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DOCTORAL PROGRAM TIED TO THE<br />

ACCESS LINNAEUS CENTER<br />

<strong>KTH</strong> Linnaeus Center for<br />

Au<strong>to</strong>nomic Complex Communication<br />

Networks, Signals and Systems<br />

www.<strong>access</strong>.ee.kth.se<br />

Evaluation Report<br />

prepared for <strong>the</strong><br />

Swedish Research Council<br />

Oc<strong>to</strong>ber 25, 2011


Contents<br />

Summary ................................................................................................................................................. 1<br />

Questions <strong>to</strong> <strong>the</strong> Vice Chancellor of <strong>KTH</strong> .............................................................................................. 1<br />

Questions <strong>to</strong> <strong>the</strong> Direc<strong>to</strong>r of <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong> .................................................................................. 2<br />

Appendix 1: list of ACCESS PhD<br />

Appendix 2: Economic report July 2006 – June 2011<br />

Appendix 3: Financial plan July 2011 – June 2016


Summary<br />

The ACCESS graduate school has initiated Ph.D. courses in new relevant areas. There has<br />

been a balance between courses given by <strong>KTH</strong> faculty and guests professors. We have also<br />

successfully attracted students from outside <strong>the</strong> ACCESS research environment. The overall<br />

impression we get from <strong>the</strong> <strong>the</strong> Ph.D. students is that <strong>the</strong>y think <strong>the</strong> courses in <strong>the</strong> <strong>program</strong> are<br />

valuable and of high quality. We do not have any major plans for changing <strong>the</strong> <strong>program</strong>. The<br />

main challenge in <strong>the</strong> remaining period of funding is that by <strong>the</strong> end of it, <strong>the</strong> ACCESS<br />

graduate school needs <strong>to</strong> be <strong>to</strong> a large extent integrated in <strong>the</strong> formal <strong>KTH</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>s<br />

with which it overlaps. This in order <strong>to</strong> secure a sustainable solution that will continue <strong>to</strong> exist<br />

after <strong>the</strong> VR funding ends.<br />

Questions <strong>to</strong> <strong>the</strong> Vice Chancellor of <strong>KTH</strong><br />

1. Has <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong> influenced <strong>the</strong> strategic priorities of <strong>the</strong> university/HEI (higher<br />

education institution)? If so, please describe.<br />

All PhD level education at <strong>KTH</strong> is now organized as formal <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>s<br />

(dok<strong>to</strong>rs<strong>program</strong>). The ACCESS graduate school, and <strong>the</strong> related (but now closed) national<br />

graduate school for telecommunications (GST), served as useful models in <strong>the</strong> development<br />

of principles for new <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>s; Mikael Skoglund was a member of <strong>the</strong> committee,<br />

appointed by <strong>the</strong> <strong>KTH</strong> Faculty Dean, that prepared guidelines for <strong>the</strong> new <strong>program</strong>s.<br />

2. What share of <strong>the</strong> courses offered by <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong> are new courses at <strong>the</strong><br />

university?<br />

All courses are new courses. (Ei<strong>the</strong>r completely “new” or significantly updated and<br />

redeveloped versions of previously existing courses.)<br />

3. Has <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong> streng<strong>the</strong>ned <strong>the</strong> postgraduate education and, if so, how?<br />

Besides serving as a one useful model in preparing for new <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>s all over <strong>KTH</strong>,<br />

<strong>the</strong> ACCESS graduate school has streng<strong>the</strong>ned <strong>the</strong> PhD education at <strong>KTH</strong> in, for example, <strong>the</strong><br />

following ways:<br />

− New courses are now offered on <strong>to</strong>pics that lie on <strong>the</strong> boundary between traditional<br />

disciplines (ämnen).<br />

− The ACCESS graduate school serves <strong>the</strong> important purpose of uniting <strong>the</strong> students in<br />

<strong>the</strong> general field of <strong>the</strong> ACCESS environment.<br />

− The ACCESS graduate school has successfully disseminated results and knowledge <strong>to</strong><br />

PhD students who are not directly associated with <strong>the</strong> ACCESS environment.<br />

− Through <strong>the</strong> series of intensive courses presented by guest professors, <strong>the</strong> ACCESS<br />

graduate school has successfully marketed ACCESS and <strong>KTH</strong> and created multiple<br />

new important connections between <strong>KTH</strong> and world-leading international institutions.<br />

1


Questions <strong>to</strong> <strong>the</strong> Direc<strong>to</strong>r of <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong><br />

1. Describe how <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong> has been managed and organized since <strong>the</strong> previous<br />

evaluation (conducted in 2008). Which parts have performed well, and which ones have not<br />

performed as well? Have <strong>the</strong> organization and <strong>the</strong> management been changed and, if so, how<br />

and why?<br />

As before, <strong>the</strong> <strong>program</strong> is lead by <strong>the</strong> coordina<strong>to</strong>r/direc<strong>to</strong>r, Mikael Skoglund. Skoglund is a<br />

chaired professor of communication <strong>the</strong>ory since 2003. His experience, relevant <strong>to</strong> his role<br />

here, includes being direc<strong>to</strong>r for <strong>KTH</strong>’s master <strong>program</strong> in wireless systems during 2002–05,<br />

head of <strong>the</strong> communication <strong>the</strong>ory labora<strong>to</strong>ry at <strong>KTH</strong> since 2004, and vice-dean for Electrical<br />

Engineering since 2009. He has also been on <strong>the</strong> EE undergraduate education committee and<br />

he was responsible for <strong>the</strong> communications specializations at <strong>the</strong> I and E <strong>program</strong>s at <strong>KTH</strong>.<br />

