1. Sirola, Miki. Prosessi- ja säätösuunnittelun apuvälineet prosessisimulaattorissa.
Diplomityö. Espoo, TKK, 1988. 81 s.
2. Juslin, Kaj; Sirola, Miki; Kurki, Jorma. Simulation of district heat system with an
advanced process simulator. International Symposium on District Heat Simulation.
Reykjavik, Iceland, 13 - 16 April 1989. 9 p.
3. Ranne, Aulis; Sirola, Miki. Kaukolämpöjohtojen lämpöjännitykset. Osa 1.
Lämpötilavaihtelut johtorakenteissa. Espoo, VTT, 1991. 52 s. Tutkimuksia
/ Valtion teknillinen tutkimuskeskus 753.
ISBN 951-38-4101-4
4. Berg, Oivind; Sirola, Miki; Sorenssen, Aimar; Owre, Fridtjov; Ådlandsvik,
Kjell Arvid. Computerised accident management support
Workshop meeting on computerised accident management support, Halden
19 - 20 Nov. 1992. OECD Halden Reactor Project (1992). 6 p.
5. Berg, Oivind; Sirola, Miki; Sorenssen, Aimar; Owre, Fridtjov; Ådlandsvik,
Kjell-Arvid. The Halden reactor project workshop meeting on computerised
accident management support
OECD Halden Reactor Project, HWR-335. OECD Halden Reactor Project (1993).
34 p. + app.
6. Bjorlo, Thorbjorn; Berg, Oivind; Sirola, Miki; Sorenssen, Aimar; Owre,
Fridtjov; Ådlandsvik, Kjell Arvid. Combining simulation and improved
presentation techniques to support accident management decisions. Halden,
OECD Halden Reactor Project, 1993. 9 p.
7. Sirola, Miki. The strategy generator for the computerized accident
management system. Enlarged Halden Programme Group Meeting on Man-machine
Systems Research, Storefjell, Norway, 7 - 12 March 1993. Halden, OECD
Halden Reactor Project, 1993. 11 p.
8. Sorenssen, Aimar; Berg, Oivind; Jorgensen, Uffe Scot; Sirola, Miki; Owre,
Fridtjov; Ådlandsvik, Kjell Arvid. Combining simulation and improved
presentation techniques to support accident management decisions. Enlarged
Halden Programme Group Meeting on Man-machine Systems Research, Storefjell,
Norway, 7 - 12 March 1993. Halden, OECD Halden Reactor Project, 1993. 11 p.
9. Berg, Oivind; Endestad, Tor; Jorgensen, Uffe Scot; Sirola, Miki;
Sorenssen, Aimar; Waalmann, Jan Gunnar; Owre, Fridtjov; Ådlandsvik, Kjell Arvid.
CAMS: Computerized Accident Management Support.
Specialist meeting on operator aids for severe accidents management and
training (SAMOA), Halden, Norway 8 - 10 June 1993. OECD Halden Reactor
Project; OECD Halden Reactor Project (1993). 18 p.
10. Berg, Oivind; Endestad, Tor; Jorgensen, Uffe Scot; Moum, Bård; Nurmilaukas,
Pekka; Sirola, Miki; Sundal, Frank; Sorenssen, Aimar; Waalmann, Jan Gunnar;
Winsnes, Tone; Owre, Fridtjov; Ådlandsvik, Kjell Arvid. CAMS: Computerized
accident management support. SIK seminar, Halden, Norway Nov. 1993. Halden,
OECD Halden Reactor Project, 1993. 24 p.
11. Sirola, Miki. The strategy generator in the computerized accident
management support system - CAMS.
OECD Halden Reactor Project, HWR 361. Institutt for energiteknikk, OECD
Halden Reactor Project (1993). 42 p.
12. Sirola, Miki. Strategy generator in computerized accident management
support system. Espoo, VTT, 1994. 91 p. + app. 10 p. VTT Publications 163.
ISBN 951-38-4401-3
13. Sirola, Miki. Strategy generation in the accident management. Modelling,
Simulation and Control in the Process Industry. Ottawa, 25 - 27 May 1994.
Ottawa, IASTED, 1994. 5 p.
14. Sirola, Miki. Strategy generation in accident management support. IAEA
Technical Committee Meeting. Espoo, 20 - 23 June 1994. Espoo, IAEA, 1994.
10 p.
15. Sirola, Miki. Generating strategies for managing accidents.
Nuclear Engineering International., vol. 39 (1994) 478, pp. 50 - 51.
