MIKKO KOLEHMAINEN

Yhteystiedot

Avainsanat

Tutkimusryhmät - UEF

• 
  Vesitutkimus

Julkaisut

• Aggregated forecasting of the load control responses using a hybrid model that combines a physically based model with machine learning. Koponen, Pekka; Salmi, Tuukka; Evens, Corentin; Takala, Suvi; Hyttinen, Antti; Brester, Christina; Kolehmainen, Mikko; Niska, Harri. CIRED - open access proceedings journal. 2021. 2021
• Gutierrez-Rojas, Daniel; Mashlakov, Aleksei; Brester, Christina; Niska, Harri; Kolehmainen, Mikko; Narayanan, Arun; Honkapuro, Samuli; Nardelli, Pedro HJ. 2021. Weather-Driven Predictive Control of a Battery Storage for Improved Microgrid Resilience IEEE access 9: 163108-163121. 2021
• Inkinen, Jenni; Siponen, Sallamaari; Jayaprakash, Balamuralikrishna; Tiwari, Ananda; Hokajärvi, Anna-Maria; Pursiainen, Anna; Ikonen, Jenni; Kauppinen, Ari; Miettinen, Ilkka T.; Paananen, Jussi; Torvinen, Eila; Kolehmainen, Mikko; Pitkänen, Tarja. 2021. Diverse and active archaea communities occur in non-disinfected drinking water systems - Less activity revealed in disinfected and hot water Water research X 12: 100101. 2021
• Predicting Cardiovascular Death with Automatically Designed Fuzzy Logic Rule-Based Models. Brester, Christina; Stanovov, Vladimir; Voutilainen, Ari; Tuomainen, Tomi-Pekka; Semenkin, Eugene; Kolehmainen, Mikko / Computational Intelligence: 11th International Joint Conference, IJCCI 2019, Vienna, Austria, September 17-19, 2019, Revised Selected Papers. 2021. 2021
• Voutilainen, Ari; Brester, Christina; Kolehmainen, Mikko; Tuomainen, Tomi-Pekka. 2021. Effects of data preprocessing on results of the epidemiological analysis of coronary heart disease and behaviour-related risk factors Annals of medicine 53 1: 890-899. 2021
• Brester, Christina; Voutilainen, Ari; Tuomainen, Tomi-Pekka; Kauhanen, Jussi; Kolehmainen, Mikko. 2021. Post-Analysis of Predictive Modeling with an Epidemiological Example Healthcare 9 7: 792. 2021
• 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. 2020
• Järvelä-Reijonen, Elina; Puttonen, Sampsa; Karhunen, Leila; Sairanen, Essi; Laitinen, Jaana; Kolehmainen, Mikko; Pihlajamäki, Jussi; Kujala, Urho M; Korpela, Riitta; Ermes, Miikka; Lappalainen, Raimo; Kolehmainen, Marjukka. 2020. The Effects of Acceptance and Commitment Therapy (ACT) Intervention on Inflammation and Stress Biomarkers: a Randomized Controlled Trial International journal of behavioral medicine 27 5: 539-555. 2020
• Nonlinear dynamic system identification with a cooperative population-based algorithm featuring a restart metaheuristic. Brester, C; Ryzhikov, I; Stanovov, V; Semenkin, E; Kolehmainen, M / II International Scientific Conference "Advanced Technologies in Aerospace, Mechanical and Automation Engineering" - MIST: Aerospace - 2019 18-21 November 2019, Krasnoyarsk, Russia. 2020. 2020
• Skaldina, Oksana; Ciszek, Robert; Peräniemi, Sirpa; Kolehmainen, Mikko; Sorvari, Jouni. 2020. Facing the threat: common yellowjacket wasps as indicators of heavy metal pollution Environmental science and pollution research 27 23: 29031-29042. 2020
• Weather-based fault prediction in electricity networks with artificial neural networks. Brester, Christina; Niska, Harri; Ciszek, Robert ; Kolehmainen, Mikko / 2020 IEEE Congress on Evolutionary Computation (CEC): Conference proceedings. 2020. 2020
• Naarala, Jonne; Kolehmainen, Mikko; Juutilainen, Jukka. 2019. Electromagnetic Fields, Genomic Instability and Cancer: A Systems Biological View Genes 10 6: 479. 2019
• Multi-Objective Approach for Support Vector Machine Parameter Optimization and Variable Selection in Cardiovascular Predictive Modeling. Brester, Christina; Ryzhikov, Ivan; Tuomainen, Tomi-Pekka; Voutilainen, Ari; Semenkin, Eugene; Kolehmainen, Mikko / Proceedings of the 15th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO. 2019. 2019
