Digitization Project of Kindred Languages : materials, methods and tools for researchers

Presentation at "Soome-ugri keelte andmebaasid ja e-leksikograafia" at Eesti Keele Instituut (Institution of Estonian Languages) in Tallnn on the 18th of November 2014.

Statistical segmentation methods and color variance analysis of retinal images

In this research, the effectiveness of Naive Bayes and Gaussian Mixture Models classifiers on segmenting exudates in retinal images is studied and the results are evaluated with metrics commonly used in medical imaging. Also, a color variation analysis of retinal images is carried out to find how effectively can retinal images be segmented using only the color information of the pixels.

Lean Methods and Digital Technologies in Healtchare

The experiences of several healthcare organizations were considered to distinguish the most frequently used lean tools, the success and failure factors, and the obstacles that may appear while implementing lean. As a result, two approaches to “go lean” were defined, and analyzed from the prospective of the applicability to healthcare processes. Industrialization of healthcare was studied, and the most promising digital technology tools to improve healthcare process were highlighted. Finally, the analysis of healthcare challenges and feasible ways to address them was conducted and presented as the main result of this work. The possible ways of implementation of the findings and limitations were described in the conclusion.

Understanding the bioactivity of plant tannins: developments in analysis methods and structure-activity studies

Tannins, typically segregated into two major groups, the hydrolyzable tannins (HTs) and the proanthocyanidins (PAs), are plant polyphenolic secondary metabolites found throughout the plant kingdom. On one hand, tannins may cause harmful nutritional effects on herbivores, for example insects, and hence they work as plants’ defense against plant-eating animals. On the other hand, they may affect positively some herbivores, such as mammals, for example by their antioxidant, antimicrobial, anti-inflammatory or anticarcinogenic activities. This thesis focuses on understanding the bioactivity of plant tannins, their anthelmintic properties and the tools used for the qualitative and quantitative analysis of this endless source of structural diversity. The first part of the experimental work focused on the development of ultra-high performance liquid chromatography−tandem mass spectrometry (UHPLC-MS/MS) based methods for the rapid fingerprint analysis of bioactive polyphenols, especially tannins. In the second part of the experimental work the in vitro activity of isolated and purified HTs and their hydrolysis product, gallic acid, was tested against egg hatching and larval motility of two larval developmental stages, L1 and L2, of a common ruminant gastrointestinal parasite, Haemonchus contortus. The results indicated clear relationships between the HT structure and the anthelmintic activity. The activity of the studied compounds depended on many structural features, including size, functional groups present in the structure, and the structural rigidness. To further understand tannin bioactivity on a molecular level, the interaction between bovine serum albumin (BSA), and seven HTs and epigallocatechin gallate was examined. The objective was to define the effect of pH on the formation on tannin–protein complexes and to evaluate the stability of the formed complexes by gel electrophoresis and MALDI-TOF-MS. The results indicated that more basic pH values had a stabilizing effect on the tannin–protein complexes and that the tannin oxidative activity was directly linked with their tendency to form covalently stabilized complexes with BSA at increased pH.

Logistisen päätösprosessinanalysointi

Työn tavoitteena oli teoriakäsitteistön avulla tutkia ja analysoida erästä päätösprosessia. Alussa on selvitetty laajemmin teoriota, jotka liittyvät ongelman käsitteeseen, ongelmanratkaisuun, päätöksentekoon ja päätöksentekijöihin sekä päätöksentekoprosessien erilaisiin prosessimalleihin. Lopussa näitä teorioita on verrattu tositilanteen ongelmaan ja siihen liittyvään päätöksentekoprosessiin. Ihmiset kohtaavat ongelmatilanteita päivittäin niin työssä kuin henkilökohtaisessakin elämässä. Näiden kaikkien ongelmien ratkaisemiseen liittyy aina päätöksiä.Eri kirjoittajat ovat määritelleet erilaisia päätöksentekoprosessin malleja päätösprosessien vaiheista. Mallien sisällöt vaihtelevat sisällöltään ja vaiheiden lukumääriltään. Myös vaiheiden merkitysten korostamisessa on eroja. Käytännössä näiden päätösprosessimallien ongelmana on niiden vaatima aika. Kun aika on rajallinen, epävarmuus on suuri ja ympäristö on nopeasti muuttuva,kasvaa päätöksentekijän kokemuksen, tiedon ja osaamisen merkitys. Nämä mallit eivät yksiselitteisesti sovi jokaiseen tilanteeseen, vaan niitä mukauttamalla ja yhdistelemällä voidaan löytää kuhunkin tilanteeseen sopiva malli.

