa jätteen hyödyntämistä materiaalina lähestytään sekä empiirisesti yrityksen näkökulmasta että teoreettisesti systeemiajattelun tarjoamasta laajemmasta perspektiivistä. Tutkimuksen tavoitteena on ymmär- tää kierrätystä ja uudelleenvalmistusta liiketoimintamahdollisuutena, niiden merkitystä yrityksessä, alueella ja kierrätystaloudessa sekä näiden vuorovai- kutteista suhdetta taloudelliseen ja ekologiseen kestävyyteen nähden. Tutki- muskysymys on tärkeä, koska siihen vastaamalla syvennetään ymmärrystä yrityksissä tapahtuvan kierrätyksen ja uudelleenvalmistuksen merkityksestä kestävämmän yhteiskunnan rakentumisessa. Tutkimuksen teoriaperusta pohjautuu teollisen ekologian kirjallisuuteen ja ekoteollisen kehityksen tutkimukseen. Kierrätysliiketoiminnan kestävyyden tarkastelu rakentuu tutkimuksessa teollisen ekologian ja ekoteollisen kehityk- sen lähtökohtana olevaan win-win-ajatteluun, jonka mukaan hyvä ympäristö- suorituskyky ja hyvä taloudellinen suorituskyky voivat vahvistaa toisiaan. Kierrätysliiketoiminnan teoreettisessa tarkastelussa keskeisiä elementtejä ovat kierrätystalouden malli, teollisen ekologian alueelliset systeemit, ekoteolliset verkostot ja yrityksen rooli teollista ekologiaa soveltavana toimijana. Tutki- muksen keskeisenä kontribuutiona on yritysnäkökulman integroiminen aiem- paa vahvemmin osaksi teollisen ekologian diskursseja. Kierrätysliiketoiminnan taloudelliseen ja ekologiseen kannattavuuteen ja sen myötä kestävyyteen liittyviä kysymyksiä on lähestytty tekemällä yritys- haastatteluja ja hyödyntämällä valmista haastatteluaineistoa. Tutkimusta varten haastattelin 10 kierrätysliiketoimintaa harjoittavaa yritystä vuosina 2007 ja 2008. Tämän lisäksi tutkimuksessa on hyödynnetty Turun ammatti- korkeakoulun ja Turku Science Parkin toteuttamassa RESU-hankkeessa (Kierrätysliiketoiminta ja resurssitehokkuus Varsinais-Suomen vahvuudeksi – RESU) vuosina 2013 ja 2014 kerättyä aineistoa. Hankkeessa haastateltiin yhteensä 25 jätemateriaalia hyödyntävää ja/tai tuottavaa yritystä. Aineistojen analysointimenetelmänä on sisällönanalyysi. Analyysin tulok- sena muodostettiin yhteensä viisi pääteemaa ja 12 alateemaa. Teemat kuvaavat kierrätysliiketoimintaa aiempaa moniulotteisemmin ja näin syventävät ymmär- rystä ilmiön merkityksestä kestävämmän yhteiskunnan rakentumisessa. Teolli- sen ekologian alaan kuuluvat kvalitatiiviset tutkimukset ovat melko harvinai- sia, joten tämän väitöstutkimuksen ilmeisenä vahvuutena on laadullisen tutkimusmenetelmän hyödyntäminen. Tutkimuksen tuloksena voidaan todeta, että kierrätystalouden kehittymistä edistävä kierrätysliiketoiminta on monimuotoista ja sisältää erilaisia liiketoi- mintamahdollisuuksia sekä arvoketjuja. Paikallistuntemus ja keskeinen sijainti jätemateriaalien tuottajien suhteen on tärkeä kriteeri kierrätysliiketoiminnassa, mutta jätemateriaaleja myös kuljetetaan pitkiä matkoja. Paikallisia tai alueelli- sia jätevirtoja hyödyntävä kierrätysliiketoiminta voi tukea alueellista kestä- vyyttä, mutta toisinaan myös keskitetty hyödyntäminen voi olla kestävä vaih- toehto. Yhteistyöverkostot ovat tärkeitä jätemateriaalin laadun ja saatavuuden näkökulmasta. Tutkimus osoittaa, että kierrätysliiketoimintaa harjoittavat yritykset ovat samalla sekä kierrätystalouden käytännön toimeenpanijoita että uuden toimintakulttuurin luojia. Tutkimuksen tulosten perusteella voidaan esittää johtopäätös, että kierrä- tysliiketoiminta on taloudellisesti ja ekologisesti kannattava liiketoimintamah- dollisuus. Win-win-ratkaisut eivät kuitenkaan takaa kierrätysliiketoiminnan kestävyyttä. Kierrätysliiketoiminnan kestävyyden arvioiminen edellyttää laajaa perspektiiviä ja toiminnan vaikutusten suhteuttamista mittakaavaan, ajalliseen ulottuvuuteen, interventioon ja sosiaalisiin kysymyksiin. Teolliseen ekologiaan perustuva kierrätysliiketoiminta luo mahdollisuuksia edistää kestävyyttä, joten tällä perusteella kierrätystä ja uudelleenvalmistusta voidaan pitää kestävänä liiketoimintamahdollisuutena. Avainsanat: kierrätysliiketoiminta, kierrätys, uudelleenvalmistus, systeemiajattelu, teollinen ekologia, ekoteollinen kehitys, kierrätystalous, win-win-ajattelu, kestävyys One company's waste is another's raw material –Recycling and remanufacturing as an economically and environmentally sustainable business opportunity The thesis investigates whether product recycling and remanufacturing can serve as a business opportunity that is economically and ecologically sustaina- ble. In this effort, my idea is to contribute