Power cycling lifetime estimation of IGBT power modules based on chip temperature modeling

In this doctoral thesis, methods to estimate the expected power cycling life of power semiconductor modules based on chip temperature modeling are developed. Frequency converters operate under dynamic loads in most electric drives. The varying loads cause thermal expansion and contraction, which stresses the internal boundaries between the material layers in the power module. Eventually, the stress wears out the semiconductor modules. The wear-out cannot be detected by traditional temperature or current measurements inside the frequency converter. Therefore, it is important to develop a method to predict the end of the converter lifetime. The thesis concentrates on power-cycling-related failures of insulated gate bipolar transistors. Two types of power modules are discussed: a direct bonded copper (DBC) sandwich structure with and without a baseplate. Most common failure mechanisms are reviewed, and methods to improve the power cycling lifetime of the power modules are presented. Power cycling curves are determined for a module with a lead-free solder by accelerated power cycling tests. A lifetime model is selected and the parameters are updated based on the power cycling test results. According to the measurements, the factor of improvement in the power cycling lifetime of modern IGBT power modules is greater than 10 during the last decade. Also, it is noticed that a 10 C increase in the chip temperature cycle amplitude decreases the lifetime by 40%. A thermal model for the chip temperature estimation is developed. The model is based on power loss estimation of the chip from the output current of the frequency converter. The model is verified with a purpose-built test equipment, which allows simultaneous measurement and simulation of the chip temperature with an arbitrary load waveform. The measurement system is shown to be convenient for studying the thermal behavior of the chip. It is found that the thermal model has a 5 C accuracy in the temperature estimation. The temperature cycles that the power semiconductor chip has experienced are counted by the rainflow algorithm. The counted cycles are compared with the experimentally verified power cycling curves to estimate the life consumption based on the mission profile of the drive. The methods are validated by the lifetime estimation of a power module in a direct-driven wind turbine. The estimated lifetime of the IGBT power module in a direct-driven wind turbine is 15 000 years, if the turbine is located in south-eastern Finland.

Konfiguroituvan tuotteen tuoterakennesystematiikan kehittäminen

Ponsse Oyj:n kaltainen konfiguroituvaa, monimutkaista tuotetta valmistava yhtiö tarvitsee ehdottomasti nykyaikaisen modulaarisuuteen perustuvan tuoterakennesystematiikan. Käyttämällä osioita eri modulaarisuusmalleista ja soveltamalla niitä Ponssen näkökulmasta kaikkein edullisimmalla tavalla, on kehitetty ensimmäinen case - tapaus ja sen myötä mahdollisimman yksinkertainen toimintamalli. Mallissa on otettu huomioon myös useat tuoterakenteen kanssa vuorovaikutuksessa olevat tekijät. Myyntitilanteen valinnat ovat listattu konfigurointimatriisiin ja ne voivat olla itsenäisiä tai sulkea pois joitakin toisia valintoja. Kun sopiva koneyksilö on muodostettu, saadaan matriisista samantien tulostettua valintojen mukainen tuoteyksilö. Tuoteyksilön moduulirakenne toimii kyseisen, yksittäisen koneen työmääräimenä sekä koneenvalmistuksen dokumenttina, sillä luettelon yksi moduuli on yhden valmistettavantyövaiheen moduulipiirustus alimoduuleineen ja osineen. Moduulipiirustusten on siis otettava huomioon tuotannon, oston, suunnittelun ja dokumentoinnin näkökulmat. Piirustuksen laatijan on tiedettävä kyseisen moduulin valmistus eli koottavan komponenttikokoelman laajuus sekä tuotantolinjan että osto-osaston intressien mukaisesti. Piirustuksen on nivouduttava sitä kutsuvaan matriisiin ja kyseisen moduulin valinnan kytköksiin muihin moduuleihin nähden. Kaiken lisäksi piirustuksen on toimittava kokoonpano-ohjeena sekä jälkimarkkinoinnin työkaluna. Tässä työssä muodostettiin metsätraktorin ohjaamosta esimerkkitapaus. Case tapauksessa käytettiin työssä esitettyä uutta tuoterakennesystematiikkaa uuden modulaarisuussäännöstön käytöstä, laskettu sen aiheuttamat muutokset ja sen tuotantoon otosta on kerätty ensimmäiset kommentit. Esimerkillä pyrittiin saavuttamaan modulaarisen tuoterakenteen mahdollistamat edut ja projektia on jatkettu Ponsse Oyj:llä käsittämään muitakin tuotekokonaisuuksia.