Radiaalikompressorin valinta hiilivetyteollisuudessa

Tutkimuksen tavoitteena oli selvittää hiilivetyteollisuudessa käytettävien radiaali-kompressorien ominaisuuksia, toimintaympäristöjä, turvallisuusasioita, etuja ja rajoitteita. Tämän lisäksi selvitettiin vaihtoehtoisia yleisesti käytettyjä menetelmiä radiaalikompressorien simuloimiseksi. Työssä tutkittiin myös kaupallisten mitoitusohjelmien soveltuvuutta laitesuunnittelun tueksi Neste Jacobs Oy:ssä. Työn kirjallisuusosassa käsiteltiin radiaalikompressorien toimintaympäristöjä, säätötapoja sekä näistäja muista tekijöistä aiheutuvia rajoitteita ja vaatimuksia. Kirjallisuustutkimuksen perusteella laadittiin tarkistuslista asioista, jotka tulee selvittää ennenvarsinaista radiaalikompressorien mitoittamista. Soveltuvaakaupallista kompressorien mitoitusohjelmaa ei tutkimuksessa löytynyt. Tämän vuoksi työn kokeellisessa osassa laadittiin Excel-laskentataulukko, joka perustuu yhteen kirjallisuusosassa esitettyyn mitoitustapaan. Laaditun laskentataulukon soveltuvuutta kompressorien esivalintaan testattiin vertailemalla ohjelman mitoituksia Neste Jacobs Oy:llä käytössä olevaan mitoitusohjelmaan ja toiseen työssä esitettyyn mitoitus-menetelmään. Lisäksi Excel-laskentataulukon ja Neste Jacobs Oy:n ohjelman mitoituksia verrattiin todellisen, käytössä olevan kompressorin suunnittelu- ja operointiarvoihin. Lisäksi tutkimuksessa arvioitiin laaditun laskentataulukon käytettävyyttä, rajoitteita ja kehitysmahdollisuuksia. Saatujen tulosten perusteella työssä laadittu laskentataulukko soveltuu sellaisenaan Neste Jacobs Oy:n radiaalikompressorien simulointiin.

Rehufosfaattitehtaan raaka-ainesyöttöjen säätöpiirien kehitys

Diplomityö tehtiin Kemira Chemicals Oy:n Kokkolan tehtaiden rehufosfaattitehtaalla. Työn tavoitteena oli uusien reseptiohjauksien suunnittelu ja käyttöönotto sekä tasaussäiliön pinnansäädön ja rakeistusrummun suhdesäädön suunnittelu. Käyttöhenkilöstön koulutus uuteen prosessinohjaukseen kuului myös osaksi diplomityötä. Uuden reseptiohjauksen avulla pyrittiin saamaan prosessin ohjaus havainnollisemmaksi ja ennustettavammaksi käyttäjille, yhdenmukaistamaan käyttäjien ajotapaa sekä suunnitella tuotereseptit vastaamaan paremmin todellista tuotantoa. Uusi reseptiohjaus mahdollistaa myös lajikekohtaisten parametrien käytön ja hyväksi havaittujen ajoreseptien tallennuksen. Tasaussäiliön pinnankorkeuden säädön tavoitteena on poistaa tuotantokatkokset, jotka johtuivat säiliön tyhjenemisestä tai täyttymisestä. Rakeistusrummun suhdesäädön tavoitteena on reaktoriliemen ja kuiva-ainesyöttöjen oikean suhteen säilyttäminen. Uuden reseptiohjauksen käyttöönoton jälkeen ajoreseptit ovat vastanneet todellista tuotantoa ja tuotantovauhti on jäänyt pysyvästi korkeammalle tasolle. Tasaussäiliön pinnansäätö toimii suunnitellulla tavalla ja on myös otettu käyttöön. Reaktoriliemen ja kuivasyöttöjen suhdesäätö on testattu käytännössä ja toimii halutulla tavalla. Suhdesäädön paremman toiminnan kannalta epätarkkoja toimilaitteita tulisi kuitenkin uusia.