to solving the waste issue in a manner that makes it possible to strive toward sustainable societal develop- ment. The economic and ecological questions associated with waste flows are a significant challenge. The complexity of the issue requires a multidimen- sional approach in which the operation of an individual company is viewed in the context of the larger societal system. In this thesis waste utilization as a resource with value is considered both from an empirical perspective on the firm as well as from a more general viewpoint offered by systems analysis. The objective of the thesis is to under- stand recycling and remanufacturing as a business opportunity. The thesis considers the meaning of recycling and remanufacturing for a single company, for the region the company is located and for the recycling economy. The objective of this study is important for it enhances the understanding of the product recycling and remanufacturing processes that take place within busi- ness organizations and how these processes affect societal sustainable development. The theoretical basis arises from industrial ecology and from the literature on eco-industrial development. The business-economic win-win situation and this vision serve as the basic position from which recycling business is inves- tigated in the thesis. In the theoretical discussion, key elements are recycling economy model, regional and local industrial ecosystems, eco-industrial networks and the role of a company as an actor that applies industrial ecology in practice. The main contribution of this study lies in integrating the company perspective more strongly into the industrial ecology discourses. The recycling business has been studied by conducting interviews in companies and by secondary analysis of an existing interview material. During 2007 and 2008 I made 10 interviews in companies that are active in recycling business. In addition, I used interview material gathered for the project “Recycling business and resource efficiency as the strength of Southwest Finland” (RESU) by Turku University of Applied Sciences and Turku Science Park during the period 2013–2014. This data covers altogether 25 businesses that either utilize and/or produce waste materials. The data has been analyzed using the content analysis method. This process led to the development of 5 main themes and 12 sub-themes. These themes describe the recycling business multi-dimensionally and thus understanding of the phenomenon and its role in building a sustainable society are substantially deepened in this research. In the field of industrial ecology qualitative studies are relatively rare and therefore the qualitative research approach is an evident strength of the thesis. The results show that the recycling business activity supporting recycling economy has diverse dimensions including various business opportunities and diverse value chains. The results show that for waste producers it is important to know the local situational factors and to have a central geographical location. Waste materials are, however, transported over long distances as well. The study indicates that local waste flow utilization can support regional sustainability, while occasionally a more centralized utilization can be sustain- able. Collaboration networks are important to secure the quality and availabil- ity of utilizable waste materials. The thesis demonstrates that the companies practicing recycling business serve simultaneously as actors that implement recycling economy and enhance a new operation culture within the business community. The overall conclusion of the thesis argues that recycling business is a business opportunity that can support both an economically and environmen- tally viable business operation. However, win-win solutions do not secure the sustainability of recycling business. The sustainability evaluation of recycling business requires a holistic systems perspective. The actions undertaken need to be considered with changing spatial and temporal system boundaries, societal intervention and placed in the context of relevant societal issues. Industrial ecology -based recycling business creates opportunities for sustain- ability and thus recycling and remanufacturing present an opportunity for sustainable business. Keywords: Recycling business; Recycling; Remanufacturing, Systems thinking; Industrial ecology; Eco-industrial development; Recycling Economy; Win-Win thinking; Sustainability