Modeling of non-isothermalvapor membrane separation with thermodynamic models and generalized mass transfer equations

A rigorous unit operation model is developed for vapor membrane separation. The new model is able to describe temperature, pressure, and concentration dependent permeation as wellreal fluid effects in vapor and gas separation with hydrocarbon selective rubbery polymeric membranes. The permeation through the membrane is described by a separate treatment of sorption and diffusion within the membrane. The chemical engineering thermodynamics is used to describe the equilibrium sorption of vapors and gases in rubbery membranes with equation of state models for polymeric systems. Also a new modification of the UNIFAC model is proposed for this purpose. Various thermodynamic models are extensively compared in order to verify the models' ability to predict and correlate experimental vapor-liquid equilibrium data. The penetrant transport through the selective layer of the membrane is described with the generalized Maxwell-Stefan equations, which are able to account for thebulk flux contribution as well as the diffusive coupling effect. A method is described to compute and correlate binary penetrant¿membrane diffusion coefficients from the experimental permeability coefficients at different temperatures and pressures. A fluid flow model for spiral-wound modules is derived from the conservation equation of mass, momentum, and energy. The conservation equations are presented in a discretized form by using the control volume approach. A combination of the permeation model and the fluid flow model yields the desired rigorous model for vapor membrane separation. The model is implemented into an inhouse process simulator and so vapor membrane separation may be evaluated as an integralpart of a process flowsheet.

Lyhyen kantaman radiolähettimien soveltuvuus sähkökäyttöjen kunnon-valvonnan ja etädiagnostiikan tiedonsiirtotarpeisiin

Lyhyen kantaman radiolähettimien käyttö on kasvanut muutaman viime vuoden aikana huomattavasti. Osaltaan tähän on vaikuttanut uusien taajuusalueiden allokointi lupavapaiden radiolähettimien käyttöön, standardoitujen tekniikoiden yleistyminen ja laitteiden parempi saatavuus. Tässä työssä tarkastellaan lyhyen kantaman radiolähettimien soveltuvuutta sähkökäyttöjen kunnonvalvonnan ja etädiagnostiikan tiedonsiirtotarpeisiin. Työssä luodaan katsaus teollisuusympäristön vaikutuksiin langattomassa tiedonsiirrossa ja tarkastellaan sähkökäyttöjen kunnonvalvonnan ja etädiagnostiikan vaatimuksia tiedonsiirrolle ja tiedonsiirtojärjestelmälle. Työssä käydään läpi lyhyen kantaman radiolähettimiin liittyvät säädökset ja luodaan katsaus standardoituihin sekä valmistajakohtaisiin lyhyen kantaman radiotekniikoihin. Tiedonsiirtojärjestelmän suunnittelun kannalta tarkastellaan tiedonsiirtojärjestelmän topologiaa, protokollaa ja saatavilla olevia tekniikoita ja niiden implementoimista järjestelmään. Valmistajakohtaisia lyhyen kantaman radiomoduulien toimintaa ja Bluetoothin sisältävää älypuhelinta tutkitaan laboratoriomittauksin. Lopuksi kootaan yhteen langattoman tiedonsiirron ja eri tekniikoiden soveltuvuus sähkökäyttöjen kunnonvalvonnan ja etädiagnostiikan sovelluksiin.

