Publications

  1. Brester, C., Ryzhikov, I., Siponen, S., Jayaprakash, B., Ikonen, J., Pitkänen, T., Miettinen, IT., Torvinen, E., Kolehmainen, M. 2020. Potential and limitations of a pilot-scale drinking water distribution system for bacterial community predictive modelling Science of the total environment 717: 137249.
  2. Brester, C., Ryzhikov, I., Stanovov, V., Semenkin, E., Kolehmainen, M. Nonlinear dynamic system identification with a cooperative population-based algorithm featuring a restart metaheuristic. / II International Scientific Conference “Advanced Technologies in Aerospace, Mechanical and Automation Engineering” – MIST: Aerospace – 2019 18-21 November 2019, Krasnoyarsk, Russia. 2020.
  3. Järvelä-Reijonen, E., Puttonen, S., Karhunen, L., Sairanen, E., Laitinen, J., Kolehmainen, M., Pihlajamäki, J., Kujala, UM., Korpela, R., Ermes, M., Lappalainen, R., Kolehmainen, M.. The Effects of Acceptance and Commitment Therapy (ACT) Intervention on Inflammation and Stress Biomarkers: a Randomized Controlled Trial International journal of behavioral medicine [Online ahead of print 2020 May 11]: 1-17.
  4. Skaldina, O., Ciszek, R., Peräniemi, S., Kolehmainen, M., Sorvari, J.. Facing the threat: common yellowjacket wasps as indicators of heavy metal pollution Environmental science and pollution research 27 23: 29031-29042.
  5. Brester, C., Ryzhikov, I., Tuomainen, T-P., Voutilainen, A., Semenkin, E., Kolehmainen, M. Multi-Objective Approach for Support Vector Machine Parameter Optimization and Variable Selection in Cardiovascular Predictive Modeling. Proceedings of the 15th International Conference on Informatics in Control, Automation and Robotics – Volume 1: ICINCO. 2019.
  6. Kokkonen, A, Linnainmaa, M, Säämänen, A, Kanerva, T, Sorvari, J, Kolehmainen, M, Lappalainen, V, Pasanen, P. 2019. Control of Dust Dispersion From an Enclosed Renovation Site Into Adjacent Areas by Using Local Exhaust Ventilation Annals of work exposures and health 63 4: 468-479.
  7. Brester Ch., Stanovov V., Voutilainen A., Tuomainen T.P., Semenkin E., Kolehmainen M., 2019. Evolutionary Fuzzy Logic-based Model Design in Predicting Coronary Heart Disease and Its Progression. Proceedings of the 11th International Joint Conference on Computational Intelligence (IJCCI 2019).
  8. Brester Ch., Ryzhikov I., Kolehmainen M., Semenkin E., 2019. On a restart metaheuristic for real-valued multi-objective evolutionary algorithms. Proceedings of the 2019 Genetic and Evolutionary Computation Conference Companion, pp. 197-198.
  9. Brester Ch., Tuomainen T.P., Voutilainen A., Kauhanen J., Semenkin E., Kolehmainen M., 2019. Towards the advanced predictive modelling in epidemiology. IOP Conference Series: Materials Science and Engineering 537(6), 062002.
  10. Inkinen J., Jayaprakash B., Siponen S., Hokajärvi A.-M., Pursiainen A., Ikonen J., Ryzhikov I., Täubel M., Kauppinen A., Paananen J., Miettinen I.T., Torvinen E., Kolehmainen M., Pitkänen T., 2019. Active eukaryotes in drinking water distribution systems of ground and surface waterworks. Microbiome 7(1), 99. https://doi.org/10.1186/s40168-019-0715-5.
  11. Naarala J., Kolehmainen M., Juutilainen J., 2019. Electromagnetic Fields, Genomic Instability and Cancer: A Systems Biological View. Genes (Basel). 2019 Jun, 10(6): 479.
  12. Brester Ch., Ryzhikov I., Semenkin E., Kolehmainen M., 2018. On island model performance for cooperative real-valued multi-objective genetic algorithms. ICSI 2018: Lecture Notes in Computer Science, vol 10941, pp. 210-219.
