Hankinnan prosessien systemaattinen kehittäminen

Tämän pro gradu -tutkielman tavoitteena oli standardoida ja kehittää hankinnan prosesseja systemaattisesti. Prosessien standardoiminen edesauttaa organisaation itseohjautuvuutta ja parantaa organisaation kyvykkyyttä. Tämä tutkielma tuottaa uutta tutkimustietoa tutkimusaukkoon hankinnan prosessien systemaattisesta kehittämisestä. Tutkielman teoriaosassa käsitellään prosessiajattelua, ISO 9001 standardin vaikutusta hankintatoimintaan, tunnistetaan hankinnan prosesseja ja esitetään erilaisia hankinnan prosesseihin soveltuvia LEAN Six Sigma kehitystyökaluja. Tutkielman empiirinen osio on toteutettu toimeksiantona suurelle teollisuusyritykselle. Tämän tutkielman empiirisessä osiossa on yhdistelty kvalitatiiviselle ja kvantitatiiviselle tutkimukselle ominaisia tutkimusmetodologioita. Tutkimusmetodologioiden yhdisteleminen tuottaa lisäarvoa tutkielman toteutukselle ja parantaa työn luotettavuutta. Tässä tutkielmassa käytetyt tutkimusmenetelmät koostuvat kvantitatiiviselle tutkimukselle ominaisesta kyselystä hankinnan prosessien nykytilan selvittämiseksi sekä kvalitatiivisen tutkimuksen tutkimusmenetelmille ominaisesta tapaustutkimuksesta. Kyselyn avulla muodostettiin analyysi hankinnan prosessien nykytilasta, jonka pohjalta toimeksiantajayritykselle ehdotettiin kehitettäviä hankinnan prosesseja. Lopulliseksi kehityskohteeksi valittu prosessi määriteltiin aivoriihessä kerätyn tiedon perusteella kehityspotentiaalin esille tuovasta nelikentästä. Kehitettävä prosessi asemoitui samalla tapaustutkimuksella tutkittavaksi tapaukseksi. Kehitettäväksi prosessiksi valittiin saapuvan tavaran vastaanotto ja visuaalinen tarkastaminen. Prosessia kehitettiin mallintamalla ja LEAN Six Sigma menetelmiä hyödyntäen. Prosessimallinnuksen sekä LEAN Six Sigma menetelmien tueksi kerättiin tietoa aivoriihistä ja teemahaastatteluista. Tutkielman tuloksena toimeksiantajayritys sai kokonaiskuvan hankinnan prosessien nykytilasta, kehitetyn tavoiteprosessin ja työohjeen saapuvan tavaran vastaanotolle ja visuaaliselle tarkastukselle sekä jatkossa hankinnan prosessien standardoimista ja kehittämistä helpottavan hankinnan prosessin systemaattisen kehittämismallin. Hankinnan prosessin systemaattinen kehittämismalli on uutta tutkimustietoa, joka asemoituu hankinnan prosessien kehittämisen tutkimusaukkoon. Hankinnan prosessin systemaattista kehittämismallia ei tämän tutkielman pohjalta voida yleistää, koska tutkielma on toteutettu toimeksiantajayrityksen lähtökohdista. Johtopäätöksenä voidaan todeta, että toimeksiantajayritys, muut organisaatiot sekä tutkimuskenttä tarvitsevat lisää tietoa hankinnan prosessien kehittämisestä. Hankinnan prosessien kehittämistä tulisi tutkia enemmän ja erityisesti tässä tutkielmassa esitettyä kehittämismallia tulisi jatkossa testata niin, että kehittämismallin toimivuus voitaisiin yleistää.

Cross-border transmission capacity development – Experiences from the Nordic electricity markets

The liberalisation of the wholesale electricity markets has been considered an efficient way to organise the markets. In Europe, the target is to liberalise and integrate the common European electricity markets. However, insufficient transmission capacity between the market areas hampers the integration, and therefore, new investments are required. Again, massive transmission capacity investments are not usually easy to carry through. This doctoral dissertation aims at elaborating on critical determinants required to deliver the necessary transmission capacity investments. The Nordic electricity market is used as an illustrative example. This study suggests that changes in the governance structure have affected the delivery of Nordic cross-border investments. In addition, the impacts of not fully delivered investments are studied in this doctoral dissertation. An insufficient transmission network can degrade the market uniformity and may also cause a need to split the market into smaller submarkets. This may have financial impacts on market actors when the targeted efficient sharing of resources is not met and even encourage gaming. The research methods applied in this doctoral dissertation are mainly empirical ranging from a Delphi study to case studies and numerical calculations.