16. Fantoni, Paolo; Meyer, Geir; Nurmilaukas, Pekka; Sirola, Miki; Sorenssen,
Aimar. Description of the computerized accident management support system
(CAMS) prototype and design. 1994, OECD Halden Reactor Project, 1994. 23 p.
HWR 390.
17. Fantoni, Paolo; Meyer, Geir; Nurmilaukas, Pekka; Sirola, Miki; Sorenssen,
Aimar. The CAMS prototype. Halden, NKS, 1995. 23 p. + app. 12 p.
NKS/RAK 2(95) TR-B1.
18. Sirola, Miki. Building up a logistic simulator. IASTED Conference for
Modelling, Identification and Control. Innsbruck, IASTED, 1995. 4 p.
19. Sirola, Miki. Logistiikkasimulaattori. Automaatiopäivät -95. Helsinki,
Suomen Automaatioseura; Suomen robotiikkayhdistys, 1995. 4 s.
20. Sirola, Miki. A rule-based agent model for process automation. IASTED
International Conference Modelling and Simulation. Pittsburgh, IASTED, 1996.
3 p.
21. Sirola, Miki. Computerized decision analysis tool. EHPG-Meeting of OECD
Halden Reactor Project at Loen in 19th-24th. Loen, OECD, 1996. 10 p.
22. Laakso, Kari; Sirola, Miki; Holmberg, Jan. Decision models for maintenance
and safety. 12th International ESReDA Seminar Decision, Analysis and its
Applications in Safety and Reliability. Espoo, FI, 15 - 16 May 1997,
1997. 10 p.
23. Sirola, Miki. Rule-based decision making model. EHPG-Meeting of OECD Halden
Reactor Project. Lillehammer, NO, 15 - 20 March 1998, OECD Halden Reactor
Project, 1998. 12 p.
24. Laakso, Kari; Sirola, Miki; Holmberg, Jan. Decision modelling for
maintenance and safety.
International Journal of Comadem (Condition Monitoring & Diagnostic
Engineering Management), vol. 2 (1999) 3, pp. 13 - 17.
25. Sirola, Miki. Computerized decision support systems in failure and
maintenance management of safety critical processes. Espoo, VTT, 1999. 123
p. + app. 24 p. VTT Publications 397.
ISBN 951-38-5399-3
26. Sirola, Miki; Vesanto, Juha. Utilization of neural methods in knowledge-based
decision support systems - state monitoring as a case example. IASTED International
Conference for Modelling, Identification and Control. Innsbruck, Austria, 14 - 17
February 2000. 6 p.
27. Sirola, Miki. Methodologies used in computerized decision support systems of safety
critical processes - comparison to Finnish industry. IASTED International Conference
for Modelling, Identification and Control. Innsbruck, Austria, 14 - 17 February 2000. 5 p.
28. Sirola, Miki. Decision model for state monitoring.
IASTED International Conference for Modelling, Identification and Control. Innsbruck, Austria, 19 - 22 February 2001. 4 p.
29. Sirola, Miki. Some ideas of using SOM analysis in industrial applications.
IASTED International Conference for Modelling, Identification and Control. Innsbruck, Austria, 19 - 22 February 2001. 3 p.
30. Sirola, Miki. Applying decision analysis method in process control problem in accident management situation.
International Conference on Systems Science. Wroclaw, Poland, 11 - 14 September 2001. 7 p.
31. Sirola, Miki. Applying decision analysis method in a special accident management process control problem.
IASTED International Conference on Intelligent Systems and Control. Tsukuba, Japan, 2 - 4 October 2002. 6 p.
32. Sirola, Miki. Using conceptual decision model in a case
study. International Conference on Knowledge-Based Intelligent Information &
Engineering Systems (KES'2003). Oxford, United Kingdom, 3 - 5 September 2003. 8
p. ISBN: 3-540-40803-7. (Also published in Lecture Notes in Computer
Science, Springler Berlin / Heidelberg, ISSN: 0302-9743, Volume 2773 / 2003).
33. Sirola, Miki. Decision concepts. IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2003). Lviv, Ukraine, 8 - 10 September 2003. 4 p.
34. Sirola, Miki. Conceptual decision model. IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2003). Lviv, Ukraine, 8 - 10 September 2003. 4 p.
35. Sirola, Miki. Conceptual decision model. International Scientific Journal of Computing, 2003. Vol. 2, Issue 3, pp. 69 - 73.
36. Sirola, Miki; Lampi, Golan; Parviainen Jukka. Neuro computing in knowledge-based decision support systems. EHPG-Meeting of OECD Halden Reactor Project. Sandefjord, Norway, 9 - 14 May 2004. 9 p.