  13. Brester Ch., Ryzhikov I., Tuomainen T.P., Voutilainen A., Semenkin E., Kolehmainen M., 2018: Multi-objective approach for Support Vector Machine parameter optimization and variable selection in cardiovascular predictive modeling. Proceedings of the 15th International Conference on Informatics in Control, Automation and Robotics (ICINCO’2018), Porto, Portugal. Vol. 1, pp. 209-215.
  14. Brester Ch., Kauhanen J. Tuomainen T.P., Voutilainen S., Rönkkö M., Ronkainen K., Semenkin E., Kolehmainen M., 2018: Evolutionary methods for variable selection in epidemiological modeling of cardiovascular diseases. BioData Mining 11:18 https://doi.org/10.1186/s13040-018-0180-x
  15. Ryzhikov I., Brester Ch., Semenkin E., Kolehmainen M., 2018: Multi-objective evolutionary approach in the linear dynamical system inverse modeling. Proceedings of the 10th International Joint Conference on Computational Intelligence (IJCCI 2018), Seville, Spain, pp. 281-288.
  16. Ikonen J., Hokajärvi A.-M., Heikkinen J., Pitkänen T., Ciszek R., Kolehmainen M., Pursiainen A., Kauppinen A., Kusnetsov J., Torvinen E., Miettinen I.T., 2017. Drinking water quality in distribution systems of surface and ground waterworks in Finland. Journal of Water Security. Vol. 3 Article Number: jws2017004. DOI: https://doi.org/10.15544/jws.2017.004
  17. Ikonen J., Pitkänen T., Kosse P., Ciszek R., Kolehmainen M., Miettinen I.T. 2017: On-line detection of Escherichia coli intrusion in a pilot-scale drinking water distribution system. Journal of environmental management 198 Part 1: 384-392.
  18. Kokkonen A., Linnainmaa M., Säämänen A., Lappalainen V., Kolehmainen M., Pasanen P., 2017: Evaluation of Real-World Implementation of Partitioning and Negative Pressurization for Preventing the Dispersion of Dust From Renovation Sites. Annals of Work Exposures and Health 61 6: 681-691.
  19. Raninen K., Lappi J., Kolehmainen M.., Kolehmainen M, Mykkänen H., Poutanen K., Raatikainen O. 2017: Diet-derived changes by sourdough-fermented rye bread in exhaled breath aspiration ion mobility spectrometry profiles in individuals with mild gastrointestinal symptoms. International journal of food sciences and nutrition [Published online: 09 Apr 2017]: 1-10.
  20. Stanovov V., Brester C., Kolehmainen M., Semenkina O., 2017: Why don’t you use Evolutionary Algorithms in Big Data? IOP Conference Series: Materials Science and Engineering, Volume 173, conference 1.
  21. Albacete X., Toivonen T., Salonen M., Saarsalmi P., Kolehmainen M., 2017: Resident group specific accessibility analysis and implications for the Great Helsinki Region using Structural Accessibility Layer. Case Studies on Transport Policy 5: 87-101.
  22. Brester C., Kauhanen J., Tuomainen TP., Semenkin E., Kolehmainen M. 2016: Comparison of two-criterion evolutionary filtering techniques in cardiovascular predictive modelling.  Proceedings of the 13th International Conference on Informatics in Control, Automation and Robotics (ICINCO’2016), Lisbon, Portugal.  1, pp. 140-145
  23. Saarenpää J., Kolehmainen M., Niska H. 2016: Identifying socio-demographically favourable area types for early hybrid electric vehicle adoption through mining of public sector data. Intelligent Data Analysis 20 (2), 339-355.
  24. Stocker M., Nikander J., Huitu H., Jalli M., Koistinen M., Rönkkö M., Kolehmainen M. 2016: Representing Situational Knowledge for Disease Outbreaks in Agriculture. Journal of Agricultural Informatics 7 2: 29-39.
  25. Tuovinen TS, Kolehmainen M, Roivainen P, Kumlin T, Makkonen S2, Holopainen T, Juutilainen J. 2016. Nonlinear transfer of elements from soil to plants: impact on radioecological modeling. Radiation And Environmental Biophysics 55 3: 393-400.
  26. Raatikainen M., Skön JP., Leiviskä K, Kolehmainen M. 2016: Intelligent analysis of energy consumption in school buildings. Applied Energy 165, 416-429.
  27. Li K., Niskanen J., Kolehmainen M., Niskanen M. 2016: Financial Innovation: Credit Default Hybrid Model for SME Lending. Expert Systems with Applications.