Purchasing Process of Industrial Solutions – Added Value, Difficulties and Good Practices

Purpose of this study is to clarify the industrial solutions purchasing process from purchaser companies’ point of view. Also customer’s view on value generating aspects and difficulties in purchases will be discussed as well as different purchas-ing entities where customers have ended up in their solution purchases. Current solution literature is mainly concentrated in supplier views and customer perspec-tive has been left without adequate attention. However, knowledge of the customer and the identification of customer need are at the core of a successful solution business. The focus of this thesis is on Finnish companies’ solution purchases that have been realized during last five years. Industrial solutions in this case are facto-ries or other large industrial plants. Industrial solutions’ purchasing process will be opened all the way from discovering the need until the start-up of the plant. Of in-terest is the customer experience of the success of the acquisition and the pur-chaser’s view on good practices allowing a successful procurement project.

Markkinointikampanjoiden ja -aineistojen työnkulun automatisointi

Markkinointi on liikevoittoa tavoitteleville yrityksille yksi tärkeimmistä asioista. Sen avulla yritykset voivat houkutella asiakkaita ostamaan tuotetta tai/ja palvelua. Jotta yritykset onnistuisivat markkinoinnissa nyt ja jatkossakin, on niiden kehitettävä jatkuvasti markkinointiprosessiaan. Markkinointiprosessit ovat digitalisoituneet tietoyhteiskuntien kehittyessä yhä enenevässä määrin. Markkinointikampanjoihin liittyvien digitaalisten aineistojen määrän kasvaessa niiden hallinta on tullut hankalammaksi. Hallintaongelmien ratkaisuksi on kehitetty tietojärjestelmiä, joiden avulla pystyy hallitsemaan suurempia määriä aineistoja. Tässä diplomityössä tutustutaan markkinointikampanjoiden ja -aineistojen työnkulkuprosessiin. Tapauskohtaisessa työssä tavoitteena oli toteuttaa jo olemassa olevan digitaalisten aineistojenhallintajärjestelmän rinnalle uusi järjestelmä, jonka avulla pyrittiin tehostamaan prosessia. Markkinointikampanjoita varten uuteen järjestelmään tehtiin projektinhallintatoiminnallisuuksia. Markkinointiaineistojen kommentointia ja hyväksyntää varten työssä tutustuttiin kahteen aineistojen kommentointi- ja hyväksyntäjärjestelmään. Ne integroitiin alustavasti osaksi järjestelmää, minkä jälkeen niitä testattiin ja arvioitiin. Paremmin käyttötarkoituksiin sopiva järjestelmä otettiin lopullisesti käyttöön. Tässä diplomityössä raportoiduista tuloksista on hyötyä vastaavien järjestelmien suunnittelussa.

Value creation in project business relationships: Supplier and customer's perspectives

The purpose of this study is to analyze supplier’s value creation ability in project business in order to enhance customer’s business. In addition, the aim is to identify the role of business relationships in value creation and analyze the applicability of key account management in project business. The study considers value from the customer’s point of view. The concepts of value and value creation are widely discussed in marketing literature. Theory emphasizes the importance of value creation and business relationships in business markets. The empirical part of the study is conducted as a case study research. The empirical evidence is collected by interviewing one supplier organization and their three customer organizations. These companies operate in Finnish and global industrial markets. Data is collected through semi-structured interviews and analyzed by using qualitative content analysis. The study identifies several customer value drivers influencing on the value creation, which can be divided into product, service and relationship elements. One of the recognized value drivers is customer-supplier relationship. The findings show that a closer relationship enhances value creation possibilities and the key account management program allows effective managing of business relationships. As managerial implications, suppliers should seek to create continuous and conversational relationships with the key account customers.