Teknisen kaupan lisäarvopalveluiden vaikutus toimitusvarmuuteen

Työn tarkoituksena oli selvittää toimitusvarmuuteen vaikuttavia tekijöitä sekä tuoda esille toimintaprosessia parantavia ehdotuksia. Selvitys pohjautui pääosin myöhästyneiden toimitusten ja tilausrivien tarkasteluun. Myöhästyneistä riveistä eroteltiin myöhästymisen aiheuttajat, joiden pohjalta kartoitettiin erilaisin menetelmin tilausten myöhästymisen syy. Toimitusvarmuuteen vaikuttavat tekijät löydettiin pääasiassa tuotannon ja myynnin yhteistyöhön liittyvistä tekijöistä. Tuotannon osalta ongelmiksi nousivat riittävän tarkkojen tuotannonohjaustietojen saanti ja runsaat vuorovaikutus- ja riippuvuussuhteet eri työvaiheiden välillä. Heikkojen tuotannonohjaustietojen johdosta tuotannon säätö ja ohjaus muuttuvissa olosuhteissa on hankalaa. Tämä ilmeni poissaolojen ja ruuhkien vaikutuksena toimitusvarmuuteen. Myynnin osalta ongelmat ilmenivät väärinä ja epärealistisina vahvistuksina. Tuotannon ja myynnin yhteistoiminnan lisäksi myyntikäyttäytymistä ohjaa ostokäyttäytyminen. Tämä voidaan johtaa yrityksen pyrkimyksestä palvella asiakkaitaan. Kehitysehdotukseksi rakennettiin koontivarastomalli, jonka avulla saadaan eri työpajojen välisiä riippuvuussuhteita vähennettyä. Lisäksi ko. malli mahdollistaa yksinkertaisemman ja helpomman tuotannon hallinnan ja tietojärjestelmän asianmukaisen käytön. Koontivarastomallin avulla on tarkoitus myös parantaa edellytyksiä ennakointikyvyn kehittämiseen sekä tuottaa tietoa toimitusaikojen määrityksen tueksi.

Materiaalivirtojen kehittäminen asiakasohjautuvassa tuotannossa

Asiakasohjautuva valmistus on tämän päivän tuotanto-organisaation elinehto. Useilla aloilla kilpailukykyä ja kannattavaa tuotantoa on vaikea ylläpitää ilman asiakasohjaukseen perustuvaa tuotantotapaa. Tulevaisuuden yritys tarvitsee menestyäkseen kykyä mukautua nopeasti ja vaivattomasti markkinoiden yllättäviin muutoksiin. Näihin muutoksiin pystytään vastaamaan ketterällä tuotantofilosofialla, ja ketterän toiminnan nopealla omaksumisella onkin suuri merkitys yrityksen kilpailukykyyn tulevaisuuden kiristyvillä markkinoilla. Diplomityössä tarkastellaan herkästi markkinoiden muutoksiin sopeutuvan tuotannon vaatimuksia ja edellytyksiä. Työssä keskitytään ketterän tuotannon toimintatapojen ja piirteiden kuvaamiseen sekä niiden soveltamiseen käytännön toimitaan. Tavoitteina ovat materiaalivirtojen sujuvuuden parantaminen ja läpimenoaikojen lyhentäminen. Empiirisessä osassa kuvattiin kohdeyrityksen nykyinen toimintatapa ja esitettiin perusteltuja kehitysehdotuksia ketterän tuotannon piirteiden pohjalta. Tavoitteet pyrittiin saavuttamaan tuotantoeräkokojen optimoinnin, layout –muutosten, visuaalisten ohjausmenetelmien sekä automaattisten materiaalinkäsittelylaitteiden avulla. Työssä esitettiin käytännön toimenpide-ehdotukset, kustannuslaskelmat sekä arviot saavutettavista hyödyistä.