  28. Albacete, X.; Olaru, D.; Paül, V. and Biermann, S. (2015). Measuring the Accessibility of Public Transport: a critical comparison between methods in Helsinki. Applied Spatial Analysis and Policy. Open Access. DOI: 10.1007/s12061-015-9177-8
  29. Braithwaite Billy, Niska Harri, Pöllänen Irene, Ikonen Tiia, Haataja Keijo, Toivanen Pekka J., Tolonen Teemu. 2015. Optimized Curve Design For Image Analysis Using Localized Geodesic Distance Transformations. Proceedings of Conference SPIE 9399, Image Processing: Algorithms and Systems XIII.
  30. Johansson Markus, Haataja Keijo, Kolehmainen Mikko, Toivanen Pekka. Design of a Novel Adaptive Indoor Air Quality Control for Co-learning Smart House. 2015. Sensor Systems and Software. 5th International Conference, S-CUBE 2014, Coventry, UK, October 6-7, 2014, Revised Selected Papers.
  31. Krebs Patrik, Stocker Markus, Pezzatti Gianni Boris, Conedera Marco. 2015. An alternative approach to transverse and profile terrain curvature. International Journal of Geographical Information Science.
  32. Pekkonen Maria, Du Liuliu, Skön Jukka-Pekka, Raatikainen Mika, Haverinen-Shaughnessy Ulla. 2015. The influence of tenure status on housing satisfaction and indoor environmental quality in Finnish apartment buildings. BUILDING AND ENVIRONMENT.
  33. Riga Marina, Stocker Markus, Rönkkö Mauno, Karatzas Kostas, Kolehmainen Mikko. 2015. Atmospheric Environment and Quality of Life Information Extraction from Twitter with the use of Self-Organizing Maps. JOURNAL OF ENVIRONMENTAL INFORMATICS.
  34. Rönkkö Mauno, Kauhanen Okko, Stocker Markus, Hytönen Harri, Kotovirta Ville, Juuso Esko, Kolehmainen Mikko. 2015. Quality Control of Environmental Measurement Data with Quality Flagging. Environmental Software Systems. Infrastructures, Services and Applications.
  35. Stocker Markus, Kauhanen Okko, Hiirsalmi Mikko, Saarela Janne, Rossi Pekka, Rönkkö Mauno, Hytönen Harri, Kotovirta Ville, Kolehmainen Mikko. 2015. A Software System for the Discovery of Situations Involving Drivers in Storms. Environmental Software Systems. Infrastructures, Services and Applications.
  36. Stocker Markus, Rönkkö Mauno, Kolehmainen Mikko. 2015. Provenance in Systems for Situation Awareness in Environmental Monitoring. Environmental Software Systems. Infrastructures, Services and Applications.
  37. Stocker Markus, Rönkkö Mauno, Kolehmainen Mikko. 2015. Knowledge-based environmental research infrastructure: moving beyond data. Earth Science Informatics.
  38. Stocker Markus, Shurpali Narasinha, Taylor Kerry, Burba George, Rönkkö Mauno, Kolehmainen Mikko. 2015. Emrooz: A Scalable Database for SSN Observations. Joint Proceedings of the 1st Joint International Workshop on Semantic Sensor Networks and Terra Cognita (SSN-TC 2015) and the 4th International Workshop on Ordering and Reasoning (OrdRing 2015) co-located with the 14th International Semantic Web Conference (ISWC 2015).
  39. Stocker Markus, Silvonen Paula, Rönkkö Mauno, Kolehmainen Mikko. 2015. Detection and Classification of Vehicles by Measurement of Road-Pavement Vibration and by Means of Supervised Machine Learning. Journal of Intelligent Transportation Systems.
  40. Baverstock Keith, Rönkkö Mauno. 2014. The Evolutionary Origin of Form and Function. JOURNAL OF PHYSIOLOGY (CAMBRIDGE).
  41. Horsmanheimo Seppo, Kamali Maryam, Kolehmainen Mikko, Neovius Mats, Petre Luigia, Rönkkö Mauno, Sandvik Petter. 2014. On Proving Recoverability of Smart Electrical Grids. NASA Formal Methods 6th International Symposium, NFM 2014.