ISO 13485-laatujärjestelmän käyttöönottoselvitys

Tämän diplomityön tarkoituksena on tehdä esiselvitys suomalaiselle terveysteknologiayritykselle, miten ISO 13485-standardi vaikuttaa yrityksen ydinprosesseihin ja laatujärjestelmään yleisesti. Yritys on sertifioinut aikaisemmin ISO 9001-laatujärjestelmän. Työn tavoitteena on päivittää yrityksen ydinprosessikuvaukset vastaamaan nykytilaa, tehdä kuiluanalyysi standardien välillä sekä pohtia miten ISO 13485-laatujärjestelmän käyttöönotto voidaan suorittaa yrityksessä. Diplomityössä käytettiin kvalitatiivista tutkimusmenetelmää. Teoriaosiossa tehtiin kirjallisuuskatsaus prosessijohtamiseen, laatujärjestelmiin, ISO 9001- ja ISO 13485-standardien eroavuuksiin sekä ISO 13485-laatujärjestelmän käyttöönottoprojektiin. Työn empiriaosuudessa tarkastellaan yrityksen ydinprosessikuvausten päivittämistä, ISO 13485-standardin vaikutuksia ydinprosesseihin ja yleisesti laatujärjestelmään. Empirian viimeisessä osuudessa pohditaan, miten kohdeyritys voi sertifioida ISO 13485-laatujärjestelmän tulevaisuudessa. Työn aikana suoritettiin case-haastattelu toiseen suomalaiseen terveysteknologia yritykseen, joka on sertifioinut sekä ISO 9001- että ISO 13485-laatujärjestelmät. Case-haastattelusta saatiin käytännön tietoa ISO 13485-laatujärjestelmän käyttöönottoprojektista. Diplomityön tuloksena kohdeyritys saa päivitetyt ydinprosessikuvaukset, kuiluanalyysin standardien välillä sekä suuntaviivoja ISO 13845-laatujärjestelmän sertifiointiin.

Optimization of Transportation System by Tailored Logistics Network: A Case Study in Automotive Industry

This thesis aims to redesign the supply chain system in an automotive industry in order to obtain space reduction in the inventory by using tailored logistics network. The redesigning process by tailored supply chain will combine all possible shipment methods including direct shipment, milk-run, milk-run via distribution center and Kanban delivery. The current supply chain system in Nissan goes rather well when the production volume is in moderate level. However, when the production volume is high, there is a capacity problem in the warehouse to accommodate all delivered parts from suppliers. Hence, the optimization of supply chain system is needed in order to obtain efficient logistics process and effective inventory consumption. The study will use primary data for both qualitative and quantitative approach as the research methods. Qualitative data will be collected by conducting interviews with people related to procurement and inventory control. Quantitative data consists of list of suppliers with their condition in several parameters which will be evaluated and analyzed by using scoring method to assign the most suitable transportation network to each suppliers for improvement of inventory reduction in a cost efficient manner.

The impact of companies’ demergers to the stock prices: a Finnish perspective

Tässä kauppatieteiden kandidaatintyössä tutkittiin millaisia vaikutuksia julkisesti noteerattujen yhtiöiden osakekurssissa tapahtuu, kun jo valmiiksi Helsingin pörssissä listattu yritys jakautuu kahdeksi uudeksi pörssiyritykseksi. Molempien yrityksien osakkeita voi tämän jakautumisen jälkeen vapaasti ostaa tai myydä. Aikaisempi tutkimus on pääsääntöisesti keskittynyt Yhdysvaltojen markkinoille ja näiden tutkimusten tuloksien perusteella on monessa tapauksessa havautta, että on mahdollista saavuttaa ylinormaaleja tuottoja, kun pörssiyritys jakautuu kahdeksi uudeksi pörssiyritykseksi. Tässä analyysissä jakautumiset ajallisesti tapahtuivat vuosien 1994 ja 2013 välisenä aikana Suomessa ja näitä jakautumia oli yhteensä 16 kappaletta. Tutkimuksessa on hyödynnetty tilastollisten menetelmien analyysiä sekä CAP-mallia, jotta voitaisiin löytää vastauksia seuraaviin kysymyksiin: Vaikuttaako pörssiyrityksen jakautuminen kahdeksi pörssiyritykseksi alkuperäisen yhtiön ja uuden yhtiön osakekursseihin? Onko vaikutus positiivinen, negatiivinen vai onko jakautumisella mitään havaittavaa vaikutusta? Tämän tutkimuksen tulokset antavat uutta tietoa tutkijoille, analyytikoille, opettajille, opiskelijoille, yrityksille ja yritysten johdolle sekä erityisesti sijoittajille. Tulosten mukaan on nähtävissä monia vaikutuksia osakekursseissa, kun pörssiyritys jakautuu. Vaikutus näyttää kuitenkin olevan jossain määrin yritys-riippuvainen. Kun sijoitetaan oikeaan aikaan, on monia jakautuvia yrityksiä, jotka antavat hyvän tuoton keskimäärin, mutta kuten tavallista ja tyypillistä osakemarkkinoille, on myös jakautuvia yhtiöitä, jotka antavat negatiivisia tuottoja tai tuotot ovat nollassa