Energy Management System for LVDC Island Networks

Recent developments in power electronics technology have made it possible to develop competitive and reliable low-voltage DC (LVDC) distribution networks. Further, islanded microgrids—isolated small-scale localized distribution networks— have been proposed to reliably supply power using distributed generations. However, islanded operations face many issues such as power quality, voltage regulation, network stability, and protection. In this thesis, an energy management system (EMS) that ensures efficient energy and power balancing and voltage regulation has been proposed for an LVDC island network utilizing solar panels for electricity production and lead-acid batteries for energy storage. The EMS uses the master/slave method with robust communication infrastructure to control the production, storage, and loads. The logical basis for the EMS operations has been established by proposing functionalities of the network components as well as by defining appropriate operation modes that encompass all situations. During loss-of-powersupply periods, load prioritizations and disconnections are employed to maintain the power supply to at least some loads. The proposed EMS ensures optimal energy balance in the network. A sizing method based on discrete-event simulations has also been proposed to obtain reliable capacities of the photovoltaic array and battery. In addition, an algorithm to determine the number of hours of electric power supply that can be guaranteed to the customers at any given location has been developed. The successful performances of all the proposed algorithms have been demonstrated by simulations.

A Study of Multicast Performance in IEEE 802.11 Wireless Local Area Networks

Langattomat lähiverkot ovat yleistyneet ja monin paikoin niillä pyritään täysin korvaamaan perinteiset kaapeloidut verkot. Samalla verkoissa välitettävät palvelut monipuolistuvat. Etenkin interaktiivisten sisältöjen ja viiveriippuvaisten palvelujen välittämisessä korostuvat verkolle asettavat vaatimukset suorituskyvystä ja palveluntasosta. Radiotaajuuksilla tapahtuva tiedonsiirto on ongelmallista siirtomedian jaetun luonteen vuoksi. Käytettäessä ympärisäteileviä antenneja jokainen kantomatkan päässä oleva asema kuulee lähetyksen, vaikkei se olisi sille suunnattu. Tämä luo turvallisuusongelman, mutta lisäksi heikentää tehokkuutta, koska nykyisellä antenniteknologialla vain yksi asema kerrallaan voi lähettää häiriöttä kantoalueellaan. Täsmälähetykset yhden lähteen ja useiden kohteiden välillä luovat erillisiä siirtolinkkejä. Olisi luontevampaa luoda yksi lähetysvirta, johon useat vastaanottajat voivat kytkeytyä. Kaistan säästön vastapainona on tarve luoda ja ylläpitää näitä yhteyksiä. Käyttäjien liikkuvuuden ja siirtotien vaihtelevien ominaisuuksien vuoksi langattoman verkon rakenne ja rajat ovat epäselviä. Näihin haasteisiin on vastattava sekä protokolla- että sovellustasolla. Tässä tutkielmassa käydään ensin läpi IEEE 802.11 -standardin mukaisen langattoman verkon perusteet ja sen ominaisuuksiin liittyvät tyypilliset ongelmakohdat. Yleis- ja ryhmälähetyksiä tarkastellaan ensin perinteisessä IEEE 802.3 standardin mukaisessa langallisessa lähiverkossa ja selvitetään, miten vastaavat ominaisuudet toteutuvat IEEE 802.11 standardien mukaisissa langattomissa verkoissa. Käyttötapaustutkimuksissa keskitytään rajatussa ympäristössä tapahtuviin ryhmälähetyksiin. Erityisesti tutkitaan langattomien ryhmälähetysten käyttökelpoisuutta sekä langattoman ympäristön asettamia erityisvaatimuksia.