  42. Ikonen Tiia, Niska Harri, Braithwaite Billy, Pöllänen Irene, Haataja Keijo, Toivanen Pekka, Tolonen Teemu, Isola Jorma. 2014. Computer-assisted image analysis of histopathological breast cancer images using step-DTOCS. Proceedings of the 14th International Conference on Hybrid Intelligent Systems (HIS2014).
  43. Koponen Pekka, Mutanen Antti, Niska Harri. 2014. Assessment of Some Methods for Short-Term Load Forecasting. Proceedings of IEEE ISGT Europe 2014.
  44. Li Kang, Jyrki Niskanen, Mikko Kolehmainen ja Mervi Niskanen. 2014. Financial Innovation: Credit Risk Hybrid Model for SME Lending. Proceedings of the 5th international research meeting in business and management.
  45. Mononen Matti, Saarenpää Jukka, Johansson Markus, Niska Harri. 2014. Data-driven method for providing feedback to households on electricity consumption. Proceedings of International Conference on Intelligent Sensing and Information Processing.
  46. Neovius Mats, Stocker Markus, Rönkkö Mauno, Petre Luigia. 2014. Trustworthiness Modelling on Continuous Environmental Measurement. Proceedings of the 7th International Congress on Environmental Modelling and Software.
  47. Pöllänen Irene, Braithwaite Billy, Ikonen Tiia, Niska Harri, Haataja Keijo, Toivanen Pekka, Tolonen Teemu. 2014. Computer-aided breast cancer histopathological diagnosis: Comparative analysis of three DTOCS-based features: SW-DTOCS, SW-WDTOCS and SW-3-4-DTOCS. Proceedings of 4th International Conference on Image Processing Theory, Tools, and Applications (IPTA2014).
  48. Raninen Kaisa, Kolehmainen Mikko, Tuomainen Tomi-Pekka, Mykkänen Hannu, Poutanen Kaisa, Raatikainen Olavi. 2014. Exhaled breath aspiration ion mobility spectrometry profiles reflect metabolic changes induced by diet. Journal of Physiobiochemical Metabolism.
  49. Rönkkö Mauno, Heikkinen Jani, Kotovirta Ville, Venkatachalam Chandrasekar. 2014. Automated Preprocessing of Environmental Data. Future Generation Computer Systems Journal.
  50. Rönkkö Mauno, Stocker Markus, Neovius Mats, Petre Luigia, Kolehmainen Mikko. 2014. Designing Resilience Mediators for Control Systems. Proceedings of the IASTED International Conference on Modelling, Identification and Control.
  51. Stocker Markus, Baranizadeh Elham, Portin Harri, Komppula Mika, Rönkkö Mauno, Hamed Amar, Virtanen Annele, Lehtinen Kari, Laaksonen Ari, Kolehmainen Mikko. 2014. Representing situational knowledge acquired from sensor data for atmospheric phenomena. ENVIRONMENTAL MODELLING & SOFTWARE.
  52. Stocker Markus, Rönkkö Mauno, Kolehmainen Mikko. 2014. Abstractions from Sensor Data with Complex Event Processing and Machine Learning. Proceedings of the 7th International Congress on Environmental Modelling and Software.
  53. Stocker Markus, Rönkkö Mauno, Kolehmainen Mikko. 2014. Situational Knowledge Representation for Traffic Observed by a Pavement Vibration Sensor Network. IEEE Transactions on Intelligent Transportation Systems.
  54. Saarenpää Jukka, Kolehmainen Mikko, Niska Harri. 2013. Geodemographic analysis and estimation of early plug-in hybrid electric vehicle adoption. APPLIED ENERGY.
  55. Niska Harri, Saarenpää Jukka, Kolehmainen Mikko. 2013. Computational approach for spatiotemporal modelling of heating loads using AMR and other external data. 22nd International Conference and Exhibition on Electricity Distribution, Session 5: Planning of Power Distribution Systems. 2013.
  56. Skön Jukka-Pekka, Raatikainen Mika, Markus Johansson, Leiviskä Kauko, Kolehmainen Mikko. 2013. Assessing Indoor Air Quality Measurement Correlations and Variations in school Buildings. Proceedings of 2nd International Conference on Environment, Energy and Biotechnology. 16-22.