Keskeiset suorituskyvyn mittarit asiantuntijaorganisaation strategialähtöisessä tulosyksikköohjauksessa

The subject of the study is a performance measurement system design of a profit center guided expert organization. Successful performance measurement system allows management to focus on the most important issues and guide the opera-tion of activities towards the objectives. The aim of this study is to examine the profit center organization´s performance measurement, what are the challenges associated with the scorecard, which issues the planning process should take into account, in the case of an expert organization. The study was conducted as a qualitative case study, for a one case study organ-ization. The study was made by interviewing personnel from top management to experts in the case organization. Balanced Scorecard as well as ready-made in-strument implementation models, that are presented in the theoretical part of the study, are being used as the design of the indicators. The target company's performance has been measured so far mainly on financial measures and there have also occasionally been measured employee satisfaction and customer satisfaction. The design of the indicators focused on non-economic, and mainly in the organization´s internal performance measurement. Learning and growth, client and processes were elected as the specific perspectives. The or-ganization's vision and strategy were the basis of the perspectives and the suc-cess factors. The thesis ends on selected indicator proposals derived from the success factors and on proposal for further actions for the case organization. Goal-setting, communication and staff commitment rose as matters should be taken into account in the design process. The results of the empirical study are consistent with the theory.

Liiketoimintaprosessien mallinnuksen edellytykset suuressa tehdasyksikössä

In the theoretical part of this master’s thesis business process management and process modeling and the benefits and challenges related are discussed. The empirical part consists of two parts. The first one is a case study about process management and modeling and the second one presents the outcomes from a modeling project that was executed for the employer of this thesis. In the project the target mill unit’s business processes were identified, a process map was conducted and process architecture for further use was established. In the outcomes of the study challenges and possibilities of process management and modeling as well as possible reasons for these prejudices are discussed based on the case study and the modeling project. From the research of this thesis a framework for successful process modeling is established. The framework highlights four most important sectors that an organization should evaluate before and during the modeling project.

Tietoturvallisuuden hallintajärjestelmät terveydenhuollon organisaatiossa

Tietoturvallisuuden hallintajärjestelmä on organisaation laatujärjestelmän osa, joka keskittyy tietoturvallisuuteen liittyvien riskien hallintaan. Tässä työssä esitellään erityisesti terveydenhuoltoalaan liittyviä tietoturvavaatimuksia ja vertaillaan kuutta tietoturvallisuuden hallintajärjestelmämallia. Työssä tutkitaan millaisia eroja tietoturvallisuuden hallintajärjestelmien rakenteessa ja kattavuudessa on ja miten ne kykenevät vastaamaan terveydenhuoltoalan tietoturvaan liittyviin erityistarpeisiin. Lopputuloksena valitaan parhaiten soveltuva tietoturvallisuuden hallintajärjestelmä esimerkkiorganisaatiolle, joka on julkisomisteinen kuntoutusyhtiö. Arvioitavia hallintajärjestelmämalleja ovat TCSEC, ITSEC, Common Criteria, SOGP, VAHTI-ohjeet sekä ISO/IEC 27001 -standardiperhe. Tietoturvallisuuden hallintajärjestelmämalleja verrataan kahdesta aiemmasta tutkimuksesta sovellettujen vertailumallien pohjalta. Vertailun perusteella todetaan TCSEC, ITSEC ja Common Criteria –standardien olevan muita arvioituja hallintajärjestelmämalleja suppeampia ja soveltuvan parhaiten tekniseen tuotekehitystoimintaan. Laajempia SOGP-, VAHTI- ja ISO/IEC 27001 –malleja verrataan vielä erikseen terveydenhuollon sekä esimerkkiyrityksen erityistarpeisiin nähden ja lopputuloksena päädytään valitsemaan esimerkkiyritykselle parhaiten soveltuvaksi hallintajärjestelmämalliksi ISO/IEC 27001.