Asiakaslähtöisen kombipatatuotannon tehostaminen tuotevalikoimaa moduloimalla

Työn tavoitteena oli tehostaa asiakaslähtöistä kombipatatuotantoa moduloimalla tuotevalikoimaa. Työ tehtiin Hackman Metos Oy:lle Keravalla, liittyen Innovative Cooking-osaston tuotannon tehostamishankkeeseen. Työssä lähdettiin liikkeelle tutustuen yrityksen nykyisiin tuotteisiin sekä tuotantoon. Perehtymisen jälkeen etsittiin sopivia modulointimenetelmiä, joilla työn tavoitteena oleva perusmoduulien määrittäminen pystyttäisiin toteuttamaan. Modulointimenetelmien vertailu ja modulointityökalun valinta perustui kirjallisuuteen ja kirjallisuudessa esitettyihin tuloksiin. Valittuja modulointimenetelmiä vertailtiin keskenään ja niistä pyrittiin valitsemaan parhaiten soveltuva vaihtoehto. Työn monipuolisen tarkastelun vuoksi päädyttiin etenemään käyttäen kahta menetelmää, MFD-menetelmää sekä moduuliheuristiikkaa. Nämä menetelmät täydensivät hyvin toisiaan suurien moduulijakojen tekemistä silmällä pitäen. Diplomityön tuloksena syntyi moduloinnille ratkaisuehdotus, jossa on esitetty jako perusmoduuleihin sekä ratkaisut tuotannon tehostamiseen. Lisäksi on paneuduttu tarkastelemaan kokoonpanon pullonkaulakohtia ja niiden toimivuuden kehittämistä.

Evolutionary computing in search-based software engineering

This master’s thesis aims to study and represent from literature how evolutionary algorithms are used to solve different search and optimisation problems in the area of software engineering. Evolutionary algorithms are methods, which imitate the natural evolution process. An artificial evolution process evaluates fitness of each individual, which are solution candidates. The next population of candidate solutions is formed by using the good properties of the current population by applying different mutation and crossover operations. Different kinds of evolutionary algorithm applications related to software engineering were searched in the literature. Applications were classified and represented. Also the necessary basics about evolutionary algorithms were presented. It was concluded, that majority of evolutionary algorithm applications related to software engineering were about software design or testing. For example, there were applications about classifying software production data, project scheduling, static task scheduling related to parallel computing, allocating modules to subsystems, N-version programming, test data generation and generating an integration test order. Many applications were experimental testing rather than ready for real production use. There were also some Computer Aided Software Engineering tools based on evolutionary algorithms.

Sähköisen ja optisen signaalin käyttö samalla piirilevyllä

Työssä tutkittiin sähköisen ja optisen signaalin siirtoa samalla piirilevyllä. Optisen siirtotien komponentit ja niiden toiminta esiteltiin teoriakappaleessa. Valosignaalin vaimentumisilmiö selitettiin pääasiassa johtuvan absorption ja sironnan vaikutuksesta. Sironnan ja absorption vaikutusta valokuidussa käytettävään aallonpituusalueeseen tutkittiin ja esiteltiin valon yleisin modulaatiomenetelmä WDM. Työssä esiteltiin myös dispersion aiheuttama aikahajonta. Optisen signaalin siirrossa piirilevyllä keskityttiin valokanava- ja free-space-siirtoon. Valokanavamateriaalin vaikutusta heijastuksiin optisessa tiedonsiirrossa piirilevyllä tutkittiin. Nykyisten piirilevyjen tuotantomenetelmien käytön mahdollisuutta valokanavapiirilevyn valmistuksessa tutkittiin eri materiaaleille. Moduulien sisäisten tiedonsiirtoteiden integroinnin yleistymistä tulevaisuudessa perusteltiin. Lopuksi työssä esiteltiin kolme uutta keksintöä liittyen optiseen tiedonsiirtoon. Tarkoituksena oli esittää alan moninaisuutta ja uusien sovellusten mahdollisuuksia.