  57. Skön Jukka-Pekka, Rönkkö Mauno, Raatikainen Mika, Juhola Martti, Främling Käry, Kolehmainen Mikko. 2013. Research on Computational Intelligence for Co-Learning Enabled Healthy and Sustainable Housing. International conference in electrical and electronics engineering. 57-64.
  58. Skön Jukka-Pekka, Raatikainen Mika, Kolehmainen Mikko.2013. A Review of Continuous Indoor Air Quality and Energy Consumption Measurements and Challenges. ASHRAE IAQ 2013 Proceedings: Environmental Health in Low Energy Buildings. 267-274.
  59. Raatikainen Mika, Skön Jukka-Pekka, Turunen Mari, Leiviskä Kauko, Kolehmainen Mikko. 2013. Evaluating Effects of Indoor Air Quality in School Buildings and Students’ Health: A Study in ten Schools of Kuopio, Finland. International Proceedings of Chemical, Biological & Environmental Engineering. 51: 80-86.
  60. Raatikainen Mika, Skön Jukka-Pekka, Kolehmainen Mikko. 2013. A Review of Home Automation Systems and Communication Protocols, Case: Comparison of Suitable Home Automation Systems for Research Project Purposes in Residential Buildings. ASHRAE IAQ 2013 Proceedings: Environmental Health in Low Energy Buildings. 275-282.
  61. Huopana Tuomas, Song Han, Kolehmainen Mikko. Niska Harri. 2013. A regional model for sustainable biogas electricity production: A case study from a Finnish province. APPLIED ENERGY 102: 676-686.
  62. Preda Alexander, Rönkkö Mauno, Pickl Stefan, Kolehmainen Mikko. 2013. GIS-based Route Planning for HAZMAT Transportation: J. Hrebicek, et al., IFIP Advances in Information and Communication Technology.Springer. IFIP Advances in Information and Communication Technology 413. 357-366.
  63. Rönkkö Mauno, Kotovirta Ville, Kolehmainen Mikko. 2013. Classifying Environmental Monitoring Systems: J. Hrebicek, et al., IFIP Advances in Information and Communication Technology.Springer. IFIP Advances in Information and Communication Technology 413. 533-542.
  64. Rönkkö Mauno, Stocker Markus, Huttunen Markku, Kotovirta Ville, Kolehmainen Mikko. 2013. TiTiMaKe: A Distributed Service Architecture for Security Applications: Hrebicek, et al., IFIP Advances in Information and Communication Technology.Springer 413. 381-390.
  65. Stocker Markus, Baranizadeh Elham, Hamed Amar, Rönkkö Mauno, Virtanen Annele, Laaksonen Ari, Portin Harri, Komppula Mika, Kolehmainen Mikko. 2013. Acquisition and Representation of Knowledge for Atmospheric New Particle Formation: Hřebíček Jiří, Schimak Gerald, Kubásek Miroslav, Rizzoli Andrea E., Environmental Software Systems. Fostering Information Sharing.Springer Berlin Heidelberg. IFIP Advances in Information and Communication Technology 413. 98-108.
  66. Albacete Xavier, Pasanen Kari, Kolehmainen Mikko. 2012. A GIS-based method for the selection of the location of residence. Geo-spatial Information Science 1 6: 7.
  67. Raatikainen Mika, Skön Jukka-Pekka, Johansson Markus, Haverinen-Shaughnessy Ulla, Kolehmainen Mikko. 2012. Analysing School Buildings Energy Consumption Data Using Self-Organizing Maps. In: – (ed.) , Healthy Buildings 2012.Queensland University of Technology. ss. 4A.6.
  68. Raatikainen Mika, Skön Jukka-Pekka, Johansson Markus, Keinänen-Toivola Minna, Kolehmainen Mikko. 2012. Analysing Office Building Water Network Data Using Computational Methods. In: Hong, F. (ed.) , Informatics, Environment Energy and Applications. International Proceedings of Computer Science and Information Technology.IACSIT Press. ss. 101-106.
  69. Raatikainen Mika, Skön Jukka-Pekka, Johansson Markus, Leiviskä Kauko, Kolehmainen Mikko. 2012. Effects of Weather Conditions and Differential Air Pressure on Indoor Air Quality. In: – (ed.) , -. World Academy of Science, Engineering and Technology 61. ss. 2093-2099.