• Inkinen, J; Jayaprakash, B; Siponen, S; Hokajärvi, AM; Pursiainen, A; Ikonen, J; Ryzhikov, I; Täubel, M; Kauppinen, A; Paananen, J; Miettinen, IT; Torvinen, E; Kolehmainen, M; Pitkänen, T. 2019. Active eukaryotes in drinking water distribution systems of ground and surface waterworks Microbiome 7 1: 99. 2019
• 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. 2019
• Brester, Christina; Kauhanen, Jussi; Tuomainen, Tomi-Pekka; Voutilainen, Sari; Rönkkö, Mauno, Ronkainen, Kimmo; Semenkin, Eugene; Kolehmainen, Mikko. 2018. Evolutionary methods for variable selection in the epidemiological modeling of cardiovascular diseases Biodata mining 11: 18. 2018
• Improved modelling of electric loads for enabling demand response by applying physical and data-driven models: Project Response. Koponen, Pekka; Hanninen, Seppo; Mutanen, Antti; Koskela, Juha; Rautiainen, Antti; Jarventausta, Pertti; Niska, Harri; Kolehmainen, Mikko; Koivisto, Hannu / 2018 IEEE International Energy conference (ENERGYCON), Limassol, Cyprus, 3-7 June 2018. 2018. 2018
• Multi-objective Evolutionary Approach in the Linear Dynamical System Inverse Modeling. Ryzhikov, Ivan; Brester, Christina; Semenkin, Eugene; Kolehmainen, Mikko / Proceedings of the 10th International Joint Conference on Computational Intelligence - Volume 1: IJCCI. 2018. 2018
• On island model performance for cooperative real-valued multi-objective genetic algorithms. Brester, Christina; Ryzhikov, Ivan; Semenkin, Eugene; Kolehmainen, Mikko / Advances in Swarm Intelligence: 9th International Conference, ICSI 2018, Shanghai, China, June 17-22, 2018, Proceedings, Part I. 2018. 2018
• 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 1: 87-101. 2017
• Ikonen J, Pitkänen T, Kosse P, Ciszek R, Kolehmainen M, Miettinen IT. 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. 2017
• Ikonen Jenni Meirami, Hokajärvi Anna-Maria, Heikkinen Jatta, Pitkänen Tarja, Ciszek Robert, Kolehmainen Mikko, Pursiainen Anna, Kauppinen Ari, Kusnetsov Jaana, Torvinen Eila, Miettinen Ilkka T. 2017. Drinking water quality in distribution systems of surface and ground waterworks in Finland. Journal of water security 3: jws2017004. 2017
• 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. 2017
• 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 68 8: 987-996. 2017
• 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 173: 12020. 2017
• Saarenpää Jukka, Kolehmainen Mikko, Niska Harri. 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. 2016
• Stocker Markus, Nikander Jussi, Huitu Hanna, Jalli Marja, Koistinen Markku, Rönkkö Mauno, Kolehmainen Mikko. 2016. Representing Situational Knowledge for Disease Outbreaks in Agriculture. Journal of Agricultural Informatics 7 2: 29-39. 2016
• 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. 2016
• Raatikainen Mika, Skön Jukka-Pekka, Leiviskä Kauko, Kolehmainen Mikko. 2016. Intelligent analysis of energy consumption in school buildings. APPLIED ENERGY 165: 416-429. 2016
• Li Kang, Niskanen Jyrki, Kolehmainen Mikko, Niskanen Mervi. 2016. Financial innovation: credit default hybrid model for SME lending. EXPERT SYSTEMS WITH APPLICATIONS 61: 343-355. 2016
• Comparison of two-criterion evolutionary filtering techniques in cardiovascular predictive modelling. Brester C, Kauhanen J, Tuomainen T-P, Semenkin E, Kolehmainen M / Proceedings of the 13th International Conference on Informatics in Control, Automation and Robotics. 2016. 2016