Interactions of decision mechanisms in an entrepreneurial firm’s journey to become a major player in its industry

This study discusses the interactions of different decision-making mechanisms in the process of change of a successful entrepreneurial dairy firm in Vietnam. The purpose of the study is to construct a theoretical framework, which explains the interactions between effectual and causal decision-making processes in different phases of business, and to provide a real life example with practical recommendations for entrepreneurs and managers. In order to achieve this purpose, a preliminary theoretical framework was built, using process theories applied to different decision making modes, referred to as causation and effectuation. The case was studied through ethnographic research method, with three semi-structured interviews, one unstructured interview, secondary data and observations within four months in 2013-2014. After the data was analyzed, a modified framework was drawn from the result. The finding of this study shows that there was an interaction between effectual and causal decision-making processes in different stages of the company’s development. The entrepreneur applied effectual decision-making process to develop a unique business model and a new dairy market segment. However, when a new market demand arose, the company’s resources became insufficient, they thus had to shift to causation process to adapt to market change. Simultaneously, with better-accumulated resources, the entrepreneur continued the effectuation process to create another brand new dairy market segment. This study, thus, contributes to effectuation theory, emphasizing the necessity of combining effectual and causal decision-making processes in different phases of business. It is suggested that business would develop with an effectual process until a business model is viable for growth. It continues to use this process up to a certain degree. When the market changes, the company needs to collect more means to adapt to the changes. They need to set new goals and this is a shift to the use of causal process, which builds on prediction. It uses goals and teleology as driving mechanisms and tries to exploit and fill potential resource gaps to achieve these goals. At the same time, there are new iterations that look to establish new lines or types of business with the given means, which are now well established. This again employs effectual mechanisms, which are based on evolutionary process, until they reach the stage of viable tested business model. Moreover, this study hopes to provide know-how to entrepreneurs and managers of small companies in similar situations, suggesting how to combine effectual and causal decision-making processes to deal with various circumstances in different times.

GIS-based approach for optimization of onshore wind park infrastructure alignment in Finland

Wind power is a rapidly developing, low-emission form of energy production. In Fin-land, the official objective is to increase wind power capacity from the current 1 005 MW up to 3 500–4 000 MW by 2025. By the end of April 2015, the total capacity of all wind power project being planned in Finland had surpassed 11 000 MW. As the amount of projects in Finland is record high, an increasing amount of infrastructure is also being planned and constructed. Traditionally, these planning operations are conducted using manual and labor-intensive work methods that are prone to subjectivity. This study introduces a GIS-based methodology for determining optimal paths to sup-port the planning of onshore wind park infrastructure alignment in Nordanå-Lövböle wind park located on the island of Kemiönsaari in Southwest Finland. The presented methodology utilizes a least-cost path (LCP) algorithm for searching of optimal paths within a high resolution real-world terrain dataset derived from airborne lidar scannings. In addition, planning data is used to provide a realistic planning framework for the anal-ysis. In order to produce realistic results, the physiographic and planning datasets are standardized and weighted according to qualitative suitability assessments by utilizing methods and practices offered by multi-criteria evaluation (MCE). The results are pre-sented as scenarios to correspond various different planning objectives. Finally, the methodology is documented by using tools of Business Process Management (BPM). The results show that the presented methodology can be effectively used to search and identify extensive, 20 to 35 kilometers long networks of paths that correspond to certain optimization objectives in the study area. The utilization of high-resolution terrain data produces a more objective and more detailed path alignment plan. This study demon-strates that the presented methodology can be practically applied to support a wind power infrastructure alignment planning process. The six-phase structure of the method-ology allows straightforward incorporation of different optimization objectives. The methodology responds well to combining quantitative and qualitative data. Additional-ly, the careful documentation presents an example of how the methodology can be eval-uated and developed as a business process. This thesis also shows that more emphasis on the research of algorithm-based, more objective methods for the planning of infrastruc-ture alignment is desirable, as technological development has only recently started to realize the potential of these computational methods.