37. Sirola, Miki. Decision concepts. International Scientific Journal of Computing, 2004, Vol. 3, Issue 2, pp. 18 - 22.
38. Sirola, Miki; Lampi, Golan; Parviainen, Jukka. Using self-organizing map in a computerized decision support system. International Conference on Neural Information Processing (ICONIP'2004). Calcutta, India, 22 - 25 November 2004. 6 p.
39. Sirola, Miki; Lampi, Golan; Parviainen Jukka. SOM based decision support in failure management. IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2005). Sofia, Bulgaria, 5 - 7 September 2005. 6 p.
40. Sirola, Miki; Lampi, Golan; Parviainen Jukka. SOM based decision
support in failure management. International Scientific Journal of Computing,
2005, Vol. 3, Issue 4, pp. 124 - 130.
41. Sirola, Miki. New methodologies and visualization techniques for NPP
control room concept. Workshop on Human System Interfaces - Design and
Evaluation (HSI). Halden, Norway, 4 - 5 May 2006. OECD Halden Reactor
Project. 5 p.
42. Hakala, Risto; Similä, Timo; Sirola, Miki; Parviainen, Jukka. Process
state and progress visualization using self-organizing map. International
Conference on Intelligent Data Engineering and Automated Learning
(IDEAL'2006). Burgos, Spain, 20 - 23 September 2006. 8 p.
43. Sirola, Miki. Applying decision analysis method in accident management
process control problem. Systems Science, 2006, Vol. 32, No. 1, pp. 113 - 122.
44. Ritala, Risto; Alhoniemi, Esa; Kauranne, Tuomo; Konkarikoski, Kimmo;
Lendasse, Amaury; Sirola, Miki. Nonlinear temporal and spatial forecasting:
modeling and uncertainty analysis (NoTeS) - MASIT20. MASI Technology Programme
2005 - 2009 Yearbook 2007. Tekes Technology Review 207/2007. 10 p.
45. Sirola, Miki; Lampi, Golan; Parviainen, Jukka. Failure detection and
separation in SOM based decision support. Workshop on Self-Organizing Maps
(WSOM 2007). Bielefeld, Germany, 3 - 6 September 2007. 7 p.
46. Alhonnoro, Tuomas; Sirola, Miki. Feature selection on process fault
detection and visualization. European Symposium on Artificial Neural Networks
(ESANN 2008). Bruges, Belgium, 23 - 25 April 2008. 6 p.
47. Sirola, Miki; Parviainen, Jukka; Talonen, Jaakko; Lampi, Golan;
Alhonnoro, Tuomas; Hakala, Risto. Early fault detection with SOM based methods
and visualizations - new contents for wide monitoring screens. EHPG-Meeting of
OECD Halden Reactor Project. Loen, Norway, 18 - 23 May 2008. 11 p.
48. Talonen, Jaakko; Sirola, Miki; Parviainen, Jukka. Leakage detection by
adaptive process modeling. International Conference on Data Mining (DMIN 08).
Las Vegas, USA, 14 - 17 July 2008. 4 p.
49. Ritala, Risto; Alhoniemi, Esa; Kauranne, Tuomo; Konkarikoski, Kimmo;
Lendasse, Amaury; Sirola, Miki. Nonlinear temporal and spatial forecasting:
modeling and uncertainty analysis (NoTeS) - MASIT20. MASI Programme
2005 - 2009 Yearbook 2008. Tekes Review 228/2008. 13 p.
50. Sirola, Miki; Talonen, Jaakko; Lampi, Golan. SOM based methods in
early fault detection of nuclear industry. European Symposium on Artificial
Neural Networks (ESANN 2009). Bruges, Belgium, 22 - 24 April 2009. 6 p.
51. Talonen, Jaakko; Sirola, Miki. Abnormal process state detection by
cluster center point monitoring in BWR nuclear power plant. International
Conference on Data Mining (DMIN 09). Las Vegas, USA, 13 - 16 July 2009. 4 p.
52. Talonen, Jaakko; Sirola, Miki. Generated control limits as a basis of
operator-friendly process monitoring. IEEE International Workshop on
Intelligent Data Acquisition and Advanced Computing Systems: Technology and
Applications (IDAACS 2009). Rende, Italy, 21 - 23 September 2009. 5 p.
53. Sirola, Miki; Talonen, Jaakko; Parviainen, Jukka; Lampi, Golan.
Decision support with data-analysis methods in a nuclear power plant. TKK
Reports in Information and Computer Science (TKK-ICS-R29). Espoo, 2010. 23 p.