  70. Raatikainen Mika, Skön Jukka-Pekka, Johansson Markus, Leiviskä Kauko, Kolemainen Mikko. 2012. Effects of Energy Consumption on Indoor Air Quality. In: – (ed.) , -. World Academy of Science, Engineering and Technology 65. ss. 804-809.
  71. Rönkkö Mauno, Kotovirta Ville, Karatzas Kostas, Bastin Lucy, Stocker Markus, Kolehmainen Mikko. 2012. Proactive Environmental Systems: the Next Generation of Environmental Monitoring. In: Seppelt R., Voinov A.A., Lange S, Bankamp D. (ed.) , iEMSs 2012 International Congress on Environmental Modelling and Software. ss. 1-8.
  72. Skön Jukka-Pekka, Johansson Markus, Kauhanen Okko, Raatikainen Mika, Leiviskä Kauko, Kolehmainen Mikko. 2012. Wireless Building Monitoring and Control System. In: – (ed.) , -. World Academy of Science, Engineering and Technology 65. ss. 706-711.
  73. Skön Jukka-Pekka, Johansson Markus, Raatikainen Mika, Haverinen-Shaughnessy Ulla, Pasanen Pertti, Leiviskä Kauko, Kolehmainen Mikko. 2012. Analysing Events and Anomalies in Indoor Air Quality Using Self-Organizing Maps International Journal of Artificial Intelligence 9: A12.
  74. Skön Jukka-Pekka, Johansson Markus, Raatikainen Mika, Leiviskä Kauko, Kolehmainen Mikko. 2012. Modelling Indoor Air Carbon Dioxide (CO2) Concentration using Neural Network. In: – (ed.) , -. World Academy of Science, Engineering and Technology 61. ss. 879-883.
  75. Skön Jukka-Pekka, Keinänen-Toivola Minna, Raatikainen Mika, Johansson Markus, Kolehmainen Mikko. 2012. Establishing a Hydraulic Model of Pilot Building: Living Lab Environment and Model Description. In: Hong, F (toim.) (ed.) , Informatics, Environment Energy and Applications. International Proceedings of Computer Science and Information Technology.IACSIT Press. ss. 90-95.
  76. Stocker Markus, Rönkkö Mauno, Kolehmainen Mikko. 2012. Making Sense of Sensor Data Using Ontology: A Discussion for Residential Building Monitoring: Iliadis, Lazaros and Maglogiannis, Ilias and Papadopoulos, Harris and Karatzas, Kostas and Sioutas, Spyros, Artificial Intelligence Applications and Innovations.Springer Berlin Heidelberg. IFIP Advances in Information and Communication Technology. 341-350.
  77. Stocker Markus, Rönkkö Mauno, Kolehmainen Mikko. 2012. Making Sense of Sensor Data Using Ontology: A Discussion for Road Vehicle Classification: R. Seppelt, A.A. Voinov, S. Lange, D. Bankamp (Eds.), International Environmental Modelling and Software Society (iEMSs).International Modelling & Software Society. 2387-2394.
  78. Heikkinen Liisa, Kolehmainen Mikko, Wong Garry. 2011. Prediction of microRNA targets in Caenorhabditis elegans using a self-organizing map Bioinformatics 27 9: 1247-1254.
  79. Skön Jukka-Pekka, Kauhanen Okko, Kolehmainen Mikko. 2011. Energy Consumption and Air Quality Monitoring System. In: D. Nandagopal, M. Palaniswami, J. Gubbi (ed.) , Proceedings of the Seventh International Conference on Intelligent Sensors, Sensor Networks and Information Processing. ss. 163-167.
  80. Stocker Markus, Rönkkö Mauno, Villa Ferdinando, Kolehmainen Mikko. 2011. The Relevance of Measurement Data in Environmental Ontology Learning. In: Hrebícek Jirí, Schimak Gerald, Denzer Ralf (ed.) , Environmental Software Systems. Frameworks of eEnvironment.Springer. IFIP Advances in Information and Communication Technology 359. ss. 445-453.
  81. Tuovinen Tiina S, Roivainen Päivi, Makkonen Sari, Kolehmainen Mikko, Holopainen Toini, Juutilainen Jukka. 2011. Soil-to-plant transfer of elements is not linear: Results for five elements relevant to radioactive waste in five boreal forest species SCIENCE OF THE TOTAL ENVIRONMENT 410: 191-197.