The direc<strong>to</strong>r is interacting with <strong>the</strong> <strong>program</strong> steering committee, presently comprising <strong>the</strong><br />

following members:<br />

− Bo Wahlberg, Chairman (professor)<br />

− Karl Henrik Johansson (professor)<br />

− Magnus Jansson (docent)<br />

− Stylianos Gisdakis (PhD student)<br />

− Haopeng Li (PhD student)<br />

Since 2008, Johansson has replaced Björn Ottersten (reason: Johansson is <strong>the</strong> new overall<br />

direc<strong>to</strong>r for <strong>the</strong> ACCESS Center), and Jansson has replaced Ulf Jönsson (who tragically<br />

passed away in early 2011). Wahlberg is <strong>the</strong> appointed chairman since <strong>the</strong> launch of <strong>the</strong><br />

graduate school. He has long experience in undergraduate and graduate education, including<br />

being a vice president of <strong>KTH</strong> “prorek<strong>to</strong>r” 1999–2002, responsible for academic affairs,<br />

including undergraduate and graduate education.<br />

2. Please comment on how <strong>the</strong> recommendations (if any) from <strong>the</strong> evaluation panel<br />

conducting <strong>the</strong> first evaluation (in 2008) have been taken in<strong>to</strong> consideration.<br />

There were no specific such recommendations.<br />

3. Have <strong>the</strong> goals, as formulated in <strong>the</strong> call for applications, been achieved?<br />

We think in general, “yes very much so.” Below, we comment in more detail how we think<br />

<strong>the</strong> goals have been met.<br />

How has <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me streng<strong>the</strong>ned <strong>the</strong> Linnaeus environment?<br />

The ACCESS graduate school has initiated multiple new Ph.D. courses, which integrate<br />

research areas and <strong>the</strong> competences of <strong>the</strong> different groups in <strong>the</strong> <strong>center</strong>. The steering<br />

committee has invited <strong>the</strong> ACCESS research groups <strong>to</strong> propose new courses, in all relevant<br />

areas. However, we have in particular solicited proposals in areas where a lack has been<br />

identified. The goal has been <strong>to</strong> support courses on new <strong>to</strong>pics and lay a foundation for<br />

research in emerging relevant fields within <strong>the</strong> ACCESS environment. Initially, we also<br />

supported renewal of existing courses in order for <strong>the</strong>m <strong>to</strong> better fit <strong>the</strong> objectives of<br />

ACCESS. However during <strong>the</strong> past three years <strong>the</strong> focus has been on supporting entirely new<br />

courses. One particularly important strategy has been <strong>to</strong> invite visiting professors with <strong>the</strong><br />

2


ight competence <strong>to</strong> give new courses based on <strong>the</strong>ir own material. This has been an efficient<br />

way <strong>to</strong> obtain excellent courses in new areas.<br />

The ACCESS graduate school has also initiated joint courses with partners. We have for<br />

example sponsored intensive courses / workshops on Statistical Mechanics of Distributed<br />

Information Systems, Statistical Mechanics of Game Theory, Learning and Inference (jointly<br />

with NORDITA and The Academy of Finland). Ano<strong>the</strong>r effort, jointly with <strong>the</strong> ACCESS<br />

research <strong>center</strong>, is <strong>the</strong> ACCESS Distinguished Lecture Series, which has also had a very<br />

important educational role. For <strong>the</strong> lecture series, we have invited world leading researchers <strong>to</strong><br />

give broader surveys of <strong>the</strong>ir current research. This has been highly successful and<br />

appreciated by Ph.D. students and Faculty; each seminar usually attracts 50 <strong>to</strong> 60 participants.<br />

Most of <strong>the</strong>se are Ph.D. students. Our experience so far is very positive. The ACCESS<br />

graduate school has initiated Ph.D. courses in new relevant areas, and <strong>the</strong>re has been a<br />

balance between courses given by <strong>KTH</strong> faculty and guests professors. The new courses have<br />

bridged several crucial gaps on <strong>the</strong> boundaries between traditional disciplines. Two important<br />

<strong>to</strong>pics for such courses are, for example, Game Theory and Bayesian Networks. The new<br />

courses also serve <strong>the</strong> important purpose of creating a “we” feeling among <strong>the</strong> ACCESS<br />

graduate students and also market <strong>the</strong> <strong>center</strong> <strong>to</strong>ward research environments that are not<br />

formally part of <strong>the</strong> ACCESS Center.<br />

How has <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>’s association with <strong>the</strong> Linnaeus environment affected<br />

postgraduate students in o<strong>the</strong>r research groups?<br />

We have successfully attracted students from outside <strong>the</strong> ACCESS research environment, see<br />

Appendix 1 for a list of students.<br />

4. Describe <strong>the</strong> courses currently offered in <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me and <strong>the</strong> reasons for<br />

arranging <strong>the</strong>se particular courses. Are <strong>the</strong>re courses that would have been desirable <strong>to</strong><br />

organize within <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me, but could not be arranged for various reasons? If<br />

so, please describe <strong>the</strong> reasons.<br />

The ACCESS graduate school direc<strong>to</strong>r is responsible for <strong>the</strong> curriculum. Courses are<br />

developed by <strong>the</strong> responsible teachers. With <strong>the</strong> quality assessments and <strong>the</strong> interests of <strong>the</strong><br />

ACCESS environment as a basis, <strong>the</strong> long term evolution of <strong>the</strong> curriculum is moni<strong>to</strong>red by<br />

<strong>the</strong> direc<strong>to</strong>r and <strong>the</strong> study committee. Decisions regarding adoption of new courses <strong>to</strong> <strong>the</strong><br />

curriculum are prepared by <strong>the</strong> direc<strong>to</strong>r, and taken by <strong>the</strong> study committee. Teachers in <strong>the</strong><br />