Postoperative Bowel Function and Related Factors in Enhanced Recovery Protocol with Patients Undergoing Hepatectomy

Patients’ bowel dysfunction is a major factor that weakens the results of surgical care as it can cause pain and weaken patients’ rehabilitation. Bowel dysfunction is a common postoperative problem, yet most incidents remain undocumented. The nursing profession has a significant role in enhancing the bowel function postoperatively. However, studies of postoperative bowel function after hepatectomy are scarce and somewhat incongruous. Enhanced recovery protocols are innovative models of care aiming for better outcomes of surgical care. Enhanced recovery protocols can improve gastrointestinal function after surgery, yet patients are also known to be satisfied with their care. The aim was to investigate if postoperative bowel function day varies between patients in terms of age, gender, ASA score, type of surgery, histology, patients’ experienced pain and experienced satisfaction three days after discharge and three months after operation in patients undergoing hepatectomy. The goal was to produce information for basis of scientific research, to give nurses in clinical setting more tools to work with hepatectomy patients undergoing enhanced recovery protocol and to produce information to nurse managers to use in process management of patients undergoing enhanced recovery protocol. The design of this study is descriptive. Data was collected retrospectively from hepatectomy patients (n = 134) undergoing enhanced recovery protocol within the first year of enhanced recovery protocol implementation. The data was based on registers and analyzed statistically. Mean age of patients was 62 years and mean day of discharge was 4. Main (n = 72) histology of the patients was colorectal liver metastases. Mean bowel function day was 3. Most of the patients were very satisfied or satisfied with the care three days after discharge (99%) and three months (90%) after operation. Most of the patients (72%) experienced moderate pain three days after discharge, but three months after operation 47% of the patients did not experience pain and 48% experienced moderate pain. There were no statistically significant differences in bowel function between different age groups, genders, ASA score groups or histologies. Neither were there statistically significant differences in postoperative bowel function in terms of experienced satisfaction or pain. There were statistically significant differences in postoperative bowel function between different types of surgery (p < 0.01). Nurses should take into consideration hepatectomy patients’ type of surgery and pay special attention in supporting major open hepatectomy patients’ postoperative bowel function. Nurses should educate patients undergoing major open hepatectomy about prolonged postoperative bowel function.

Modeling of burden distribution in the blast furnace

The blast furnace is the main ironmaking production unit in the world which converts iron ore with coke and hot blast into liquid iron, hot metal, which is used for steelmaking. The furnace acts as a counter-current reactor charged with layers of raw material of very different gas permeability. The arrangement of these layers, or burden distribution, is the most important factor influencing the gas flow conditions inside the furnace, which dictate the efficiency of the heat transfer and reduction processes. For proper control the furnace operators should know the overall conditions in the furnace and be able to predict how control actions affect the state of the furnace. However, due to high temperatures and pressure, hostile atmosphere and mechanical wear it is very difficult to measure internal variables. Instead, the operators have to rely extensively on measurements obtained at the boundaries of the furnace and make their decisions on the basis of heuristic rules and results from mathematical models. It is particularly difficult to understand the distribution of the burden materials because of the complex behavior of the particulate materials during charging. The aim of this doctoral thesis is to clarify some aspects of burden distribution and to develop tools that can aid the decision-making process in the control of the burden and gas distribution in the blast furnace. A relatively simple mathematical model was created for simulation of the distribution of the burden material with a bell-less top charging system. The model developed is fast and it can therefore be used by the operators to gain understanding of the formation of layers for different charging programs. The results were verified by findings from charging experiments using a small-scale charging rig at the laboratory. A basic gas flow model was developed which utilized the results of the burden distribution model to estimate the gas permeability of the upper part of the blast furnace. This combined formulation for gas and burden distribution made it possible to implement a search for the best combination of charging parameters to achieve a target gas temperature distribution. As this mathematical task is discontinuous and non-differentiable, a genetic algorithm was applied to solve the optimization problem. It was demonstrated that the method was able to evolve optimal charging programs that fulfilled the target conditions. Even though the burden distribution model provides information about the layer structure, it neglects some effects which influence the results, such as mixed layer formation and coke collapse. A more accurate numerical method for studying particle mechanics, the Discrete Element Method (DEM), was used to study some aspects of the charging process more closely. Model charging programs were simulated using DEM and compared with the results from small-scale experiments. The mixed layer was defined and the voidage of mixed layers was estimated. The mixed layer was found to have about 12% less voidage than layers of the individual burden components. Finally, a model for predicting the extent of coke collapse when heavier pellets are charged over a layer of lighter coke particles was formulated based on slope stability theory, and was used to update the coke layer distribution after charging in the mathematical model. In designing this revision, results from DEM simulations and charging experiments for some charging programs were used. The findings from the coke collapse analysis can be used to design charging programs with more stable coke layers.