Hiilidioksidipäästölaskurin kehittäminen toimistoille ja yleisötapahtumille

Diplomityössä on kehitetty websovelluksena toteutettavan ilmastolaskuripalvelun hiilidioksidipäästöjen laskentamoduulit, joiden avulla toimistot ja yleisötapahtumat voivat arvioida omasta toiminnastaan syntyviä hiilidioksidipäästöjä sähkönkulutuksen, lämmönkulutuksen, matkustamisen, kuljetusten ja paperin kulutuksen osalta. Tavoitteena oli kehittää ilmastolaskurista mahdollisimman helppokäyttöinen ja kohderyhmälle hyödyllinen websovellus. Työn kirjallisuusosiossa käsitellään toimistojen ja yleisötapahtumien ympäristövaikutuksia etenkin ilmastonmuutoksen näkökulmasta. Toimistot ja yleisötapahtumat vaikuttavat ilmastonmuutokseen pääasiassa kiinteistöjen sähkön- ja lämmönkulutuksen sekä liikenteen energiankulutuksesta syntyvien hiilidioksidipäästöjen muodossa. Rakennusten energiankulutuksen ja liikenteen yhteys kansalliseen CO2-päästötaseeseen sekä päästöjenvähennystavoitteisiin on merkittävä päästökauppadirektiivin sovellusalan ulkopuolella. Lisäksi tarkastellaan paino- ja paperituotteiden elinkaaren aikaisia ympäristövaikutuksia energiankulutuksen kannalta, sillä paperi on toimistojen ja usein myös tapahtumien merkittävin yksittäinen materiaalivirta. Ilmastolaskuriin kuuluvien hiilidioksidipäästöjen laskentamoduulien kehittämisessä pyrittiin huomioimaan mahdollisimman pitkälle käyttäjien tarpeet ja tiedonsaantimahdollisuudet. Ilmastolaskuri suunniteltiin toimistojen ja yleisötapahtumien ympäristövaikutuksia käsittelevän tutkimustiedon, ilmastolaskuriprojektissa toteutetun esimarkkinakyselyn tulosten, käyttäjähaastatteluista saadun palautteen sekä keskeisesti suunnitteluprosessissa mukana olleen asiantuntijaryhmän antamien kehitysehdotusten perusteella. Työssä on esitetty ilmastolaskurisovelluksen laadulliset kriteerit, tekninen vaatimusmäärittely sekä hiilidioksidipäästöjen laskentaosuuden toteutussuunnitelma, joka sisältää laskentamoduulien käyttöliittymämallit sekä päästölaskentaan liittyvät hiilidioksidipäästökertoimet, oletusarvot, päästölaskentakaavat ja huomautukset.

Tuotealustapohjaisen suunnittelun vaikutukset risteilijän suunnitteluaikatauluihin

Tuotealustapohjaisella suunnittelulla pyritään hyödyntämään jo kertaalleen hyväksi todettuja kokonaisuuksia ja moduuleja, joiden avulla voidaan nopeasti suunnitella uusia tuotteita. Tarkoituksena on suunnitella asiakkaan näkökulmasta monia erilaisia tuotteita jopa sarjatuotannon kustannustehokkuudella. Tutkimuksessa esitetään risteilijän tuotealustapohjainen suunnitteluprosessi. Lisäksi työn tavoitteena on tutkia uuden suunnitteluprosessin vaikutukset risteilijän suunnitteluaikatauluihin. Tutkimuksessa haastateltiin Turun telakan suunnitteluosaston ja kehitysosaston johtajia. Haastatteluilla selvitettiin nykyisen suunnitteluprosessin haasteita, joiden nähtiin erityisesti viivästyttävät suunnitteluaikatauluja. Keskeisiä haasteita ovat suunnitteluresurssien ylikuormitus ja suunnittelulaadun huonontuminen. Lisäksi kartoitettiin tavoitteet risteilijän tuotealustaratkaisulle ja suunnitteluaikataululle. Haastattelukierroksen pohjalta ja teoriaa soveltaen analysoitiin risteilijän modulaariseen tuotealustaan perustuva suunnitteluprosessi. Tätä suunnitteluprosessia tutkittiin edelleen case-tutkimuksessa jääasemien osalta, jossa haastateltiin kyseisten alueiden suunnittelijoita. Lisäksi case-tutkimuksessa verrattiin jääaseman ja baaripentterin perussuunnittelun vaiheita toisiinsa. Näistä saatuja tutkimustuloksia verrattiin hyttialueen vakioidun perussuunnitteluohjeen vaikutuksiin suunnitteluprosessissa. Onnistunut tuotealustapohjainen suunnittelu vaatii sitoutumista jokaisella organisaation tasolla, jotta tuotealustassa olevien vakioituja moduuleja myös käytettäisiin. Modulaarisesta toiminnasta siirtyminen tuotealustapohjaiseen suunnitteluun vaatii vakioituja moduuleja ja vakioituja rajapintoja risteilijässä. Case-tutkimuksessa ja johtopäätöksissä on todettu uuden suunnitteluprosessin lyhentävän ja tuovan kustannussäästöjä tuotteen valmistusprosessissa.

