913 resultados para Nearest Neighbour


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The development of bioenergy on the basis of wood fuels has received considerable attention in the last decades. The combination of large forest resources and reliance on fossil fuels makes the issue of wood chips usage in Russia an actual topic for the analysis. The main objective of this study is to disclose the current state and perspectives for the production of wood chips and their usage as a source of energy in the North-West of Russia. The study utilizes an integrated approach to explore the market of wood chips on the basis of comprehensive analysis of documentation and expert opinions. The analysis of wood chips market was performed for eight regions of the North-West district of Russia within two major dimensions: its current state and perspectives in the nearest five years. The results of the study show a comprehensive picture of the wood chips market, including the potential for wood chips production, the specific features of production and consumption and the perspectives for the market development within the regions of the North-West district of Russia. The study demonstrated that the market of wood chips is underdeveloped in the North-West of Russia. The findings of the work may be used by forest companies for the strategic planning.

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Tässä tutkimuksessa tarkastellaan vanhempien havaintoja ja käsityksiä lapsen sosiaalisesta kompetenssista. Lapsen sosiaalisesta kompetenssista tarkastelun kohteena ovat erityisesti vertaissuhteet, sosiaaliset taidot ja sosiaalinen käyttäytyminen. Tarkoituksena on selvittää vanhempien näkemyksiä lapsen sosiaalisesta verkostosta ja lapsesta sosiaalisena toimijana. Kiinnostuksen kohteena on myös, miten vanhemmat vaikuttamaan lapsen sosiaaliseen kompetenssiin. Vanhempien vaikutuksessa voidaan erottaa epäsuora ja suora vaikutus. Vanhempien epäsuoraan vaikutukseen kuuluvat perheen sosioekonomiset tekijät, vanhemmuuteen ja lastenkasvatukseen liittyvät käytännöt sekä lapsen ja vanhemman välinen vuorovaikutus. Suora vaikutus sisältää vanhempien eri roolit ja tehtävät sosiaalisen kompetenssin edistämiseksi. Vanhempien epäsuorilla ja suorilla vaikutustavoilla on havaittu olevan merkittävää vaikutusta lapsen sosiaalisen kompetenssiin muotoutumiseen ja sen laatuun. Tutkimuksessa selvitetään vertaissuhdeongelmaisten ja ei-ongelmaisten lasten vanhempien välisiä eroja näissä vaikutustavoissa. Tutkimuksessa hyödynnetään kyselylomake- ja haastatteluaineistoja. Kyselylomakeaineisto (N=156) kerättiin ”Origins of Exclusion in Early Childhood”-tutkimusprojektissa, jossa tutkittiin lasten vertaissuhteita, sosiaalisia taitoja sekä sosiaalista käyttäytymistä kolmen vuoden seurantatutkimuksena päiväkodista kouluun. Perhekysely toteutettiin lasten ollessa kuusivuotiaita. Vanhempien haastatteluaineisto (N=55) koostuu projektissa mukana olleiden lasten vanhempien teemahaastatteluista. Perhekyselyä analysoidaan tilastollisin analyysimenetelmin. Laadullisen aineiston analyysimenetelmänä käytetään sisällönanalyysia. Vanhempien käsityksissä lasten sosiaalinen verkosto rakentui kotiympäristössä, koulussa, päiväkodissa sekä suvun ja harrastusten parissa muodostuneista suhteista. Tutkimustulosten perusteella on havaittavissa, että vertaissuhdeongelmaisten ja ei-ongelmaisten lasten sosiaaliset verkostot ovat osin erilaiset. Vanhempien arviointien mukaan myös lasten sosiaalisissa taidoissa, käyttäytymisessä, asennoitumisessa sosiaaliseen kanssakäymiseen sekä ryhmään ja leikkeihin liittyvissä strategioissa on eroavaisuuksia. Tutkimuksen pohjalta voidaan todeta, että vanhemmat pystyvät arvioimaan hyvin yksityiskohtaisesti lapsensa sosiaalisia taitoja ja käyttäytymistä. Kaikilla vanhemmilla ei kuitenkaan ollut riittävästi tietoa lasten kaveripiiristä tai sen laadusta eikä lasten sosiaalisesta orientaatiosta. Vanhempien epäsuorissa vaikutustavoissa