IGBT-simulaatiomallien soveltuvuus laitetason hyötysuhdesimulaatioihin

Tehoelektroniikkalaitteiden tehon kasvun myötä niiden hyötysuhteesta on tullut yksi niiden tärkeimmistä ominaisuuksista. Suurilla tehoilla prosentuaalisesti pienetkin tehohäviöt ovat merkittäviä ja aiheuttavat laitteen käyttäjälle ylimääräisiä energiakustannuksia ja tarvetta hukkalämmön poistolle. Näistä syistä asiakkaat vaativat hyvällä hyötysuhteella toimivia laitteita, joten laitevalmistajat pyrkivät tekemään niistä sellaisia. Simulaatiomallit ovat arvokkaita työkaluja laitesuunnittelussa. Hyötysuhdeoptimoinnin kannalta tehohäviöt tulisi pystyä mallintamaan, jotta komponenttivalintojen, ohjaustapojen ja pääpiiritopologioiden vaikutusta hyötysuhteeseen voitaisiin arvioida. Tässä työssä perehdytään eristehilabipolaaritransistorista (IGBT) tehtyihin simulaatiomalleihin ja arvioidaan niiden soveltuvuutta IGBT:ssä syntyvien tehohäviöiden mallintamiseen. Lisäksi verrataan mallia mittaukseen ja pohditaan, millaiset vaatimukset simulaatiomalliin todellisuudessa kohdistuvat.

Cost-efficient virtual machine management : provisioning, admission control, and consolidation

One of the main challenges in Software Engineering is to cope with the transition from an industry based on software as a product to software as a service. The field of Software Engineering should provide the necessary methods and tools to develop and deploy new cost-efficient and scalable digital services. In this thesis, we focus on deployment platforms to ensure cost-efficient scalability of multi-tier web applications and on-demand video transcoding service for different types of load conditions. Infrastructure as a Service (IaaS) clouds provide Virtual Machines (VMs) under the pay-per-use business model. Dynamically provisioning VMs on demand allows service providers to cope with fluctuations on the number of service users. However, VM provisioning must be done carefully, because over-provisioning results in an increased operational cost, while underprovisioning leads to a subpar service. Therefore, our main focus in this thesis is on cost-efficient VM provisioning for multi-tier web applications and on-demand video transcoding. Moreover, to prevent provisioned VMs from becoming overloaded, we augment VM provisioning with an admission control mechanism. Similarly, to ensure efficient use of provisioned VMs, web applications on the under-utilized VMs are consolidated periodically. Thus, the main problem that we address is cost-efficient VM provisioning augmented with server consolidation and admission control on the provisioned VMs. We seek solutions for two types of applications: multi-tier web applications that follow the request-response paradigm and on-demand video transcoding that is based on video streams with soft realtime constraints. Our first contribution is a cost-efficient VM provisioning approach for multi-tier web applications. The proposed approach comprises two subapproaches: a reactive VM provisioning approach called ARVUE and a hybrid reactive-proactive VM provisioning approach called Cost-efficient Resource Allocation for Multiple web applications with Proactive scaling. Our second contribution is a prediction-based VM provisioning approach for on-demand video transcoding in the cloud. Moreover, to prevent virtualized servers from becoming overloaded, the proposed VM provisioning approaches are augmented with admission control approaches. Therefore, our third contribution is a session-based admission control approach for multi-tier web applications called adaptive Admission Control for Virtualized Application Servers. Similarly, the fourth contribution in this thesis is a stream-based admission control and scheduling approach for on-demand video transcoding called Stream-Based Admission Control and Scheduling. Our fifth contribution is a computation and storage trade-o strategy for cost-efficient video transcoding in cloud computing. Finally, the sixth and the last contribution is a web application consolidation approach, which uses Ant Colony System to minimize the under-utilization of the virtualized application servers.