ACCESS environment can propose new courses. Alternatively, <strong>the</strong> direc<strong>to</strong>r and/or study<br />

committee can identify <strong>the</strong> need for a course on a certain <strong>to</strong>pic, and contact relevant research<br />

groups and solicit proposals. When a course is adopted <strong>to</strong> <strong>the</strong> curriculum, <strong>the</strong> responsible<br />

teacher (his/her group or department) is eligible for financial support from <strong>the</strong> ACCESS<br />

graduate school.<br />

The ACCESS graduate school courses are classified in<strong>to</strong> different categories, as follows: A<br />

prepara<strong>to</strong>ry course gives an advanced introduction <strong>to</strong> a relevant <strong>to</strong>pic, with <strong>the</strong> purpose <strong>to</strong><br />

provide necessary knowledge <strong>to</strong> pursue research in <strong>the</strong> areas defined by <strong>the</strong> ACCESS<br />

environment. Prepara<strong>to</strong>ry courses are presented on a regular basis; nominally at an interval of<br />

at most two years.<br />

3


A specialized course is directed <strong>to</strong>ward Ph.D. students that are well underway in <strong>the</strong>ir<br />

studies, and will cover advanced <strong>to</strong>pics, better tailored <strong>to</strong> <strong>the</strong> specialized fields of research in<br />

<strong>the</strong> general area of <strong>the</strong> ACCESS environment. These courses are not necessarily presented on<br />

a regular basis.<br />

An intensive course is presented at a high pace over a relatively short period of time (1 day <strong>to</strong><br />

3 weeks), typically by a visiting scientist or guest professor. As mentioned, <strong>the</strong> main goal of<br />

<strong>the</strong> ACCESS graduate school is <strong>to</strong> offer courses that bridge gaps between traditional research<br />

areas. Ano<strong>the</strong>r very important goal is <strong>to</strong> use ACCESS graduate school funding <strong>to</strong> be able <strong>to</strong><br />

attract international <strong>to</strong>p-researchers <strong>to</strong> come <strong>to</strong> <strong>KTH</strong> <strong>to</strong> present intensive courses.<br />

During 2007–8 <strong>the</strong> ACCESS graduate school also offered a summer school. This was done<br />

jointly with <strong>the</strong> National Graduate School for Telecommunications (GST). The GST was <strong>the</strong><br />

main source of funding for this event. Since <strong>the</strong> GST is now closed we have however not been<br />

able <strong>to</strong> fit an ambitious summer school in<strong>to</strong> <strong>the</strong> curriculum for <strong>the</strong> ACCESS graduate school,<br />

and we have instead given priority <strong>to</strong> new courses and invited guest lecturers.<br />

5. Has <strong>the</strong>re been any attempt <strong>to</strong> determine what <strong>the</strong> postgraduate students think about <strong>the</strong><br />

education provided by <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me (for example by a questionnaire)? If so, what<br />

were <strong>the</strong> results?<br />

As part of <strong>the</strong> requirement <strong>to</strong> receive ACCESS graduate school funding, <strong>the</strong> responsible<br />

teacher in each course is expected <strong>to</strong> submit a self-evaluation of <strong>the</strong> course after completion.<br />

A formal course evaluation (based on questionnaires <strong>to</strong> students) is not manda<strong>to</strong>ry, partly<br />

since it is hard <strong>to</strong> implement such evaluations in courses with few participants. However,<br />

many teachers still choose <strong>to</strong> perform evaluations. Since we do not have evaluations for all<br />

courses, and since we have not formally summarized <strong>the</strong> evaluations received, we choose not<br />

<strong>to</strong> comment on <strong>the</strong> result of evaluations of particular courses. However, based on <strong>the</strong> input we<br />

have, we feel that it is safe <strong>to</strong> say <strong>the</strong> following: 1) ACCESS graduate school courses are in<br />

general highly appreciated and well-received by <strong>the</strong> students; 2) <strong>the</strong> intensive courses<br />

presented by externally invited guest professors are <strong>the</strong> single most important added-value<br />

created by <strong>the</strong> graduate school.<br />

6. Describe <strong>the</strong> ways in which <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me has influenced <strong>the</strong> education of postgraduate<br />

students.<br />

The focus of <strong>the</strong> ACCESS graduate school is <strong>to</strong> initiate new Ph.D. courses, which integrate<br />

research areas and <strong>the</strong> competences of <strong>the</strong> different groups in <strong>the</strong> <strong>center</strong>. Our strategy is <strong>to</strong> use<br />

ACCESS graduate school funding <strong>to</strong> complement existing Ph.D. education initiatives at <strong>KTH</strong>,<br />

with a focus on complementing o<strong>the</strong>r existing courses <strong>to</strong> cover <strong>the</strong> boundary between<br />

ACCESS Center research <strong>to</strong>pics.<br />

The study committee has invited <strong>the</strong> ACCESS research groups <strong>to</strong> propose new courses, in all<br />

relevant areas. However, we have in particular solicited proposals in areas where a lack has<br />

been identified. The goal has been <strong>to</strong> support courses on new <strong>to</strong>pics and lay a foundation for<br />

research in emerging relevant fields within <strong>the</strong> ACCESS environment. During <strong>the</strong> first two<br />

years of <strong>the</strong> ACCESS graduate school, we also supported renewal of existing courses in order<br />

for <strong>the</strong>m <strong>to</strong> better fit <strong>the</strong> objectives of ACCESS, however our focus is now on only supporting<br />

completely new courses. These efforts have been complemented by our strategy <strong>to</strong> invite<br />

4


visiting professors with <strong>the</strong> right competence <strong>to</strong> give new courses based on <strong>the</strong>ir own material.<br />

This has been an efficient way <strong>to</strong> obtain excellent courses in new areas. Our experience with<br />

courses presented by external visi<strong>to</strong>rs is very positive and we will continue with this strategy.<br />

Our extensive international collaborations and our reputation make it attractive for world class<br />

researchers <strong>to</strong> visit. In addition, <strong>the</strong> ACCESS research <strong>center</strong> coordinates a mobility <strong>program</strong><br />