54. Talonen, Jaakko; Sirola, Miki; Augilius, Eimontas. Modelling power
output at nuclear power plant by neural networks. International Conference
on Artificial Neural Networks (ICANN 2010). Thessaloniki, Greece, 15 - 18
September 2010. 4 p.
55. Talonen, Jaakko; Sirola, Miki. Modelling hypothetical wage equation
by neural networks. International Conference on Artificial Neural Networks
(ICANN 2011). Espoo, Finland, 14 - 17 June 2011. 8 p.
56. Sirola, Miki; Talonen, Jaakko. Self-organizing map in process visualization. International Conference on Knowledge-Based Intelligent Information &
Engineering Systems (KES'2011). Kaiserslautern, Germany, 12 - 14 Septemper 2011. 7 p. (Also published in Lecture Notes in Computer Science, Springler Berlin / Heidelberg, Volume 6882 / 2011).
57. Sirola, Miki; Talonen, Jaakko. New visualization techniques and their assessment. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2011). Prague, Czech Republic, 15 - 17 September 2011. 5 p.
58. Sirola, Miki; Talonen, Jaakko. Combining neural methods and knowledge-based methods in accident management. Review Article: Advances in Artificial Neural Systems, Volume 2012, Article ID 534683, 6 pages, doi:10.1155/2012/534683, Hindawi Publishing Corporation, 2012.
59. Sirola, Miki; Talonen, Jaakko. Self-organizing map based visualization techniques and their assessment. International Journal of Computing, 2012, Vol. 11, Issue 2, pp. 96 - 103.
60. Talonen, Jaakko; Sirola, Miki; Sulkava, Mika. Network visualization of car inspection data using graph layout. International Conference on Data Analytics. Barcelona, Spain, 23 - 28 September 2012. 4 p.
61. Talonen, Jaakko; Sulkava, Mika; Sirola, Miki. The Finnish car rejection reasons shown in an interactive SOM visualization tool. Workshop on Self-Organizing Maps (WSOM 2012). Santiago, Chile, 12 - 14 December 2012. 10 p.
62. Sirola, Miki. Perspectives in science. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2013). Berlin, Germany, 12 - 14 September 2013. 4 p.
63. Sirola, Miki. Perspectives in science - interdisciplinary examples in data-analysis visualization and political decision making. International Journal of Computing, 2013, Vol. 12, Issue 3, pp. 217 - 223.
64. Sirola, Miki. Neural methods in process monitoring, visualization and early fault detection. Technical report in Science + Technology series (7/2014) in Aalto University. Espoo, 2014. 20 p.
65. Sirola, Miki. Neural methods in process monitoring, visualization, and early fault detection in the control room of nuclear power plants. EHPG-Meeting of OECD Halden Reactor Project. Roros, Norway, 7 - 12 September 2014. 9 p.
66. Sirola, Miki. Perspectives in science - interdisciplinary examples in data-analysis visualization and political decision making. Scientific papers of Silesian University of Technology. Organization and Management Series, 2015, Nr. 82(1940), pp. 213 - 226.
67. Talonen, Jaakko; Sirola, Miki; Sulkava, Mika. Data fusion of pre-election gallups and polls for improved support estimates. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2015). Warsaw, Poland, 24 - 26 September 2015. 6 p.
68. Sirola, Miki; Sulkava, Mika. Decision making based on data analysis methods. Technical report in Science + Technology series (5/2016) in Aalto University. Espoo, 2016. 18 p.
69. Sirola, Miki; Talonen, Jaakko; Sulkava, Mika. Improving support estimates by fusion of pre-election data. International Journal of Computing, 2016, Vol. 15, Issue 2, pp. 107 - 118.
70. Toosi, Topi; Sirola, Miki; Laukkanen, Jarkko; Heeswijk, Mark van; Karhunen, Juha. Detecting aging of process sensors with noise signal measurement. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2017). Bucharest, Romania, 21 - 23 September 2017. 6 p.
71. Hulsund, John Einar; Sirola, Miki; Hoffmann, Mario; Wingstedt, Emil. Degradation management at nuclear power plants. World Congress on Engineering Asset Management (WSEAM-2018). Stavanger, Norway, 24 - 26 September 2018. 10 p.
72. Sirola, Miki; Hulsund, John Einar. Methods for event identification and prognostics using machine learning in degradation estimation at NPPs. OECD Halden Reactor Project, 2019. 49 p. + app. 13 p. HWR 1252.