A Co-Processor Approach for Efficient Java Execution in Embedded Systems

This thesis deals with a hardware accelerated Java virtual machine, named REALJava. The REALJava virtual machine is targeted for resource constrained embedded systems. The goal is to attain increased computational performance with reduced power consumption. While these objectives are often seen as trade-offs, in this context both of them can be attained simultaneously by using dedicated hardware. The target level of the computational performance of the REALJava virtual machine is initially set to be as fast as the currently available full custom ASIC Java processors. As a secondary goal all of the components of the virtual machine are designed so that the resulting system can be scaled to support multiple co-processor cores. The virtual machine is designed using the hardware/software co-design paradigm. The partitioning between the two domains is flexible, allowing customizations to the resulting system, for instance the floating point support can be omitted from the hardware in order to decrease the size of the co-processor core. The communication between the hardware and the software domains is encapsulated into modules. This allows the REALJava virtual machine to be easily integrated into any system, simply by redesigning the communication modules. Besides the virtual machine and the related co-processor architecture, several performance enhancing techniques are presented. These include techniques related to instruction folding, stack handling, method invocation, constant loading and control in time domain. The REALJava virtual machine is prototyped using three different FPGA platforms. The original pipeline structure is modified to suit the FPGA environment. The performance of the resulting Java virtual machine is evaluated against existing Java solutions in the embedded systems field. The results show that the goals are attained, both in terms of computational performance and power consumption. Especially the computational performance is evaluated thoroughly, and the results show that the REALJava is more than twice as fast as the fastest full custom ASIC Java processor. In addition to standard Java virtual machine benchmarks, several new Java applications are designed to both verify the results and broaden the spectrum of the tests.

Active du/dt Filtering for Variable-Speed AC Drives

An oscillating overvoltage has become a common phenomenon at the motor terminal in inverter-fed variable-speed drives. The problem has emerged since modern insulated gate bipolar transistors have become the standard choice as the power switch component in lowvoltage frequency converter drives. Theovervoltage phenomenon is a consequence of the pulse shape of inverter output voltage and impedance mismatches between the inverter, motor cable, and motor. The overvoltages are harmful to the electric motor, and may cause, for instance, insulation failure in the motor. Several methods have been developed to mitigate the problem. However, most of them are based on filtering with lossy passive components, the drawbacks of which are typically their cost and size. In this doctoral dissertation, application of a new active du/dt filtering method based on a low-loss LC circuit and active control to eliminate the motor overvoltages is discussed. The main benefits of the method are the controllability of the output voltage du/dt within certain limits, considerably smaller inductances in the filter circuit resulting in a smaller physical component size, and excellent filtering performance when compared with typical traditional du/dt filtering solutions. Moreover, no additional components are required, since the active control of the filter circuit takes place in the process of the upper-level PWM modulation using the same power switches as the inverter output stage. Further, the active du/dt method will benefit from the development of semiconductor power switch modules, as new technologies and materials emerge, because the method requires additional switching in the output stage of the inverter and generation of narrow voltage pulses. Since additional switching is required in the output stage, additional losses are generated in the inverter as a result of the application of the method. Considerations on the application of the active du/dt filtering method in electric drives are presented together with experimental data in order to verify the potential of the method.