oli eroja, mutta myös yhtäläisyyksiä. Sosioekonomisia tekijöitä koskevan tarkastelun perusteella vertaissuhdeongelmaisten lasten perheiden taloudelliset ongelmat, isien työttömyys ja lapsen erityisen tuen tarve olivat yhteydessä lapsen sosiaalisten suhteiden ongelmiin. Lähes kaikki tutkimukseen osallistuneet vanhemmat kokivat vanhemmuuden ja kasvatustehtävän kuitenkin hyvin myönteisenä ja tyytyväisyyttä tuottavana asiana elämässä. Valtaosa vanhemmista piti lapsen ja aikuisen välistä vuorovaikutusta positiivisena, vaikka lapsen kanssa ei aina ollutkaan helppoa tulla toimeen. Tyytyväisyydestä huolimatta äidit näkivät itsessään enemmän kehittymisen tarpeita vanhempana kuin isät. Vanhemmuudessa korostuivat ohjaaminen ja kontrolli, mutta myös hoiva, lämpö ja vastavuoroisuus. Hoiva ja lämpö sekä rajojen asettaminen askarruttivat vanhempia suuresti. Vertaissuhdeongelmaisten lasten vanhemmat tarvitsisivat opastusta ohjaavan vanhemmuuden löytämiseksi. Vertaissuhdeongelmaisten lasten vanhemmat kuvasivat kasvatuksen kuormittavuutta, ajan puutetta sekä muuntuvaa isyyttä ja äitiyttä ei-ongelmaisten lasten vanhempia enemmän. Työn ja perheen yhteensovittamisen vaikeus tuli myös esille vanhempien kuvauksissa. Kyvykkään vanhemmuuden kannalta epävirallinen läheisistä muodostunut tukiverkosto on tärkeä vanhemman apu ja kasvatuksen turva. Ensisijaisena tukitahona on epävirallinen verkosto, joka koostuu ystävistä, tuttavista, työtovereista, puolisosta ja omista vanhemmista. Vertaissuhdeongelmaisten lasten vanhempien mukaan arjen tukea ei kuitenkaan ole aina saatavilla, eikä tukiverkosto tyydyttänyt vanhempia. Vanhempien käsityksissä perheen vuorovaikutus sujui hyvin ja vastuu kodista ja kasvatustehtävästä oli molemmilla vanhemmilla tasavertaisesti. Käytännön vastuu kasvatuksesta sekä erilaisten taitojen opettamisesta lapsille kuului äitien tehtäviin. Vanhempien näkemyksissä lapsen sosiaalinen maailma rakentui lähiympäristön tarjoamista mahdollisuuksista. Vanhempien suoriin vaikutustapoihin liittyvien tulosten mukaan vanhemmat pitävät harrastuksia merkittävänä sosiaalista kompetenssia edistävänä tekijänä. Ei-ongelmaisilla lapsilla oli enemmän ja monipuolisempia harrastuksia kuin ongelmaisilla lapsilla. Vaikka vanhemmat eivät mieltäneetkään omaa toimintaansa kaveripiiriin ohjaamiseksi, heillä useinkin oli runsaasti erilaisia rooleja ja tehtäviä sosiaalisten suhteiden ja sosiaalisten taitojen opettamisessa. Lapsen sosiaalisten suhteiden organisoinnissa, ohjaamisessa, valvonnassa ja neuvonnassa oli vanhempiryhmien välillä eroja. Vertaissuhdeongelmaisten lasten vanhemmat eivät olleet riittävän hyvin perillä lapsen taidoista ja kyvykkyydestä tuottaakseen oikea-aikaista ohjausta ja tukeakseen lasta riittävästi sopivilla tavoilla. Vanhempien toimintaa näyttää ohjaavan vakaasti se uskomus, että lapsen kaverisuhteet ovat pelkästään hänen oma asiansa. Vanhemmat arvostivat paljon sosiaalisia taitoja ja pyrkivät opettamaan niitä lapsilleen systemaattisesti. Ohjaamisen tavoissa vanhemmat poikkesivat toisistaan. Tutkimus antaa viitteitä, että eiongelmaisten lasten vanhemmat ovat sensitiivisempiä, vastavuoroisempia ja lapsen näkökulmaa ja tarpeita lähtökohtanaan pitäviä sekä tunnetaitoihin ja tunnetilan käsittelyyn keskittyvämpiä kuin ongelmaisten lasten vanhemmat. Vanhempien ja lasten vuorovaikutuksen vaikeudet, ylimalkainen ja epäjohdonmukainen sosiaalisten taitojen, käyttäytymisen sekä suhteiden ohjaus sekä monet perheen voimavarojen puutteet voivat haitata vakavasti lapsen sosiaalisen kompetenssin kehittymistä. Vanhemmilla on kuitenkin taitoa arvioida lapsensa sosiaalista kyvykkyyttä ja halua toimia hyvin kasvatustehtävässään. Vanhemmuuden tukemisessa olisivatkin tärkeitä epävirallisen tukiverkoston lisäksi lähiympäristön perheille ja lapsille suunnatut palvelut, monitahoinen yhteistyö perheiden, lasten ja heidän kanssaan työskentelevien ammattilaisten kesken sekä yhteiskunnan perheitä koskevat säädökset ja tukitoimet.