<strong>to</strong> support this.<br />

As mentioned, <strong>the</strong> ACCESS graduate school has also been influential in preparing strategies<br />

and formats for <strong>the</strong> new <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>s at <strong>KTH</strong>. The ACCESS graduate school direc<strong>to</strong>r,<br />

Mikael Skoglund, was a member of <strong>the</strong> committee that prepared instructions for <strong>the</strong> new<br />

<strong>program</strong>s. The three new <strong>program</strong>s that are most overlapping with ACCESS are those in<br />

Electrical Engineering (Elektro- och systemteknik), Computer Science (Datalogi) and Applied<br />

and Computational Ma<strong>the</strong>matics (Tillämpad matematik).<br />

In addition, <strong>the</strong> ACCESS graduate school has initiated joint courses with partners, for<br />

example <strong>the</strong> Summer School is held jointly with <strong>the</strong> GST. We have also sponsored an<br />

intensive course / workshop on Statistical Mechanics of Distributed Information Systems<br />

(jointly with NORDITA and The Academy of Finland). Ano<strong>the</strong>r effort, jointly with <strong>the</strong><br />

ACCESS research <strong>center</strong>, is <strong>the</strong> ACCESS Distinguished Lecture Series, which has also had a<br />

very important educational role. For <strong>the</strong> lecture series, we have invited world leading<br />

researchers <strong>to</strong> give broader surveys of <strong>the</strong>ir current research. This has been highly successful<br />

and appreciated by Ph.D. students and Faculty; each seminar usually attracts 50 <strong>to</strong> 60<br />

participants. Most of <strong>the</strong>se are Ph.D. students.<br />

7. What are <strong>the</strong> plans for <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me for <strong>the</strong> remaining period? What changes<br />

have been made compared <strong>to</strong> <strong>the</strong> original plan?<br />

Since we think <strong>the</strong> present way of running <strong>the</strong> ACCESS graduate school is successful, we do<br />

not have any plans for major changes, and we still follow <strong>the</strong> original plan. The one main<br />

change so far is that we do no longer offer an ambitious summer school (see discussion<br />

above), <strong>to</strong> make room for new courses and invited guest professors. Fur<strong>the</strong>rmore, <strong>the</strong> one<br />

major challenge for <strong>the</strong> coming period is that we need <strong>to</strong> start integrate <strong>the</strong> activities in <strong>the</strong><br />

ACCESS graduate school in<strong>to</strong> <strong>the</strong> relevant <strong>KTH</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>s, in order <strong>to</strong> prepare for a<br />

smooth transition when <strong>the</strong> funding for <strong>the</strong> ACCESS graduate school end.<br />

8. What is your prognosis regarding <strong>the</strong> standing of <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me ten years from<br />

now? What is your strategy for maintaining a strong <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me after <strong>the</strong> grant<br />

period?<br />

As mentioned, our plan is <strong>to</strong> slowly start <strong>to</strong> integrate <strong>the</strong> courses in <strong>the</strong> ACCESS graduate<br />

school in<strong>to</strong> <strong>the</strong> relevant <strong>KTH</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>s, that is, those in Electrical Engineering<br />

(Elektro- och systemteknik), Computer Science (Datalogi) and Applied and Computational<br />

Ma<strong>the</strong>matics (Tillämpad matematik). Our prognosis on <strong>the</strong> standing of <strong>the</strong> ACCESS graduate<br />

school in ten years is that it is by <strong>the</strong>n fully integrated in <strong>the</strong>se <strong>KTH</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>s.<br />

9. With which research groups does <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me collaborate? Describe this<br />

collaboration and its added value.<br />

5


The ACCESS graduate school does not formally collaborate with groups or environments<br />

outside <strong>the</strong> ACCESS Linnaeus <strong>center</strong> when it comes <strong>to</strong> preparing and moni<strong>to</strong>ring a<br />

curriculum, etc. However <strong>the</strong> graduate school benefits greatly from <strong>the</strong> many research<br />

collaborations that are entertained by ACCESS Faculty members. Fur<strong>the</strong>rmore, we wish <strong>to</strong>,<br />

once more, stress <strong>the</strong> importance of our series of intensive courses presented by guest<br />

researchers/professors.<br />

10. How are postgraduate students admitted <strong>to</strong> courses in <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me? How<br />

many applicants are <strong>the</strong>re for each place? Describe <strong>the</strong> profile of <strong>the</strong> applicant group<br />

(including gender distribution) and <strong>the</strong> selection process.<br />

The ACCESS graduate school courses are open <strong>to</strong> ACCESS <strong>doc<strong>to</strong>ral</strong> students, o<strong>the</strong>r <strong>doc<strong>to</strong>ral</strong><br />

students, industry researchers and senior master/engineering students (primarily <strong>the</strong><br />

prepara<strong>to</strong>ry courses). Courses are advertised in several different ways:<br />

− They are listed on <strong>the</strong> ACCESS graduate school web-page;<br />

− The ACCESS graduate school direc<strong>to</strong>r sends announcements and reminders <strong>to</strong> all<br />

ACCESS research groups via email;<br />

− The courses are advertised via <strong>the</strong> same email lists as where ACCESS seminars and<br />

<strong>the</strong> ACCESS distinguished lecture series are announced;<br />

− Each individual teacher advertises his/her own course, through own channels.<br />

For each course, <strong>the</strong> responsible teacher takes <strong>the</strong> final decision in admitting a student <strong>to</strong> <strong>the</strong><br />

course. In general, <strong>the</strong> ACCESS graduate school strives <strong>to</strong> attract only highly motivated<br />

students. We advise <strong>the</strong> teachers <strong>to</strong> clearly state <strong>the</strong> required prerequisites for each course, and<br />

<strong>to</strong> check that accepted students fulfill <strong>the</strong>se.<br />

6


Appendix 1<br />

Present a list of courses, course leaders, lecturers and participants in courses that <strong>the</strong><br />

<strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me has offered since you submitted <strong>the</strong> report ffor <strong>the</strong> previous evaluation<br />

(in 2008).<br />

Courses<br />

The following is a list of courses presented during 2008–2011 (including courses scheduled <strong>to</strong><br />

be given later during <strong>the</strong> Fall 2011). Additional information can be found here:<br />

www.<strong>access</strong>.kth.se - link <strong>to</strong> ‘Graduate School.’<br />

Fall 2011<br />

– Sparse signal processing, specialized course<br />

– Principles of wireless sensor networks, specialized course<br />

– Parallel and distributed computing, specialized course<br />

– Research communication, prepara<strong>to</strong>ry<br />

Spring 2011<br />

– Multi-agent and networked control systems, specialized course<br />

– Bayesian networks, prepara<strong>to</strong>ry<br />

– Game <strong>the</strong>ory, prepara<strong>to</strong>ry course<br />

Fall 2010<br />

– Sensornet <strong>program</strong>ming, specialized<br />

– Internet congestion control, intensive, Prof. Steven Low<br />

– Network algorithms, specialized<br />

Spring 2010<br />

– Advanced Topics in Hybrid and Embedded Control Systems, Prof. Claire Tomlin<br />

– Generalized principal component analysis, intensive, Prof. Shankar Sastry<br />

– Distributed optimization, intensive, Prof. Stephen Boyd<br />

– Convex optimization methods for robust control, intensive, Prof. Roy Smith<br />

– Statistical mechanics of learning and inference, intensive/workshop<br />

– Multiuser information <strong>the</strong>ory, specialized course<br />

– Nonlinear Systems: Analysis and Control, prepara<strong>to</strong>ry course<br />

Fall 2009<br />

– Temporal logic, intensive course<br />

– Principles of wireless sensor networks, specialized course<br />

– A celebration of <strong>the</strong> field of systems and control, intensive/workshop<br />

– System identification, prepara<strong>to</strong>ry course<br />

– Games, decisions and information, specialized course<br />

Spring 2009<br />

– Complex systems<br />

– Statistical mechanics of game <strong>the</strong>ory<br />

– Game <strong>the</strong>ory, prepara<strong>to</strong>ry course<br />

– Bayesian networks, prepara<strong>to</strong>ry course


Fall 2008<br />

– The generalized moment problem and rational measures, intensive course, Prof.<br />

Chris<strong>to</strong>pher Byrnes<br />

– Introduction <strong>to</strong> Model Order Reduction, specialized course<br />

– WSN <strong>program</strong>ming, intensive course<br />

Summer and Fall 2008<br />

– Global navigation satellite systems, specialized course<br />

Spring 2008<br />

– PhysDIS: physics of distributed information systems, intensive course/workshop<br />

– Nonlinear Systems: Analysis and Control, prepara<strong>to</strong>ry course<br />

– S<strong>to</strong>chastic Estimation and Control, intensive course<br />

Non-ACCESS students<br />

The following is a list of PhD students that have followed courses sponsored by <strong>the</strong> ACCESS<br />

Graduate school, and who are not directly active in <strong>the</strong> ACCESS environment:<br />

– Per Austrin, <strong>KTH</strong>/CSC<br />

– Fredrik Carlsson, <strong>KTH</strong>/SCI<br />

– Mikael Fallgren, <strong>KTH</strong>/SCI<br />

– Mats Werne, <strong>KTH</strong>/SCI<br />

– Per Sahlholm, <strong>KTH</strong>/EE<br />

– Tahir Naseer Queshi, <strong>KTH</strong>/ITM<br />

– Erik Nordström, Uppsala<br />

– Kris<strong>to</strong>ffer Sjöö, <strong>KTH</strong>/CAS<br />

– Andreas Lundblad, <strong>KTH</strong>/CSC<br />

– Juan Carlos Sanchez-Aarnoutse<br />

– Linus Gustafsson<br />

– Magnus Persson<br />

– Peter Almström<br />

– Pilar Manzanares<br />

– Seunghee Lee<br />

– Tahir Naseer Queshi, <strong>KTH</strong>/Machine Design<br />

– Kris<strong>to</strong>ffer Sjö, Nada/CAS<br />

– Danny Bickson, The Hebrew University of Jerusalem<br />

– Baki Cakici, SICS<br />

– Sang Hoon Lee, KAIST<br />

– Mikael Onsjö, Chalmers<br />

– Sadegh Raeisi, Sharif<br />

– Jack Raymond, As<strong>to</strong>n Univ<br />

– Jeremy Stribling, MIT<br />

– Shervin Bagheri, <strong>KTH</strong>/Mechanics<br />

– Steffen Waldherr, Uni. Stuttgart)<br />

– Christian Smith, <strong>KTH</strong>/CSC<br />

– Oscar Danielsson, <strong>KTH</strong>/CSC<br />

– Cristian Vasile Achin, Aal<strong>to</strong><br />

– Kartik Anand, The Abdus Salam International Centre for Theoretical Physics, Trieste<br />

– John Ardelius, SICS


– Chaitanya Gokhale, Max Planck Institute<br />

– Weini Huang, Max Plank Institute<br />

– Timo Ikonen, Aal<strong>to</strong><br />

– Juha Koivis<strong>to</strong>, Aal<strong>to</strong><br />

– Panos Papadopoulos, King’s College<br />

– Matti Pel<strong>to</strong>mäki, Aal<strong>to</strong><br />

– René Pfotzner, University of Jena<br />

– Francisco San<strong>to</strong>s, Université Libre de Bruxelles<br />

– Daniel Strömbom, Uppsala<br />

– Sven Van Segbroeck, Vrije Universiteit Brussel<br />

– Teodor Sommestad, <strong>KTH</strong>/ICS<br />

– Ulrik Franke, <strong>KTH</strong>/EES/ICS<br />

– Joel Höglund, SICS<br />

– Du Ho Kang, <strong>KTH</strong>/COS<br />

– Saltanat Khamit, <strong>KTH</strong>/COS<br />

– Ali Nazmi Özyagci, <strong>KTH</strong>/COS<br />

– Lei Shi, <strong>KTH</strong>/COS<br />

– Sibel Tombaz, <strong>KTH</strong>/COS<br />

– Cenny Wenner, S<strong>to</strong>ckholm University and <strong>KTH</strong>/CSC<br />