Communicative and Anticipatory Decision-Making Supported by Bayesian Networks

The purpose of this research is to draw up a clear construction of an anticipatory communicative decision-making process and a successful implementation of a Bayesian application that can be used as an anticipatory communicative decision-making support system. This study is a decision-oriented and constructive research project, and it includes examples of simulated situations. As a basis for further methodological discussion about different approaches to management research, in this research, a decision-oriented approach is used, which is based on mathematics and logic, and it is intended to develop problem solving methods. The approach is theoretical and characteristic of normative management science research. Also, the approach of this study is constructive. An essential part of the constructive approach is to tie the problem to its solution with theoretical knowledge. Firstly, the basic definitions and behaviours of an anticipatory management and managerial communication are provided. These descriptions include discussions of the research environment and formed management processes. These issues define and explain the background to further research. Secondly, it is processed to managerial communication and anticipatory decision-making based on preparation, problem solution, and solution search, which are also related to risk management analysis. After that, a solution to the decision-making support application is formed, using four different Bayesian methods, as follows: the Bayesian network, the influence diagram, the qualitative probabilistic network, and the time critical dynamic network. The purpose of the discussion is not to discuss different theories but to explain the theories which are being implemented. Finally, an application of Bayesian networks to the research problem is presented. The usefulness of the prepared model in examining a problem and the represented results of research is shown. The theoretical contribution includes definitions and a model of anticipatory decision-making. The main theoretical contribution of this study has been to develop a process for anticipatory decision-making that includes management with communication, problem-solving, and the improvement of knowledge. The practical contribution includes a Bayesian Decision Support Model, which is based on Bayesian influenced diagrams. The main contributions of this research are two developed processes, one for anticipatory decision-making, and the other to produce a model of a Bayesian network for anticipatory decision-making. In summary, this research contributes to decision-making support by being one of the few publicly available academic descriptions of the anticipatory decision support system, by representing a Bayesian model that is grounded on firm theoretical discussion, by publishing algorithms suitable for decision-making support, and by defining the idea of anticipatory decision-making for a parallel version. Finally, according to the results of research, an analysis of anticipatory management for planned decision-making is presented, which is based on observation of environment, analysis of weak signals, and alternatives to creative problem solving and communication.

Search and Paper SKU Analysis of Recipes Meeting EUPS Standard

The theoretical research of the study concentrated on finding theoretical frameworks to optimize the amount of needed stock keeping units (SKUs) in manufacturing industry. The goal was to find ways for a company to acquire an optimal collection of stock keeping units needed for manufacturing needed amount of end products. The research follows constructive research approach leaning towards practical problem solving. In the empirical part of this study, a recipe search tool was developed to an existing database used in the target company. The purpose of the tools was to find all the recipes meeting the EUPS performance standard and put the recipes in a ranking order using the data available in the database. The ranking of the recipes was formed from the combination of the performance measures and price of the recipes. In addition, the tool researched what kind of paper SKUs were needed to manufacture the best performing recipes. The tool developed during this process meets the requirements. It eases and makes it much faster to search for all the recipes meeting the EUPS standard. Furthermore, many future development possibilities for the tool were discovered while writing the thesis.

Public-private partnership investments in dry ports – Russian logistics markets and risks