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Pray and work. The development of Onni Puhakka: from innovator to nonconformist This ethnological biographical study examines the modernization which began in the mid-1800s, continued into the mid-1900s, and has changed Finnish society in many ways. This era has been studied on a general level quite extensively, but this work explores the life and everyday experiences of Onni Puhakka (1870−1955), a farmer who spent most of his life in the town of Liperi. The goal is to find new perspectives on the development of the modernization process in society through the experiences of an individual. In this study, a central theme is the rural co-operative movement represented in Finland by Pellervo as well as its development in this country and as a significant undertaking in Onni Puhakka’s life. The co-operative movement was one of the most significant sectors affecting modernization in rural communities. The main character in the study is the grandfather of the present author, and thus this research belongs to the newly accepted ethnological research tradition of studying one’s own community. Written documents, mainly collected and preserved by Onni Puhakka himself during his lifetime, form the research material. The material consists mainly of Puhakka’s extensive correspondence, personal notes and diaries, documents related to his farm, and photographs taken by him. Earlier research and other written material examining the general development of the period were used to provide a background for the study. The co-operative movement formed a comprehensive ideology for Onni Puhakka, in which the possibilities for the development of both individuals and the community were combined. His life was based on a religious conviction, and he felt that the co-operative movement was the application of Christian love for one’s neighbour in practice. At the beginning of his active working career, Puhakka was an innovator, a reformer at the forefront of progress, but quite soon he became a sworn critic of the development of the co-operative movement in particular. One of Puhakka’s criticisms of the co-operative movement was the shifting of decision-making power to professional managers and central organizations, far from the reach of local actors. A fundamental reason for his dissatisfaction was the development within the co-operative movement in which the ideological background was forgotten, and economic goals and making a profit took an excessive significance. This assessment of the co-operative movement made by Onni Puhakka and his predictions about its development were not unfounded. This has been shown by several studies examining the development of both the Pellervo and working class cooperative movements. The professionalization of management, managerialism, as well as the direct links between professional managers of local co-operatives and central organizations have lead to the situation in which fewer and fewer people make the decisions, and management has as its goal economic success and growth. Co-operative enterprises that have grown in size have become estranged from the everyday life of their members. Instead of taking care of relations with the membership of the co-op, competitive ability and the market share have become the most important concerns of the management. As the membership has become alienated, their interest in large-scale co-ops has also become largely economic. A significant change among the membership of the Pellervo movement occurred at the stage when the co-operative movement shifted from rural areas to urban centres. This meant that the commitment of the membership became much looser than it had been in the farmers’ production and consumer co-ops. From the point of view of its members, the nature of the co-operative movement has become diametrically opposed to its point of departure: the active members who previously formed the subject of the co-operative movement have become the object of the economic activities of that same movement. The co-operative movement has been transformed from the progressive agent of change of its early years into a business activity which no longer has any significant task as a social reformer. This study confirms the observations of the latest research on modernization which states that modernization has not been a straightforward and inevitable development that has lead to the present situation. For example, the criticism directed by Puhakka toward the co-operative movement includes information that shows that a few others who were initially actively involved also criticized the development of the movement. Despite his occasional frustration, Onni Puhakka continued his criticism and attempts to get the co-operative movement to change its course and return to its ‘roots’. In the early years of the cooperative movement he probably did not differ much from the other pioneers in the sense that many of them had adopted and internalized the same values and motive for being involved that he had. However, Puhakka differed from his colleagues in the sense that he was able to believe in what he called the “fundamental values” of the co-operative movement longer than many of them.