Helsinki hub – new traffic flows and business networks

This thesis is the Logistics Development Forum's assignment and the work dealing with the development of the Port of Helsinki as part of Helsinki hub. The Forum aims to develop logistics efficiency through public-private co-operation and development of the port is clearly dependent on both factors. Freight volumes in the Port of Helsinki are the biggest single factor in hub and, therefore, the role of the port of the entire hub development is strong. The aim is to look at how the port will develop as a result of changes in the foreign trade of Finland and the Northern European logistics trends in 25 years time period. Work includes the current state analysis and scenario work. The analyses are intended to find out, which trends are the most important in the port volume development. The change and effect of trends is examined through scenarios based on current state. Based on the work, the structure of Finnish export industry and international demand are in the key role in the port volume development. There is significant difference between demands of Finnish exporting products in different export markets and the development between the markets has different impacts on the port volumes by mass and cargo type. On the other hand, the Finnish economy is stuck in a prolonged recession and competition between ports has become a significant factor in the individual port's volume development. Ecological valuesand regulations have changed the competitive landscape and maritime transport emissions reductions has become an important competitive factor for short routes in the Baltic Sea, such as in the link between Helsinki and Tallinn.

Relay protection in active distribution networks

Increasingly growing share of distributed generation in the whole electrical power system’s generating system is currently a worldwide tendency, driven by several factors, encircling mainly difficulties in refinement of megalopolises’ distribution networks and its maintenance; widening environmental concerns adding to both energy efficiency approaches and installation of renewable sources based generation, inherently distributed; increased power quality and reliability needs; progress in IT field, making implementable harmonization of needs and interests of different-energy-type generators and consumers. At this stage, the volume, formed by system-interconnected distributed generation facilities, have reached the level of causing broad impact toward system operation under emergency and post-emergency conditions in several EU countries, thus previously implementable approach of their preliminary tripping in case of a fault, preventing generating equipment damage and disoperation of relay protection and automation, is not applicable any more. Adding to the preceding, withstand capability and transient electromechanical stability of generating technologies, interconnecting in proximity of load nodes, enhanced significantly since the moment Low Voltage Ride-Through regulations, followed by techniques, were introduced in Grid Codes. Both aspects leads to relay protection and auto-reclosing operation in presence of distributed generation generally connected after grid planning and construction phases. This paper proposes solutions to the emerging need to ensure correct operation of the equipment in question with least possible grid refinements, distinctively for every type of distributed generation technology achieved its technical maturity to date and network’s protection. New generating technologies are equivalented from the perspective of representation in calculation of initial steady-state short-circuit current used to dimension current-sensing relay protection, and widely adopted short-circuit calculation practices, as IEC 60909 and VDE 0102. The phenomenon of unintentional islanding, influencing auto-reclosing, is addressed, and protection schemes used to eliminate an sustained island are listed and characterized by reliability and implementation related factors, whereas also forming a crucial aspect of realization of the proposed protection operation relieving measures.