  82. Voukantsis Dimitris, Karatzas Kostas, Kukkonen Jaakko, Räsänen Teemu, Karppinen Ari, Kolehmainen Mikko. 2011. Intercomparison of air quality data using principal component analysis, and forecasting of PM10 and PM2.5 concentrations using artificial neural networks, in Thessaloniki and Helsinki SCIENCE OF THE TOTAL ENVIRONMENT 409: 1266-1276.
  83. Kontunen-Soppela S, Parviainen J, Brosché M, Keinänen M, Kolehmainen M, Kangasjärvi J, Thakur RC, Oksanen E, Karnosky DF, Vapaavuori E.. 2010. Gene expression responses of paper birch (Betula pendula) to elevated CO2 and O3 during leaf maturation and senescence ENVIRONMENTAL POLLUTION 158: 959-968.
  84. Niska H, Packalén P, Skön J-P, Tokola T, Maltamo M & Kolehmainen M. 2010. Neural networks for the prediction of species-specific stem volumes using airborne laser scanning and aerial photographs IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 48 3: 1076-1085.
  85. Poutiainen H, Niska H, Heinonen-Tanski H & Kolehmainen M. 2010. Use of sewer on-line total solids data in wastewater treatment plant modelling WATER SCIENCE AND TECHNOLOGY 62 4: 743-750.
  86. Räsänen T, Voukantsis D, Niska H, Karatzas K & Kolehmainen M. 2010. Data-based method for creating electricity use load profiles using large amount of customer-specific hourly measured electricity use data APPLIED ENERGY 87 11: 3538-3545.
  87. Niska H, Shurpali N, Martikainen P, Kolehmainen M. 2009. Neural networks for estimating net ecosystem CO2 exchange using incomplete eddy covariance data. In: Fonseca I Casas, P (ed.) , Proceedings of the 18th IASTED International Conference on Applied Simulation and Modelling. ss. 112-117.
  88. Räsänen T, Kolehmainen M. 2009. Feature-based clustering for electricity use time series data. In: Kolehmainen V, Toivanen P, Beliczynski B (ed.) , Adaptive and Natural Computing Algorithms – ICANNGA 2009. 9th International Conference. Proceedings.Berlin: Springer. Lecture Notes in Computer Science. ss. 401-412.
  89. Räsänen T, Niska H, Hiltunen T, Tiirikainen J, Kolehmainen M. 2009. Predictive system for monitoring regional visitor attendance levels in large recreational areas JOURNAL OF ENVIRONMENTAL INFORMATICS 13 1: 45-55.
  90. Tzima FA, Niska H, Kolehmainen M, Karatzas KD, Mitkas PA. 2009. An experimental evaluation of ZCS-DM for the prediction of urban air quality. In: Athanasiadis IN, Mitkas PA, Rizzoli AE, Marx-Gómez J (ed.) , Information Technologies in Environmental Engineering. Proceedings of the 4th International ICSC Symposium. Environmental Science and Engineering Subseries: Environmental Science. ss. 291-304.
  91. Mustonen SM, Tissari S, Huikko L, Kolehmainen M, Lehtola MJ, Hirvonen A. 2008. Evaluating online data of water quality changes in a pilot drinking water distribution system with multivariate data exploration methods WATER RESEARCH 42: 2421-2430.
  92. Niska H, Tuppurainen K, Skön J-P, Mallett AK, Kolehmainen M. 2008. Characterisation of the chemical and biological properties of molecules with QSAR/QSPR and chemical grouping, and its application to a group of alkyl ethers SAR AND QSAR IN ENVIRONMENTAL RESEARCH 19 3-4: 263-284.
  93. Räsänen T, Kolehmainen M. 2008. Neural Network based method for predicting regional visitor attendance levels in recreational areas. In: Sánchez-Marré M, Béjar J, Comas J, Rizzoli AE, Guariso G (ed.) , iEMSs 2008. Proceeedings of the iEMSs Fourth Biannial meeting: International congress on environmental modelling and software.iEMSs. ss. 1118-1124.
  94. Räsänen T, Ruuskanen J, Kolehmainen M. 2008. Reducing energy consumption by using self-organizing maps to create more personalized electricity use information APPLIED ENERGY 85: 830-840.