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This paper aims to assess the effectiveness of ASTER imagery to support the mapping of Pittosporum undulatum, an invasive woody species, in Pico da Vara Natural Reserve (S. Miguel Island, Archipelago of the Azores, Portugal). This assessment was done by applying K-Nearest Neighbor (KNN), Support Vector Machine (SVM) and Maximum Likelihood (MLC) pixel-based supervised classifications to 4 different geographic and remote sensing datasets constituted by the Visible, Near-Infrared (VNIR) and Short Wave Infrared (SWIR) of the ASTER sensor and by digital cartography associated to orography (altitude and "distance to water streams") of which the spatial distribution of Pittosporum undulatum directly depends. Overall, most performed classifications showed a strong agreement and high accuracy. At targeted species level, the two higher classification accuracies were obtained when applying MLC and KNN to the VNIR bands coupled with auxiliary geographic information use. Results improved significantly by including ecology and occurrence information of species (altitude and distance to water streams) in the classification scheme. These results show that the use of ASTER sensor VNIR spectral bands, when coupled to relevant ancillary GIS data, can constitute an effective and low cost approach for the evaluation and continuous assessment of Pittosporum undulatum woodland propagation and distribution within Protected Areas of the Azores Islands.

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Sähkönkulutuksen kasvaessa jakeluverkossa syntyy yhä enemmän jännitteenalenemia, jotka ylittävät sähkön laatustandardin asettamat raja-arvot. Jännitteenalenemista kärsivät etenkin syrjäseuduilla asuvat ihmiset, joiden käyttökohteet sijaitsevat kaukana jakelumuuntajasta. Perinteinen tapa on ollut kasvattaa syöttävän jakelukaapelin poikkipinta-alaa ja vaihtaa jakelumuuntaja suurempaan ongelman ratkaisemiseksi, mutta investointi on kuitenkin kallis eikä välttämättä maksa itseään koskaan takaisin. On myös mahdollista, että aiempaa suuremman muuntajan tyhjäkäyntihäviöillä on huonontava vaikutus järjestelmän energiatehokkuuteen. Tällöin voi olla kokonaistaloudellisesti kannattavampaa liittää sähköverkkoon laite, jolla voidaan korjata jännitteenalenemia. Diplomityössä tutkitaan säästömuuntajaan perustuvaa jännitteenkorotinta, jolla voidaan vähentää jakeluverkon jännitteenalenemien aiheuttamia haittoja. Työssä tutkitaan laitteen eri kytkintopologioita sekä niiden ohjausmenetelmiä, joilla voidaan muuttaa säästömuuntajan käämikierrosmääriä sen ollessa kuormitettuna.

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The aim of this study was to compare the hydrographically conditioned digital elevation models (HCDEMs) generated from data of VNIR (Visible Near Infrared) sensor of ASTER (Advanced Spaceborne Thermal Emission and Reflection Radiometer), of SRTM (Shuttle Radar Topography Mission) and topographical maps from IBGE in a scale of 1:50,000, processed in the Geographical Information System (GIS), aiming the morphometric characterization of watersheds. It was taken as basis the Sub-basin of São Bartolomeu River, obtaining morphometric characteristics from HCDEMs. Root Mean Square Error (RMSE) and cross validation were the statistics indexes used to evaluate the quality of HCDEMs. The percentage differences in the morphometric parameters obtained from these three different data sets were less than 10%, except for the mean slope (21%). In general, it was observed a good agreement between HCDEMs generated from remote sensing data and IBGE maps. The result of HCDEM ASTER was slightly higher than that from HCDEM SRTM. The HCDEM ASTER was more accurate than the HCDEM SRTM in basins with high altitudes and rugged terrain, by presenting frequency altimetry nearest to HCDEM IBGE, considered standard in this study.