• Johansson Markus, Haataja Keijo, Kolehmainen Mikko, Toivanen Pekka. 2015. Design of a Novel Adaptive Indoor Air Quality Control for Co-learning Smart House. Teoksessa: Kanjo Eiman, Trossen Dirk (toim.), Sensor Systems and Software. 5th International Conference, S-CUBE 2014, Coventry, UK, October 6-7, 2014, Revised Selected Papers. Springer. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering 143. s. 1-10. 2015
• 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 26 1: 27-40. 2015
• Rönkkö Mauno, Kauhanen Okko, Stocker Markus, Hytönen Harri, Kotovirta Ville, Juuso Esko, Kolehmainen Mikko. 2015. Quality Control of Environmental Measurement Data with Quality Flagging. Teoksessa: Denzer Ralf, Argent Robert, Schimak Gerald, Hrebicek Jiri (toim.), Environmental Software Systems. Infrastructures, Services and Applications. Springer. IFIP Advances in Information and Communication Technology 448. s. 343-350. 2015
• Saarenpää Jukka, Kolehmainen Mikko, Mononen Matti, Niska Harri. 2015. A data mining approach for producing small area statistics-based load profiles for distribution network planning. Teoksessa: IEEE (toim.), IEEE ICIT 2015 Proceedings. IEEE. 2015
• 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. Teoksessa: Denzer Ralf, Argent Robert M, Schimak Gerald, Hrebícek Jirí (toim.) Environmental Software Systems. Infrastructures, Services and Applications. Springer International Publishing. IFIP Advances in Information and Communication Technology 448. s. 226-234. 2015
• Stocker Markus, Rönkkö Mauno, Kolehmainen Mikko. 2015. Knowledge-based environmental research infrastructure: moving beyond data. Earth Science Informatics 9 1 (March 2016): 47-65. 2015
• Stocker Markus, Rönkkö Mauno, Kolehmainen Mikko. 2015. Provenance in Systems for Situation Awareness in Environmental Monitoring. Teoksessa: Denzer Ralf, Argent Robert M, Schimak Gerald, Hrebícek Jirí (toim.) Environmental Software Systems. Infrastructures, Services and Applications. Springer International Publishing. IFIP Advances in Information and Communication Technology 448. s. 169-177. 2015
• Stocker Markus, Shurpali Narasinha, Taylor Kerry, Burba George, Rönkkö Mauno, Kolehmainen Mikko. 2015. Emrooz: A Scalable Database for SSN Observations. Teoksessa: Kyzirakos Kostis, Henson Cory, Perry Matthew, Varanka Dalia, Grütter Rolf (toim.), 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). CEUR-WS. CEUR Workshop Proceedings 1488. s. 1-12. 2015
• 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 2016; 20 2: 125-137. 2015
• Stocker Markus, Rönkkö Mauno, Mikko Kolehmainen. 2014. Towards an Ontology for Situation Assessment in Environmental Monitoring: D.P. Ames, N.W.T. Quinn, A.E. Rizzoli, Proceedings of the 7th International Congress on Environmental Modelling and Software.International Environmental Modelling & Software Society. -. 2014
• 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 15 4: 1441 - 1450. 2014
• Stocker Markus, Rönkkö Mauno, Kolehmainen Mikko. 2014. Abstractions from Sensor Data with Complex Event Processing and Machine Learning: D.P. Ames, N.W.T. Quinn, A.E. Rizzoli, Proceedings of the 7th International Congress on Environmental Modelling and Software.International Environmental Modelling & Software Society. -. 2014
• 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 58: 27-47. 2014
• Rönkkö Mauno, Stocker Markus, Neovius Mats, Petre Luigia, Kolehmainen Mikko. 2014. Designing Resilience Mediators for Control Systems: Hamza, M. H. (ed.), Proceedings of the IASTED International Conference on Modelling, Identification and Control. 147-154. 2014
• Li Kang, Jyrki Niskanen, Mikko Kolehmainen ja Mervi Niskanen. 2014. Financial Innovation: Credit Risk Hybrid Model for SME Lending: Serge Amabile et al., Proceedings of the 5th international research meeting in business and management. 1-29. 2014