Multilevel converter modulation: implementation and analysis

Multilevel converters provide an attractive solution to bring the benefits of speed-controlled rotational movement to high-power applications. Therefore, multilevel inverters have attracted wide interest in both the academic community and in the industry for the past two decades. In this doctoral thesis, modulation methods suitable especially for series connected H-bridge multilevel inverters are discussed. A concept of duty cycle modulation is presented and its modification is proposed. These methods are compared with other well-known modulation schemes, such as space-vector pulse width modulation and carrier-based modulation schemes. The advantage of the modified duty-cycle modulation is its algorithmic simplicity. A similar mathematical formulation for the original duty cycle modulation is proposed. The modified duty cycle modulation is shown to produce well-formed phase-to-neutral voltages that have lower total harmonic distortion than the space-vector pulse width modulation and the duty cycle modulation. The space-vector-based solution and the duty cycle modulation, on the other hand, result in a better-quality line-to-line voltage and current waveform. The voltage of the DC links in the modules of the series-connected H-bridge inverter are shown to fluctuate while they are under load. The fluctuation causes inaccuracies in the voltage production, which may result in a failure of the flux estimator in the controller. An extension for upper-level modulation schemes, which changes the switching instants of the inverter so that the output voltage meets the reference voltage accurately regardless of the DC link voltages, is proposed. The method is shown to reduce the error to a very low level when a sufficient switching frequency is used. An appropriate way to organize the switching instants of the multilevel inverter is to make only one-level steps at a time. This causes restrictions on the dynamical features of the modulation schemes. The produced voltage vector cannot be rotated several tens of degrees in a single switching period without violating the above-mentioned one-level-step rule. The dynamical capabilities of multilevel inverters are analyzed in this doctoral thesis, and it is shown that the multilevel inverters are capable of operating even in dynamically demanding metal industry applications. In addition to the discussion on modulation schemes, an overvoltage in multilevel converter drives caused by cable reflection is addressed. The voltage reflection phenomenon in drives with long feeder cables causes premature insulation deterioration and also affects the commonmode voltage, which is one of the main reasons for bearing currents. Bearing currents, on the other hand, cause fluting in the bearings, which results in premature bearing failure. The reflection phenomenon is traditionally prevented by filtering, but in this thesis, a modulationbased filterless method to mitigate the overvoltage in multilevel drives is proposed. Moreover, the mitigation method can be implemented as an extension for upper-level modulation schemes. The method exploits the oscillations caused by two consecutive voltage edges so that the sum of the oscillations results in a mitigated peak of the overvoltage. The applicability of the method is verified by simulations together with experiments with a full-scale prototype.

Curriculum innovation in teacher education : exploring conceptions among Tanzanian teacher educators

The focus of the study is to understand curriculum innovation from the perspective of Tanzanian teacher educators. It is argued that the deterioration of quality of education in schools is partly to be attributed to the way in which teachers are educated. Curriculum innovation is considered as an essential strategy for bringing about improvement in teacher education. Therefore, in 2000 a new curriculum was introduced; however, right from the inception the curriculum was criticised by teacher educators. The overall aim of the study is to investigate teacher educators’ conceptions of curriculum innovation. In the theoretical framework the main focus is on discussion about different curriculum approaches for teacher education and innovation. In order to achieve the aim of the study, a phenomenographic approach is employed. This approach is used in order to identify similarities and variation in educators’ conceptions of curriculum innovation. The empirical basis of the study consists of interviews with thirty teacher educators working in eight teachers’ colleges situated in various parts of Tanzania. The findings, in brief, reveal variation in teacher educators’ conceptions of the dominant domains of innovation. Two broad conceptions of teaching with six aspects are identified. Conceptions of educational studies are presented in four broad categories of description with four aspects. Similarly, in methodology subjects two conceptions are described with four aspects. On the integration of subject matter studies and subject methods, two broad conceptions are presented with six aspects. Conceptions of textbook prescription policy are characterised in two broad categories of description with four aspects. With the use of modules two broad conceptions are identified with six aspects. In addition, the study identifies four broad conceptions of future curriculum approaches with eight aspects. Looking across the categories of description, the results indicate that educators cope with innovation individually. Three character types of teacher educators are presented: loyal, creative and critical. Furthermore, four types of phenomena suggesting critical areas about teacher educators’ conceptions of innovation are described: educators’ prior educational background, technical factors, student teachers’ factors and shifting from teaching to learning. On the whole, educators express a number of frame factors in the process of change towards the aim of curriculum innovation. This indicates that the new curriculum (2000) is not implemented as intended by curriculum developers. Constraints to the implementation are presented and discussed in detail. From these findings, two models of educators’ stance towards curriculum innovation are presented and can be used as a framework for planning successful curriculum innovations and analysing practice in teachers’ colleges.