– Ibrahim Orhan, School of Health and Technology<br />

– Ubaldo Tiberi, UAQ<br />

– Jonas Wåhslén, School of Health and Technology<br />

– Dogan Yazar, Uppsala University and SICS<br />

– Prem Raj Adhikari, Aal<strong>to</strong><br />

– Venkat Chandrasekaran, MIT<br />

– Muhammad Ali Faisal, Aal<strong>to</strong><br />

– Jussi Gillberg, Aal<strong>to</strong><br />

– Hongli Zeng, Aal<strong>to</strong><br />

– Juan Carlos Vasquez, INRIA<br />

– Abdullah Al-Mamun, Univ. Southamp<strong>to</strong>n<br />

– Iacopo Mastromatteo, SISSA, Italy<br />

– Jason Sakellariou, Universite Paris Sud<br />

– Tommi Suvutaival, Aal<strong>to</strong><br />

– Dario Villamaina, La Sapienza, Rome<br />

– Seppo Virtanen, Aal<strong>to</strong><br />

– Aree Wi<strong>to</strong>elar, Univ. Groningen<br />

– Can Kilicbay, Uppsala<br />

– Biruk Silase Geletu, Blekinge Institute of Technology<br />

– Guillermo Rodríguez Cano, Uppsala<br />

– Ali Houmani, <strong>KTH</strong>/ICT<br />

– Magnus Jobs, Uppsala<br />

– Frederik Hermans, Uppsala<br />

– Fredrik Bjurefors, Uppsala<br />

– Olof Rensfelt, Uppsala<br />

– Fredrik Asplund, <strong>KTH</strong> Machine Design<br />

– Shervin Bagheri, <strong>KTH</strong>/SCI<br />

– Björn Halvarsson, Uppsala University<br />

– Erik Henriksson, <strong>KTH</strong>/EE<br />

– Rujiroj Leelaruji, <strong>KTH</strong>/EE<br />

– Charles Nader, ITB


– Erik Olofsson, <strong>KTH</strong>/EE<br />

– Maria Werlefors, Uppsala University<br />

In addition, multiple Erasmus exchange students (Master Level)


ACCESS PhD Students<br />

Name Last name<br />

Year<br />

of<br />

birth<br />

Year<br />

PhD<br />

planne<br />

d<br />

Male<br />

(M)/<br />

Femal<br />

e (F)<br />

Starting<br />

year in <strong>the</strong><br />

Linnaeus<br />

environme<br />

nt<br />

Ending year<br />

in <strong>the</strong><br />

Linnaeus<br />

environment<br />

% (of full<br />

time)<br />

participati<br />

on in <strong>the</strong><br />

Linnaeus<br />

environme<br />

nt<br />

1<br />

% (of<br />

full time)<br />

funded<br />

by <strong>the</strong><br />

Linnaeu<br />

s Grant<br />

or<br />

universit<br />

y cofinancin<br />

g<br />

% (of<br />

full<br />

time)<br />

extern<br />

al<br />

fundin<br />

g<br />

Main subject area in<br />

postgraduate education<br />

Main supervisor<br />

Research group in <strong>the</strong><br />

Linnaeus environment<br />

Leefke Dössel 1984 2014 F 2009 80 0 40 Telecommunications Lars Rasmussen Architecture & Concepts<br />

Iqbal Hussain 1979 2014 M 2009 80 0 40 Telecommunications Lars Rasmussen Architecture & Concepts<br />

Ian Marsh 1965 2009 M 2006 2009 50 0 0 Telecommunications Gunnar Karlsson Architecture & Concepts<br />

Ignacio Más 1971 2008 M 2006 2008 50 0 0 Telecommunications Gunnar Karlsson Architecture & Concepts<br />

Zaki Ahmed 1985 2015 M 2010 80 0 40 Telecommunications Lars Rasmussen Architecture &Concepts<br />

Ilias Chatzidrossos 1981 2011 M 2006 2011 80 0 0 Telecommunications Gunnar Karlsson Architecture &Concepts<br />

Jing Fu 1978 2008 M 2006 2008 80 0 0 Telecommunications Gunnar Karlsson Architecture &Concepts<br />

Maksym Girnyk 1984 2014 M 2009 80 0 40 Telecommunications Lars Rasmussen Architecture &Concepts<br />

Ioannis Glaropoulos 1981 2013 M 2008 2013 80 0 0 Telecommunications Gunnar Karlsson Architecture &Concepts<br />

An<strong>to</strong>nio Gonga 1983 2014 M 2009 80 0 80 Au<strong>to</strong>matic control Mikael Johansson Architecture &Concepts<br />

Anders Gunnar M 2005 2011 20 0 100 Au<strong>to</strong>matic control Mikael Johansson Architecture &Concepts<br />

Olafur Helgason 1976 2011 M 2006 2011 80 0 0 Telecommunications Gunnar Karlsson Architecture &Concepts<br />

Sylvia Kouyoumdjieva 1983 2014 F 2009 2014 80 0 0 Electrical Engineering Gunnar Karlsson Architecture &Concepts<br />

Peter Larsson 1966 2015 M 2010 80 0 40 Telecommunications Lars Rasmussen Architecture &Concepts<br />

Nan Li 2016 F 2011 80 0 40 Electrical Engineering Lars Rasmussen Architecture &Concepts<br />

Niels Möller 2008 M 2006 2008 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Architecture &Concepts<br />