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In this thesis, a classi cation problem in predicting credit worthiness of a customer is tackled. This is done by proposing a reliable classi cation procedure on a given data set. The aim of this thesis is to design a model that gives the best classi cation accuracy to e ectively predict bankruptcy. FRPCA techniques proposed by Yang and Wang have been preferred since they are tolerant to certain type of noise in the data. These include FRPCA1, FRPCA2 and FRPCA3 from which the best method is chosen. Two di erent approaches are used at the classi cation stage: Similarity classi er and FKNN classi er. Algorithms are tested with Australian credit card screening data set. Results obtained indicate a mean classi cation accuracy of 83.22% using FRPCA1 with similarity classi- er. The FKNN approach yields a mean classi cation accuracy of 85.93% when used with FRPCA2, making it a better method for the suitable choices of the number of nearest neighbors and fuzziness parameters. Details on the calibration of the fuzziness parameter and other parameters associated with the similarity classi er are discussed.

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For the past two decades the music digitalization has been considered the most significant phenomenon in the music industry as the physical sales have been decreasing rapidly. The advancement of the digital technology and the internet have facilitated the digitalization in the music industry and affected all stages of the music value chain, namely music creation, distribution and consumption. The newly created consumer culture has led to the establishment of novel business models such as music subscriptions and à-la-carte downloads websites and live streaming. The dynamic digital environment has presented the music industry stakeholders with the challenge to adapt to the requirements of the constantly changing modern consumers’ needs and demands. The purpose of this study was to identify how music digitalization can influence change in the Finnish music industry value chain; i.e. how digitalization affects the music industry stakeholders, their functions and inter-relatedness and how the stakeholders are able to react to the changes in the industry. The study was conducted as a qualitative research based entirely on primary data in the form of semi-structured interviews with experts from different units of the Finnish music industry value chain. Since the study offers assessment of diverse viewpoints on the value chain, it further provides an integrated picture of the Finnish music industry current situation and its competitive environment. The results suggest that the music industry is currently in a turbulent stage of experimentation with new business models and digital innovations. However, at this point it is impossible to determine which business model will be approved by the consumers in the longer run. Nevertheless, the study confirmed the claim that consumption of music in its digital form is to become dominant over the traditional physical copies sales in the nearest future. As a result the music industry is becoming more user-oriented; that is the focus is shifting from music production towards artist branding and management and visibility to the audience. Furthermore, the music industry is undergoing the process of integration with other industries such as media, social networks, internet services providers and mobile phone manufacturers in order to better fulfill the consumers’ needs. The previously underrated live music and merchandising are also increasing their significance for the revenues in the stagnant music markets. Therefore, the music industry is developing at present towards becoming an integrated entertainment industry deeply penetrating every point of modern people’s leisure activities.

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Rapid depletion of easy-to-access fossil fuel, predominantly, oil and gas resources has now necessitated increase in need to develop new oil and gas sources in ever more remote and hostile environments. This is necessary in order to explore more oil and gas resources to meet rapidly rising long-term energy demand in the world, both at present and in the nearest future. Arctic is one of these harsh environments, where enormous oil and gas resources are available, containing about 20% of the world total oil and gas, but the environmental conditions are very harsh and hostile. However, virtually all the facilities required for the exploration and development of this new energy source are constructed with metals as well as their alloys and are predominantly joined together by welding processes and technologies. Meanwhile, due to entirely different environment from the usual moderate temperate region, conventional welding technologies, common metals and their alloys cannot be applied as this Arctic environment demand metals structures with very high toughness and strength properties under extremely low temperature. This is due to the fact that metals transit from ductility to brittleness as the temperature moves toward extreme negative values. Hence, this research work investigates and presents the advanced welding technologies applicable to Arctic metal structures which can give satisfactory weldments under active Arctic service conditions. .