Software for design of experiments and response modelling of cake ltration applications

Filtration is a widely used unit operation in chemical engineering. The huge variation in the properties of materials to be ltered makes the study of ltration a challenging task. One of the objectives of this thesis was to show that conventional ltration theories are di cult to use when the system to be modelled contains all of the stages and features that are present in a complete solid/liquid separation process. Furthermore, most of the ltration theories require experimental work to be performed in order to obtain critical parameters required by the theoretical models. Creating a good overall understanding of how the variables a ect the nal product in ltration is somewhat impossible on a purely theoretical basis. The complexity of solid/liquid separation processes require experimental work and when tests are needed, it is advisable to use experimental design techniques so that the goals can be achieved. The statistical design of experiments provides the necessary tools for recognising the e ects of variables. It also helps to perform experimental work more economically. Design of experiments is a prerequisite for creating empirical models that can describe how the measured response is related to the changes in the values of the variable. A software package was developed that provides a ltration practitioner with experimental designs and calculates the parameters for linear regression models, along with the graphical representation of the responses. The developed software consists of two software modules. These modules are LTDoE and LTRead. The LTDoE module is used to create experimental designs for di erent lter types. The lter types considered in the software are automatic vertical pressure lter, double-sided vertical pressure lter, horizontal membrane lter press, vacuum belt lter and ceramic capillary action disc lter. It is also possible to create experimental designs for those cases where the variables are totally user de ned, say for a customized ltration cycle or di erent piece of equipment. The LTRead-module is used to read the experimental data gathered from the experiments, to analyse the data and to create models for each of the measured responses. Introducing the structure of the software more in detail and showing some of the practical applications is the main part of this thesis. This approach to the study of cake ltration processes, as presented in this thesis, has been shown to have good practical value when making ltration tests.

Improving Transportation and Warehousing Efficiency with Simulation-Based Decision Support Systems

Transportation and warehousing are large and growing sectors in the society, and their efficiency is of high importance. Transportation also has a large share of global carbondioxide emissions, which are one the leading causes of anthropogenic climate warming. Various countries have agreed to decrease their carbon emissions according to the Kyoto protocol. Transportation is the only sector where emissions have steadily increased since the 1990s, which highlights the importance of transportation efficiency. The efficiency of transportation and warehousing can be improved with the help of simulations, but models alone are not sufficient. This research concentrates on the use of simulations in decision support systems. Three main simulation approaches are used in logistics: discrete-event simulation, systems dynamics, and agent-based modeling. However, individual simulation approaches have weaknesses of their own. Hybridization (combining two or more approaches) can improve the quality of the models, as it allows using a different method to overcome the weakness of one method. It is important to choose the correct approach (or a combination of approaches) when modeling transportation and warehousing issues. If an inappropriate method is chosen (this can occur if the modeler is proficient in only one approach or the model specification is not conducted thoroughly), the simulation model will have an inaccurate structure, which in turn will lead to misleading results. This issue can further escalate, as the decision-maker may assume that the presented simulation model gives the most useful results available, even though the whole model can be based on a poorly chosen structure. In this research it is argued that simulation- based decision support systems need to take various issues into account to make a functioning decision support system. The actual simulation model can be constructed using any (or multiple) approach, it can be combined with different optimization modules, and there needs to be a proper interface between the model and the user. These issues are presented in a framework, which simulation modelers can use when creating decision support systems. In order for decision-makers to fully benefit from the simulations, the user interface needs to clearly separate the model and the user, but at the same time, the user needs to be able to run the appropriate runs in order to analyze the problems correctly. This study recommends that simulation modelers should start to transfer their tacit knowledge to explicit knowledge. This would greatly benefit the whole simulation community and improve the quality of simulation-based decision support systems as well. More studies should also be conducted by using hybrid models and integrating simulations with Graphical Information Systems.