Benefits of a low-cost one-phase current distortion detection device in appliance supply in low-voltage residential networks

In this bachelor’s thesis are examined the benefits of current distortion detection device application in customer premises low voltage networks. The purpose of this study was to find out if there are benefits for measuring current distortion in low-voltage residential networks. Concluding into who can benefit from measuring the power quality. The research focuses on benefits based on the standardization in Europe and United States of America. In this research, were also given examples of appliances in which current distortion detection device could be used. Along with possible illustration of user interface for the device. The research was conducted as an analysis of the benefits of current distortion detection device in residential low voltage networks. The research was based on literature review. The study was divided to three sections. The first explain the reasons for benefitting from usage of the device and the second portrays the low-cost device, which could detect one-phase current distortion, in theory. The last section discuss of the benefits of usage of current distortion detection device while focusing on the beneficiaries. Based on the result of this research, there are benefits from usage to the current distortion detection device. The main benefitting party of the current distortion detection device was found to be manufactures, as they are held responsible of limiting the current distortion on behalf of consumers. Manufactures could adjust equipment to respond better to the distortion by having access to on-going current distortion in network. The other benefitting party are system operators, who would better locate distortion issues in low-voltage residential network to start prevention of long-term problems caused by current distortion early on.

Information management in aircraft maintenance

Well managed information promotes competitive advantage and economic value for the company. The challenge is to use information effectively in complex networks. Decision making in network is complicated due to many independent sources of information. The aim of the present study was to identify and map the internal information flows and used information resourced by functions and roles, to make proposals to the case organization to improve the information management and to improve the situational awareness and process flows. In the present study, an inductive approach was applied, with the aim to find out gaps and bottlenecks of information flow of an aircraft maintenance organization and its network. The empirical part was conducted with observing the processes and with questionnaires. Theoretical part of this study consists on reviewing relevant literature on maintenance management in aviation and information management in aviation. Together with empirical evidence and the literature used in the study the gaps were found and suggestions for improvements were done. The outcome of this study contributes the organization in its bigger goal to improve the productivity. The information management of the network is one actor in the field and will pave the way to smoother operation and situational awareness. The lack of rules and requirements for information management and spreading is a challenge in information management. The excessive data overburden may cause problem in the actors’ situation-awareness due to non-availability of the right information.

Pretraining Convolutional Neural Networks for Visual Recognition

Convolutional Neural Networks (CNN) have become the state-of-the-art methods on many large scale visual recognition tasks. For a lot of practical applications, CNN architectures have a restrictive requirement: A huge amount of labeled data are needed for training. The idea of generative pretraining is to obtain initial weights of the network by training the network in a completely unsupervised way and then fine-tune the weights for the task at hand using supervised learning. In this thesis, a general introduction to Deep Neural Networks and algorithms are given and these methods are applied to classification tasks of handwritten digits and natural images for developing unsupervised feature learning. The goal of this thesis is to find out if the effect of pretraining is damped by recent practical advances in optimization and regularization of CNN. The experimental results show that pretraining is still a substantial regularizer, however, not a necessary step in training Convolutional Neural Networks with rectified activations. On handwritten digits, the proposed pretraining model achieved a classification accuracy comparable to the state-of-the-art methods.

The role of diaspora networks in opportunity exploitation by ethnic entrepreneurs in Finland