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Problem of modeling of anaesthesia depth level is studied in this Master Thesis. It applies analysis of EEG signals with nonlinear dynamics theory and further classification of obtained values. The main stages of this study are the following: data preprocessing; calculation of optimal embedding parameters for phase space reconstruction; obtaining reconstructed phase portraits of each EEG signal; formation of the feature set to characterise obtained phase portraits; classification of four different anaesthesia levels basing on previously estimated features. Classification was performed with: Linear and quadratic Discriminant Analysis, k Nearest Neighbours method and online clustering. In addition, this work provides overview of existing approaches to anaesthesia depth monitoring, description of basic concepts of nonlinear dynamics theory used in this Master Thesis and comparative analysis of several different classification methods.

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Two experiments were carried out to evaluate the initial plant growth of Eucalyptus urograndis growing in coexistence with Urochloa decumbens and U. ruziziensis. In 100-L box, one plant of U. decumbens or U. ruziziensis grew in coexistence with one plant of E. urograndis clones C219H or H15, respectively, in the distances of 0, 5, 10, 15, 20, 25, 30, 35, and 40 cm from the crop. After 30, 60, 90 (both clones), and 150 days (just for H15), growth characteristics were evaluated. Plants of both clones, growing in weed-free situations, showed a better growth and development than plants that grew in weedy situations, independently of the distance, having the highest plant height, stem diameter, dry mass of stem, and dry mass of leaves. As the same way, the number of branches, number of leaves, and leaf area of the clone C219H were similarly affected. Urochloa ruziziensis reduced the dry mass accumulation of stem and leaves by the rate of 0.06 and 0.32 g per plant, respectively, per each centimeter growing nearest to the crop, while U. decumbens reduced by 0.03 and 0.14 g per plant. The interference of U. decumbens and U. ruziziensis with E. urograndis is more intense when weedy plants grow in short distances from the crop.

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In the present study, histopathological analysis of rat mesentery was used to quantify the effect of two anti-inflammatory agents, dexamethasone (Dex) and pertussis toxin (Ptx), on leukocyte migration. The intravenous injection of Dex (1 mg/kg) and Ptx (1,200 ng) 1 h prior to the intraperitoneal injection of the inflammatory stimuli lipopolysaccharide (LPS) or formyl-methionyl-leucyl-phenylalanine (fMLP) significantly reduced the neutrophil diapedesis (LPS: Ptx = 0.86 ± 0.19 and Dex = 0.35 ± 0.13 vs saline (S) = 2.85 ± 0.59; fMLP: Ptx = 0.43 ± 0.09 and Dex 0.01 ± 0.01 vs S = 1.08 ± 0.15 neutrophil diapedesis/field) and infiltration (LPS: Ptx = 6.29 ± 1.4 and Dex = 3.06 ± 0.76 vs S = 15.94 ± 3.97; fMLP: Ptx = 3.85 ± 0.56 and Dex = 0.40 ± 0.16 vs S = 7.15 ± 1.17 neutrophils/field) induced by the two agonists in the rat mesentery. The inhibitory effect of Dex and Ptx was clearly visible in the fields nearest the venule (up to 200 µm), demonstrating that these anti-inflammatory agents act preferentially in the transmigration of neutrophils from the vascular lumen into the interstitial space, but not in cell movement in response to a haptotactic gradient. The mesentery of rats pretreated with Dex showed a decreased number of neutrophils within the venules (LPS: Dex = 1.50 ± 0.38 vs S = 4.20 ± 1.01; fMLP: Dex = 0.25 ± 0.11 vs S = 2.20 ± 0.34 neutrophils in the lumen/field), suggesting that this inhibitor may be acting at a step that precedes neutrophil arrival in the inflamed tissue. In contrast to that observed with Dex treatment, the number of neutrophils found in mesenteric venules was significantly elevated in animals pretreated with Ptx (LPS: Ptx = 9.85 ± 2.25 vs S = 4.20 ± 1.01; fMLP: Ptx = 4.66 ± 1.24 vs S = 2.20 ± 0.34 neutrophils in the lumen/field). This discrepancy shows that Ptx and Dex act via different mechanisms and suggests that Ptx prevents locomotion of neutrophils from the vascular lumen to the interstitial space. In conclusion, the method described here is useful for quantifying the inflammatory and anti-inflammatory effect of different substances. The advantage of this histopathological approach is that it provides additional information about the steps involved in leucocyte migration.