73. Saarela, Olli; Hulsund, John Einar; Sirola, Miki. Detecting and identifying long-term degradation. EHPG-Meeting of OECD Halden Reactor Project. Sandefjord, Norway, 19 - 24 May 2019. 6 p.
74. Toosi, Topi; Sirola, Miki; Laukkanen, Jarkko; Heeswijk, Mark van; Karhunen, Juha. Method for detecting ageing related failures of process sensors via noise signal measurement. International Journal of Computing, 2019, Vol. 18, Issue 2, pp. 135-146.
75. Sirola, Miki; Hulsund, John Einar. Data-analysis methods in detecting, visualizing and predicting nuclear power plant component ageing phenomena. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2019). Metz, France, 18 - 21 September 2019. 4 p.
76. Hulsund J.E., Sirola M. (2020) Degradation Management at Nuclear Power Plants. In: Liyanage J., Amadi-Echendu J., Mathew J. (eds) Engineering Assets and Public Infrastructures in the Age of Digitalization. Lecture Notes in Mechanical Engineering. Springer, Cham. https://doi.org/10.1007/978-3-030-48021-9_65
77. Sechi, Fabien; Hauge, André A.; Sirola, Miki; Olsen, Silje A.; Linnosmaa, Joonas; Sarshar, Sizarta. Early stage safety assessment using a system model as input. OECD Halden Reactor Project, 2020. 36 p. + app. 53 p. HWR 1287.
78. Gran, Bjorn Axel; Hauge, André A.; Siemensen, John Eidar; Sarshar, Sizarta; Sechi, Fabien; Gao, Xueli; Sirola, Miki. Halden safety fan - context description and system specification. OECD Halden Reactor Project, 2020. 36 p. HWR 1289.
79. Hulsund, John Einar; Sirola, Miki; Saarela, Olli; Wingstedt, Emil. Methods for estimation of future health condition of NPPs. OECD Halden Reactor Project, 2020. 23 p. HWR 1291.
80. Sirola, Miki; Thunem, Harald P-J. Functional Modelling of an Espresso Machine using MFM. OECD Halden Reactor Project, 2020. 23 p. + app. 1 p. HWR 1307.
81. Sirola, Miki; Karpati, Peter. Simulation support in model-based assessment of conceptual nuclear power plant emergency ventilation system. OECD Halden Reactor Project, 2020. 35 p. + app. 5 p. HWR 1309.
82. Sirola, Miki; Hulsund, John Einar. Machine-learning methods in prognosis of ageing phenomena in nuclear power plant components. International Journal of Computing, 2021, Vol. 20, Issue 1, pp. 11-21.
83. Linnosmaa, Joonas; Hauge, Andre A.; Sechi, Fabien; Sirola, Miki. Combining system architecture modelling with dynamic process simulation for early stage fault and effect analysis. ANS embedded topical meeting: 12th Nuclear Plant Instrumentation, Control and Human-Machine Interface Technologies (NPIC&HMIT 2021). 14 - 17 June 2021. 10 p.
84. Rinta-Koski, Olli-Pekka; Sirola, Miki; Nguyen, Le; Hollmen Jaakko. State discovery and prediction from multivariate sensor data. Workshop on Advanced Analytics and Learning Temporal Data (ECML PKDD 2021). Virtual, 13 - 17 September 2021. 16 p.
85. Sirola, Miki; Thunem, Harald P-J. Multilevel flow model of an Espresso Machine. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2021). Cracow, Poland, 22 - 25 September 2021. 6 p.
86. Sirola, Miki; Rinta-Koski, Olli-Pekka; Nguyen, Le; Hollmen Jaakko. Principal component analysis visualizations in state discovery by animating exploration results. IEEE International Workshop on Sensors and Smart Cities (SSC SmartComp 2022). Espoo, Finland, 20 - 24 June 2022. 6 p.
87. Pihlatie, Mari; Koskinen, Markku; Polvinen, Tatu; Sirola, Miki; Simojoki, Asko; Manninen, Noora; Alakukku, Laura; Lohila, Annalea; Petäjä, Tuukka; Bäck, Jaana; Vesala, Timo; Kulmala, Markku. Station for measuring climate and air quality impacts of norhern agriculture. World Congress of Soil Science. Glasgow, United Kingdom, 31 July - 5 August 2022.
88. Sirola, Miki; Koskinen, Markku; Polvinen, Tatu; Pihlatie, Mari. Principal component analysis visualization and state discovery with soil data. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2023). Dortmund, Germany, 7 - 9 September 2023. 6 p.
Updated on 14.9.2023