The thesis explores the role of diaspora network in opportunity exploitation by ethnic entrepreneurs in Finland. The purpose of this study is to how ethnic entrepreneurs in Finland can exploit diaspora networks and how significant support of these networks in comparison with governmental and other official institutional support. Increased mobility of the global population and number of immigrants all around the world contribute into interest of academics to this topic. At the same time, in comparison with other European countries for Finland this phenomenon is new. However, increasing number of immigrants add to academic interest to this topic. The theoretical background of this thesis consists of the collection of studies done on diaspora networks and ethnic entrepreneurs as internationally as in Finland. The concept of cooperation between diaspora and ethnic entrepreneurs describes how diaspora can support ethnic entrepreneur and emphasize importance of diaspora ties for business. At the end of the theoretical section theoretical a special grid was proposed as summary of the academic literature review. The empirical research for this study is based on the interviews with five ethnic entrepreneurs in Finland. Empirical data was analyzed and compared with the similar studies done internationally. During the interviews analyses were stressed aspects of the significance of governmental and other official institutional support. During the interviews analyses were stressed aspects of the significance of the governmental and other official institutional support. According to the main findings diaspora can play positive and in some cases crucial role in the business of ethnic entrepreneurs in Finland. Moreover, diaspora can be a facilitator of internationalization of ethnic entrepreneurs. At the same time, there are several factors which might increase or decrease role of diaspora. The ways of the utilization of diaspora network were combined in the empirical grid. The study enhance understanding of the challenges of ethnic entrepreneurs and provides certain recommendations for the policy makers, ethnic entrepreneurs and managers of official institutions involved in cooperation with ethnic entrepreneurs

The Role Of Social Networks In New Venture Internationalization: Case Of Russian And Finnish Firms

The purpose of current master thesis research is to investigate the role of social networks in internationalization of Russian and Finnish firms. Literature review of existing empirical researches on the topic is conducted in order to identify the gap, which is fulfilled by empirical research of 4 Russian and 1 Finnish firm that have established international operations no later than 8 years since their foundation. In-depth semi-structured interviews have shown that business network has been an influencing factor in firms’ internationalization and that even if social network is not the driver of internationalization, it becomes important when a company has established international presence and is working on its enlargement. The study has both theoretical and practical contribution by contributing to research of Russian and Finnish firms’ internationalization and by showing examples of successful foreign market entry of companies from different industries. General practical implication of current thesis is that it shows the efficient ways of entrepreneurs’ social network usage in business development in international scope.

Managing Finnish-Russian Business Relationships and Networks During Conflicts

This thesis examines management of business relationships during conflicts. The context of this study is the international political conflict which started in 2013 and is still affecting international trade relations in 2016. More specifically, this study researches the effects of the conflict in Finnish-Russian trade. The research aim is to identify the implications of a political conflict in the Finnish-Russian business relationships and networks. Furthermore, the study will explore how does a company adapt or overcome the challenges and barriers posed by the international business environment. This research combines relevant theories in management of business relationships and networks in order to review the research data through a critical research frame. The theoretical frameworks are different structures of business relationship development processes, various stages of interaction, and characteristics and functions of business relationships. Moreover, this study will examine the effect of interdependency, commitment and trust in trade relations. Also, what are the important exchange processes and how do these processes affect business relationship and overall performance of joint business operations. Qualitative single case study method was used in this research. Case company was a Finnish multinational company. To understand the changes, the data was collected and analysed through process research approach by pattern-matching and drawing temporal bracketing over two different periods of time, first period in years 2011-2013 and second period in years 2014-2016. Empirical data was collected through a semi-structured interview and additional data was collected from internal and external secondary data sources. The findings of the study confirmed the relationship between trade and conflict. However, the effects are not significant for a company in grocery retail industry which has had earlier experience in Russia and has managed its business relationships and operations effectively. Macroeconomic factors affect companies operating in foreign dynamic markets and in order to sustain changes and to adapt, companies should invest in their business relationships. Trust-based relationships and a higher level of commitment allow companies to have more efficient and beneficial outcomes before and during uncertainty. Furthermore, well-maintained and coordinated business relationships provide the ability to adapt and overcome challenges during uncertainty. Such relationships have information, financial and social exchange processes which allow the partnering firms to have successful business relationship management in dynamic market environments.

On the edge : exploring homeless women's social networks

This thesis aims to uncover the ways that previously homeless women in the Niagara region are able (or unable) to rely on friends, family and service providers in times of crisis (homelessness and poverty). Eleven women were interviewed and their experiences indicate that social networks cannot take the place of comprehensive and inclusive social policy. Time and time again, their stories showed that they were left negotiating the detritus of neo-liberal policies.