Valentino Pacifici 1985 2015 M 2011 2015 80 0 0 Electrical Engineering Gunnar Karlsson Architecture &Concepts<br />

Ljubica Pajevic 1984 2014 F 2010 2014 80 0 0 Electrical Engineering Gunnar Karlsson Architecture &Concepts<br />

Pablo Soldati 1978 M 2005 2011 80 0 80 Au<strong>to</strong>matic control Mikael Johansson Architecture &Concepts<br />

Liping Wang 1982 2013 F 2008 2013 80 0 0 Telecommunications Gunnar Karlsson Architecture &Concepts<br />

Vladimir Vukadinovic 1977 2010 M 2006 2010 80 0 0 Telecommunications Gunnar Karlsson Architecture &Concepts<br />

Ognjen Vukovic 1985 2014 M 2010 2014 80 0 0 Telecommunications Gunnar Karlsson Architecture &Concepts


Zhenhua Zou 1984 2013 M 2009 80 0 80 Au<strong>to</strong>matic control Mikael Johansson Architecture &Concepts<br />

John Ardelius 1978 2012 M 2009 80 0 80 Distributed systems S. Krishnamurthy Computation & Algorithms<br />

Enrico Avventi 1980 2011 M 2006 50 20 80 Systems & control Anders Lindquist Computation & Algorithms<br />

Musard Balliu 1985 2014 M 2009 2014 80 0 80 Security Mads Dam Computation & Algorithms<br />

Greschbach Benjamin 1983 2016 M 2011 80 0 80 Security Sonja Buchegger Computation & Algorithms<br />

Oleksandr Bodriagov 1985 2015 M 2010 80 0 80 Security Sonja Buchegger Computation & Algorithms<br />

Mika Cohen 1978 2008 M 2006 2008 Security Mads Dam Computation & Algorithms<br />

Aymeric d'Herouel 1980 2011 M 2006 2011 80 40 40 Biological Physics Erik Aurell Computation & Algorithms<br />

Alber<strong>to</strong> Gonzalez 1977 2008 M 2006 2008 80 0 0 Telecommunications Rolf Stadler Computation & Algorithms<br />

Meng Guo 1988 2015 M 2011 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Computation & Algorithms<br />

Nicolas Innocenti 1986 2015 M 2010 2015 80 80 80 Biological Physics Erik Aurell Computation & Algorithms<br />

Kristján Jónsson 1975 2013 M 2009 2013 80 0 Distributed systems Mads Dam Computation & Algorithms<br />

Andreas Lundblad 1982 2012 M 2007 2012 80 0 80 Security Mads Dam Computation & Algorithms<br />

Hamid Mahdavian 2014 M 2010 80 0 80 Au<strong>to</strong>matic control Mikael Johansson Computation & Algorithms<br />

Karl Palmskog 1982 2014 M 2009 2014 80 0 80 Programming languages Mads Dam Computation & Algorithms<br />

Oliver Schwarz 1986 2014 M 2010 2015 80 0 80 Security Mads Dam Computation & Algorithms<br />

Bjorn Terelius 1984 2013 M 2008 2013 80 0 80 Cryp<strong>to</strong>graphy Douglas Wikström Computation & Algorithms<br />

Håkan Terelius 1987 2014 M 2010 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Computation & Algorithms<br />

Misbah Uddin 1983 2015 M 2011 2015 80 0 0 Telecommunications Rolf Stadler Computation & Algorithms<br />

Maria Werner 1978 2010 F 2006 2010 80 0 80 Biological Physics Erik Aurell Computation & Algorithms<br />

Fetahi Wuhib 1977 2010 M 2006 2010 80 0 0 Telecommunications Rolf Stadler Computation & Algorithms<br />

Rerngvit Yanggra<strong>to</strong>ke 1983 2015 M 2011 2015 80 0 0 Electrical Engineering Rolf Stadler Computation & Algorithms<br />

Hongli Zeng 1983 2012 F 2009 2012 40 0 0 Physics Erik Aurell Computation & Algorithms<br />

Hildur Æsa Oddsdóttir 1984 2015 F 2011 30 20 60 Optimization Forsgren Sensing & Actuation<br />

Assad Alami 2013 M 2009 80 0 100 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

Obada Alhaj Moussa 1982 2013 M 2008 80 0 80 Sound and Image Processing Bastiaan Kleijn Sensing & Actuation<br />

Martin Andreasson 1987 2015 M 2011 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

José Araujo 1985 2013 M 2008 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

Burak Demirel 1984 M 2009 80 0 80 Au<strong>to</strong>matic control Mikael Johansson Sensing & Actuation<br />

Piergiuseppe Di Marco 1983 2013 M 2008 80 0 100 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

Mikael Fallgren 1982 2011 M 2007 30 80 Optimization Forsgren Sensing & Actuation<br />

2


Farhad Farokhi 1987 2014 M 2010 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

Oscar Flärdh 1980 M 2009 80 0 80 Au<strong>to</strong>matic control Håkan Hjalmarsson Sensing & Actuation<br />

Erik Henriksson 1982 2012 M 2007 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

Gustav Henter 1980 2012 M 2007 80 0 80 Sound and Image Processing Bastiaan Kleijn Sensing & Actuation<br />

Janusz Klejsa 1981 2012 M 2006 80 0 80 Sound and Image Processing Bastiaan Kleijn Sensing & Actuation<br />

Ermin Kozica 1982 2011 M 2007 2011 80 0 80 Sound and Image Processing Bastiaan Kleijn Sensing & Actuation<br />

Haopeng Li 1985 2015 M 2010 80 0 80 Sound and Image Processing Arne Leijon Sensing & Actuation<br />

Magnus Lindhé 1978 2012 M 2006 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

Johan Markdahl 1982 2014 M 2010 30 80 Systems & control Xiaoming Hu Sensing & Actuation<br />