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This basic research focuses on the ethos of health and the human being's becoming in health. The theoretical perspective consists of the caring tradition within caring science developed at Åbo Akademy University. The aim of the present doctoral thesis is to uncover a new understanding as well as to deepen and attain a more nuanced understanding of the ethos of health, the essence of health, by penetrating to the core of what gives the human being the strength for experiencing a becoming in health. The research questions are as follows: l) What is the human being's source of strength? and 2) What reveals the source of strength so that the human being can perceive it and dedicate its strength in order to experience a becoming in health? The primary methodology used in the dissertation is hermeneutical. The material consists of the work Kärlekens gerningar by Kierkegaard, texts from focused interviews with respondents who have lived through severe personal suffering, as well as the book Det bländande mörkret by Wikström. These texts are interpreted through hermeneutical reading. The new horizon of understanding that emerges is reflected towards Eriksson's caritative theory, towards prior research within the tradition of caring science at Åbo Akademy University and towards previous national and international studies within this field. The new understanding shows that the human being's source of strength is love, the essence and origin of life. The substance of health is love, which, through the trinity of faith, hope and love, also makes possible the existence of the source of strength. Love has a deeper dignity than faith and hope, is connected with eternity and is the uniting link between temporality and eternity. The human being's inner longing entails an ontological attraction towards the source of strength. This source of strength is hidden, which provides and maintains its force, like a mystery connected with the darkness of suffering that hides the secret representing the source of strength, life's mystery, bu t w hi ch is revealed in both the darkness of suffering and in the light of joy. The dedication of strength requires freedom, willingness and courage to see the light, despite awareness of shame and guilt. Creative acts liberate the human being for the dedication of strength, which is preceded by a holy presence where, in solitude, the human being makes sacrifices for the sake of his or her human smallness and weakness, and allows himself or herself to be enclosed by the darkness of suffering to discover the light from the source. This entails being enraptured in a quiet "doing" in order to experience the beauty that bears witness to the holy which creates unity. The source of strength is revealed through beauty. The ethos of the human being and the ethos of health have the same fundamental substance, whilst the ethos of life possesses the deepest dimension and concerns the mysterious and infinite eternity. The ethos of life, eternity, which is a wellspring of strength, is not in itself strength-giving unless it is allied with love. Health can be understood in the light of life, of which death is an inevitable part. Life itself constitutes and creates the source which, through its alliance with eternity' s primordial wellspring of strength, generates strength from which the human being's source of strength, love, receives its eternal fervour. The human being is fundamentally interconnected with an abstract other, the first love, a universal wellspring of strength. Through Communion with this abstract other a dedication of the strength to experience a becoming in health becomes possible. Love for one's neighbour is the fundamental substance in the movement of becoming in health. Becoming in health presupposes a simultaneous movement in which the human being practices the human calling through ethos. As one loves one's neighbour through actions the still forces of eternity are in motion. When life emerges in the foreground and becomes the home of the human being, a dedication of the power of love is possible. Life itself determines the human being's becoming in health. A humble fundamental attitude towards life constitutes the basis for a continuous dedication of vitality from this source.