The investments have always been considered as an essential backbone and so-called ‘locomotive’ for the competitive economies. However, in various countries, the state has been put under tight budget constraints for the investments in capital intensive projects. In response to this situation, the cooperation between public and private sector has grown based on public-private mechanism. The promotion of favorable arrangement for collaboration between public and private sectors for the provision of policies, services, and infrastructure in Russia can help to address the problems of dry ports development that neither municipalities nor the private sector can solve alone. Especially, the stimulation of public-private collaboration is significant under the exposure to externalities that affect the magnitude of the risks during all phases of project realization. In these circumstances, the risk in the projects also is becoming increasingly a part of joint research and risk management practice, which is viewed as a key approach, aiming to take active actions on existing global and specific factors of uncertainties. Meanwhile, a relatively little progress has been made on the inclusion of the resilience aspects into the planning process of a dry ports construction that would instruct the capacity planner, on how to mitigate the occurrence of disruptions that may lead to million dollars of losses due to the deviation of the future cash flows from the expected financial flows on the project. The current experience shows that the existing methodological base is developed fragmentary within separate steps of supply chain risk management (SCRM) processes: risk identification, risk evaluation, risk mitigation, risk monitoring and control phases. The lack of the systematic approach hinders the solution of the problem of risk management processes of dry port implementation. Therefore, management of various risks during the investments phases of dry port projects still presents a considerable challenge from the practical and theoretical points of view. In this regard, the given research became a logical continuation of fundamental research, existing in the financial models and theories (e.g., capital asset pricing model and real option theory), as well as provided a complementation for the portfolio theory. The goal of the current study is in the design of methods and models for the facilitation of dry port implementation through the mechanism of public-private partnership on the national market that implies the necessity to mitigate, first and foremost, the shortage of the investments and consequences of risks. The problem of the research was formulated on the ground of the identified contradictions. They rose as a continuation of the trade-off between the opportunities that the investors can gain from the development of terminal business in Russia (i.e. dry port implementation) and risks. As a rule, the higher the investment risk, the greater should be their expected return. However, investors have a different tolerance for the risks. That is why it would be advisable to find an optimum investment. In the given study, the optimum relates to the search for the efficient portfolio, which can provide satisfaction to the investor, depending on its degree of risk aversion. There are many theories and methods in finance, concerning investment choices. Nevertheless, the appropriateness and effectiveness of particular methods should be considered with the allowance of the specifics of the investment projects. For example, the investments in dry ports imply not only the lump sum of financial inflows, but also the long-term payback periods. As a result, capital intensity and longevity of their construction determine the necessity from investors to ensure the return on investment (profitability), along with the rapid return on investment (liquidity), without precluding the fact that the stochastic nature of the project environment is hardly described by the formula-based approach. The current theoretical base for the economic appraisals of the dry port projects more often perceives net present value (NPV) as a technique superior to other decision-making criteria. For example, the portfolio theory, which considers different risk preference of an investor and structures of utility, defines net present value as a better criterion of project appraisal than discounted payback period (DPP). Meanwhile, in business practice, the DPP is more popular. Knowing that the NPV is based on the assumptions of certainty of project life, it cannot be an accurate appraisal approach alone to determine whether or not the project should be accepted for the approval in the environment that is not without of uncertainties. In order to reflect the period or the project’s useful life that is exposed to risks due to changes in political, operational, and financial factors, the second capital budgeting criterion – discounted payback period is profoundly important, particularly for the Russian environment. Those statements represent contradictions that exist in the theory and practice of the applied science. Therefore, it would be desirable to relax the assumptions of portfolio theory and regard DPP as not fewer relevant appraisal approach for the assessment of the investment and risk measure. At the same time, the rationality of the use of both project performance criteria depends on the methods and models, with the help of which these appraisal approaches are calculated in feasibility studies. The deterministic methods cannot ensure the required precision of the results, while the stochastic models guarantee the sufficient level of the accuracy and reliability of the obtained results, providing that the risks are properly identified, evaluated, and mitigated. Otherwise, the project performance indicators may not be confirmed during the phase of project realization. For instance, the economic and political instability can result in the undoing of hard-earned gains, leading to the need for the attraction of the additional finances for the project. The sources of the alternative investments, as well as supportive mitigation strategies, can be studied during the initial phases of project development. During this period, the effectiveness of the investments undertakings can also be improved by the inclusion of the various investors, e.g. Russian Railways’ enterprises and other private companies in the dry port projects. However, the evaluation of the effectiveness of the participation of different investors in the project lack the methods and models that would permit doing the particular feasibility study, foreseeing the quantitative characteristics of risks and their mitigation strategies, which can meet the tolerance of the investors to the risks. For this reason, the research proposes a combination of Monte Carlo method, discounted cash flow technique, the theory of real options, and portfolio theory via a system dynamics simulation approach. The use of this methodology allows for comprehensive risk management process of dry port development to cover all aspects of risk identification, risk evaluation, risk mitigation, risk monitoring, and control phases. A designed system dynamics model can be recommended for the decision-makers on the dry port projects that are financed via a public-private partnership. It permits investors to make a decision appraisal based on random variables of net present value and discounted payback period, depending on different risks factors, e.g. revenue risks, land acquisition risks, traffic volume risks, construction hazards, and political risks. In this case, the statistical mean is used for the explication of the expected value of the DPP and NPV; the standard deviation is proposed as a characteristic of risks, while the elasticity coefficient is applied for rating of risks. Additionally, the risk of failure of project investments and guaranteed recoupment of capital investment can be considered with the help of the model. On the whole, the application of these modern methods of simulation creates preconditions for the controlling of the process of dry port development, i.e. making managerial changes and identifying the most stable parameters that contribute to the optimal alternative scenarios of the project realization in the uncertain environment. System dynamics model allows analyzing the interactions in the most complex mechanism of risk management process of the dry ports development and making proposals for the improvement of the effectiveness of the investments via an estimation of different risk management strategies. For the comparison and ranking of these alternatives in their order of preference to the investor, the proposed indicators of the efficiency of the investments, concerning the NPV, DPP, and coefficient of variation, can be used. Thus, rational investors, who averse to taking increased risks unless they are compensated by the commensurate increase in the expected utility of a risky prospect of dry port development, can be guided by the deduced marginal utility of investments. It is computed on the ground of the results from the system dynamics model. In conclusion, the outlined theoretical and practical implications for the management of risks, which are the key characteristics of public-private partnerships, can help analysts and planning managers in budget decision-making, substantially alleviating the effect from various risks and avoiding unnecessary cost overruns in dry port projects.