Anders Möller 1982 2012 M 2007 50 20 60 Systems & control Xiaoming Hu Sensing & Actuation<br />

Pangun Park 1980 2011 M 2007 2011 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

Petko Petkov 1980 2012 M 2007 80 0 80 Sound and Image Processing Bastiaan Kleijn Sensing & Actuation<br />

Pravin Rama Kumar 1982 2013 M 2008 80 0 80 Sound and Image Processing Bastiaan Kleijn Sensing & Actuation<br />

Chithrupa Ramesh 1982 2013 F 2008 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

Per Sahlholm 2011 M 2006 2011 80 0 80 Au<strong>to</strong>matic control Karl H. Johansson Sensing & Actuation<br />

Chris<strong>to</strong>pher Sturk 1982 2015 M 2010 80 0 80 Au<strong>to</strong>matic control Henrik Sandberg Sensing & Actuation<br />

Andre Teixeira 1986 2013 M 2009 80 0 80 Au<strong>to</strong>matic control Henrik Sandberg Sensing & Actuation<br />

Johan Thunberg 1982 2013 M 2009 50 30 50 Systems & control Xiaoming Hu Sensing & Actuation<br />

Yuecheng Yang 1986 2015 M 2011 30 80 Systems & control Xiaoming Hu Sensing & Actuation<br />

Guoqiang Zhang 1980 2010 M 2006 2010 80 0 80 Sound and Image Processing Bastiaan Kleijn Sensing & Actuation<br />

Mattias Andersson 1980 2012 M 2007 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Mariette Annergren 1982 2015 F 2010 80 0 80 Au<strong>to</strong>matic control Bo Wahlberg Transmission & Radio<br />

Lei Bao 2009 2006 2009 80 Mikael Skoglund Transmission & Radio<br />

Ricardo Blasco Serrano 1983 2012 M 2007 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Hieu Do 1980 2013 M 2008 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Tai Do 1984 2015 M 2010 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Jinfeng Du 1980 2014 M 2009 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Freja Egebrand 1984 F 2010 80 0 80 Au<strong>to</strong>matic control Håkan Hjalmarsson Transmission & Radio<br />

Hamed Farhadi 1983 2014 M 2009 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Frederic Gabry 1987 2015 M 2010 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Euhanna Ghadimi 1982 2013 M 2009 80 0 80 Au<strong>to</strong>matic control Mikael Johansson Transmission & Radio<br />

3


Sheng Huang 1985 2016 M 2011 80 0 40 Electrical Engineering Mikael Skoglund Transmission & Radio<br />

Per Hägg 1984 2009 M 2014 80 0 80 Au<strong>to</strong>matic control Bo Wahlberg Transmission & Radio<br />

Majid Khormuji 1981 2011 M 2006 2011 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Omid Khorsand 1985 2014 M 2010 80 0 80 Au<strong>to</strong>matic control Mikael Johansson Transmission & Radio<br />

Tung Kim 2008 2006 2008 80 Mikael Skoglund Transmission & Radio<br />

Kittipong Kittichokechai 1985 2014 M 2009 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Johannes Kron 2011 2006 2011 80 Mikael Skoglund Transmission & Radio<br />

Christian Larsson 1983 M 2009 80 0 80 Au<strong>to</strong>matic control Håkan Hjalmarsson Transmission & Radio<br />

Farshad Naghibi 1983 2015 M 2010 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Nicolas Schrammar 1982 2013 M 2008 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Amirpasha Shirazinia 1982 2013 M 2008 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Zhongwei Si 1980 2012 F 2007 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Efthymis Stathakis 1984 2015 M 2010 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Dennis Sundman 1983 2013 M 2008 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

Zhao Wang 2016 M 2011 80 0 40 Electrical Engineering Mikael Skoglund Transmission & Radio<br />

Niklas Wernersson 2008 2006 2008 80 Mikael Skoglund Transmission & Radio<br />

Sha Yao 2011 2006 2011 80 Mikael Skoglund Transmission & Radio<br />

S. A.Abbas Zaidi 1983 2013 M 2008 80 0 40 Telecommunications Mikael Skoglund Transmission & Radio<br />

4


Appendix 2 Economic report<br />

Present in Excel an economic report of <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me for 1 July 2006 through 30<br />

June 2011 per calendar year (see point 15 for details).<br />

Income 2006 2007 2008 2009 2010 2011<br />

VR 575 000 1 150 000 1 150 000 1 150 000 1 150 000 575 000<br />

Total<br />

Expenses<br />

575 000 1 150 000 1 150 000 1 150 000 1 150 000 575 000<br />

Coordination and<br />

study follow up<br />

function<br />

100 000 200 000 200 000 200 000 200 000 100 000<br />

Costs of course<br />

development<br />

0<br />

455 000 740 000 1 600 000 1 020 000 550 000<br />

Lecturers 0 115 000 190 000 200 000 270 000 0<br />

Total 100 000 770 000 1 130 000 2 000 000 1 490 000 650 000


Appendix 3 Financial plan<br />

Present in Excel a financial plan or budget of <strong>the</strong> <strong>doc<strong>to</strong>ral</strong> <strong>program</strong>me for 1 July 2011<br />

through 30 June 2016 per calendar year (see point 16 for details).<br />

Income 2011 2012 2013 2014 2015 2016<br />

VR 575 000 1 150 000 1 150 000 1 150 000 1 150 000 575 000<br />

Total<br />

Budget<br />

575 000 1 150 000 1 150 000 1 150 000 1 150 000 575 000<br />

Coordination and<br />

study follow up<br />

function<br />

Costs of course<br />

development<br />

100 000 200 000 200 000 200 000 200 000 100 000<br />

400 000 800 000 800 000 800 000 700 000 360 000<br />

Lecturers 50 000 100 000 100 000 100 000 100 000 50 000<br />

Total 550 000 1100 000 1100 000 1100 000 1000 000 510 000

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