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The objective of this thesis is to develop and generalize further the differential evolution based data classification method. For many years, evolutionary algorithms have been successfully applied to many classification tasks. Evolution algorithms are population based, stochastic search algorithms that mimic natural selection and genetics. Differential evolution is an evolutionary algorithm that has gained popularity because of its simplicity and good observed performance. In this thesis a differential evolution classifier with pool of distances is proposed, demonstrated and initially evaluated. The differential evolution classifier is a nearest prototype vector based classifier that applies a global optimization algorithm, differential evolution, to determine the optimal values for all free parameters of the classifier model during the training phase of the classifier. The differential evolution classifier applies the individually optimized distance measure for each new data set to be classified is generalized to cover a pool of distances. Instead of optimizing a single distance measure for the given data set, the selection of the optimal distance measure from a predefined pool of alternative measures is attempted systematically and automatically. Furthermore, instead of only selecting the optimal distance measure from a set of alternatives, an attempt is made to optimize the values of the possible control parameters related with the selected distance measure. Specifically, a pool of alternative distance measures is first created and then the differential evolution algorithm is applied to select the optimal distance measure that yields the highest classification accuracy with the current data. After determining the optimal distance measures for the given data set together with their optimal parameters, all determined distance measures are aggregated to form a single total distance measure. The total distance measure is applied to the final classification decisions. The actual classification process is still based on the nearest prototype vector principle; a sample belongs to the class represented by the nearest prototype vector when measured with the optimized total distance measure. During the training process the differential evolution algorithm determines the optimal class vectors, selects optimal distance metrics, and determines the optimal values for the free parameters of each selected distance measure. The results obtained with the above method confirm that the choice of distance measure is one of the most crucial factors for obtaining higher classification accuracy. The results also demonstrate that it is possible to build a classifier that is able to select the optimal distance measure for the given data set automatically and systematically. After finding optimal distance measures together with optimal parameters from the particular distance measure results are then aggregated to form a total distance, which will be used to form the deviation between the class vectors and samples and thus classify the samples. This thesis also discusses two types of aggregation operators, namely, ordered weighted averaging (OWA) based multi-distances and generalized ordered weighted averaging (GOWA). These aggregation operators were applied in this work to the aggregation of the normalized distance values. The results demonstrate that a proper combination of aggregation operator and weight generation scheme play an important role in obtaining good classification accuracy. The main outcomes of the work are the six new generalized versions of previous method called differential evolution classifier. All these DE classifier demonstrated good results in the classification tasks.

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Kandidaatintyö tehtiin osana PulpVision-tutkimusprojektia, jonka tarkoituksena on kehittää kuvapohjaisia laskenta- ja luokittelumetodeja sellun laaduntarkkailuun paperin valmistuksessa. Tämän tutkimusprojektin osana on aiemmin kehitetty metodi, jolla etsittiin kaarevia rakenteita kuvista, ja tätä metodia hyödynnettiin kuitujen etsintään kuvista. Tätä metodia käytettiin lähtökohtana kandidaatintyölle. Työn tarkoituksena oli tutkia, voidaanko erilaisista kuitukuvista laskettujen piirteiden avulla tunnistaa kuvassa olevien kuitujen laji. Näissä kuitukuvissa oli kuituja neljästä eri puulajista ja yhdestä kasvista. Nämä lajit olivat akasia, koivu, mänty, eukalyptus ja vehnä. Jokaisesta lajista valittiin 100 kuitukuvaa ja nämä kuvat jaettiin kahteen ryhmään, joista ensimmäistä käytettiin opetusryhmänä ja toista testausryhmänä. Opetusryhmän avulla jokaiselle kuitulajille laskettiin näitä kuvaavia piirteitä, joiden avulla pyrittiin tunnistamaan testausryhmän kuvissa olevat kuitulajit. Nämä kuvat oli tuottanut CEMIS-Oulu (Center for Measurement and Information Systems), joka on mittaustekniikkaan keskittynyt yksikkö Oulun yliopistossa. Yksittäiselle opetusryhmän kuitukuvalle laskettiin keskiarvot ja keskihajonnat kolmesta eri piirteestä, jotka olivat pituus, leveys ja kaarevuus. Lisäksi laskettiin, kuinka monta kuitua kuvasta löydettiin. Näiden piirteiden eri yhdistelmien avulla testattiin tunnistamisen tarkkuutta käyttämällä k:n lähimmän naapurin menetelmää ja Naiivi Bayes -luokitinta testausryhmän kuville. Testeistä saatiin lupaavia tuloksia muun muassa pituuden ja leveyden keskiarvoja käytettäessä saavutettiin jopa noin 98 %:n tarkkuus molemmilla algoritmeilla. Tunnistuksessa kuitujen keskimäärinen pituus vaikutti olevan kuitukuvia parhaiten kuvaava piirre. Käytettyjen algoritmien välillä ei ollut suurta vaihtelua tarkkuudessa. Testeissä saatujen tulosten perusteella voidaan todeta, että kuitukuvien tunnistaminen on mahdollista. Testien perusteella kuitukuvista tarvitsee laskea vain kaksi piirrettä, joilla kuidut voidaan tunnistaa tarkasti. Käytetyt lajittelualgoritmit olivat hyvin yksinkertaisia, mutta ne toimivat testeissä hyvin.