• Horsmanheimo Seppo, Kamali Maryam, Kolehmainen Mikko, Neovius Mats, Petre Luigia, Rönkkö Mauno, Sandvik Petter. 2014. On Proving Recoverability of Smart Electrical Grids: Badger, J.M. ja Rozier, K.Y. (toim.), NASA Formal Methods 6th International Symposium, NFM 2014.Springer-Verlag. Lecture Notes in Computer Science 8430. 77-91. 2014
• 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 2015; 3 2: -. 2014
• Rönkkö Mauno, Stocker Markus, Huttunen Markku, Kotovirta Ville, Kolehmainen Mikko. 2013. TiTiMaKe: A Distributed Service Architecture for Security Applications: Hrebicek, et al., Environmental Software Systems. Fostering Information Sharing. 381-390. 2013
• 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. IFIP Advances in Information and Communication Technology 413. 98-108. 2013
• Rönkkö Mauno, Kotovirta Ville, Kolehmainen Mikko. 2013. Classifying Environmental Monitoring Systems: J. Hrebicek, et al., IFIP Advances in Information and Communication Technology. IFIP Advances in Information and Communication Technology 413. 533-542. 2013
• 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. IFIP Advances in Information and Communication Technology 413. 357-366. 2013
• 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. 2013
• Turunen Mari, Skön Jukka-Pekka, Raatikainen Mika, Pekkonen Maria, Kukkonen Jari, Väisänen Pertti, Kolehmainen Mikko, Haverinen-Shaughnessy Ulla. 2012. Rakennusten energiatehokkuuden parantaminen Itä-Suomessa (INSULAVO): Säteri, J. ja Backman H. (toim.), Sisäilmastoseminaari 2012. 241-244. 2012
• 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. 2012
• 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. 2012
• 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. 2012
• Skön Jukka-Pekka, Raatikainen Mika, Johansson Markus, Kolehmainen Mikko. 2012. Wireless Building Monitoring and Control System. Teoksessa: (toim.), Healthy Buildings 2012. ss. 2A, P3. 2012
• 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: Hong, F (toim.), Informatics, Environment Energy and Applications. International Proceedings of Computer Science and Information Technology. 90-95. 2012
• Skön Jukka-Pekka, Johansson Markus, Raatikainen Mika, Leiviskä Kauko, Kolehmainen Mikko. 2012. Modelling Indoor Air Carbon Dioxide (CO2) Concentration using Neural Network. Teoksessa: - (toim.), -. World Academy of Science, Engineering and Technology 61. ss. 879-883. 2012
• Skön Jukka-Pekka, Johansson Markus, Raatikainen Mika, Kolehmainen Mikko. 2012. Langaton monitorointi- ja säätöjärjestelmä: Säteri, J. ja Backman H. (toim.), Sisäilmastoseminaari 2012. 257-262. 2012
• Niska H, Johansson M, Raatikainen M, Skön J-P, Saarenpää J, Kolehmainen M. 2012. Data-driven model for forecasting energy demand using continuous energy metering and other sensor data. Teoksessa: (toim.), Energy Efficiency and Behaviour Conference 2012. ss. 40. 2012
• Skön Jukka-Pekka, Johansson Markus, Kauhanen Okko, Raatikainen Mika, Leiviskä Kauko, Kolehmainen Mikko. 2012. Wireless Building Monitoring and Control System. Teoksessa: - (toim.), -. World Academy of Science, Engineering and Technology 65. ss. 706-711. 2012
• Raatikainen Mika, Skön Jukka-Pekka, Johansson Markus, Leiviskä Kauko, Kolemainen Mikko. 2012. Effects of Energy Consumption on Indoor Air Quality. Teoksessa: - (toim.), -. World Academy of Science, Engineering and Technology 65. ss. 804-809. 2012
• Raatikainen Mika, Skön Jukka-Pekka, Johansson Markus, Leiviskä Kauko, Kolehmainen Mikko. 2012. Effects of Weather Conditions and Differential Air Pressure on Indoor Air Quality: -, -. World Academy of Science, Engineering and Technology 61. 2093-2099. 2012
• Raatikainen Mika, Skön Jukka-Pekka, Johansson Markus, Kolehmainen Mikko. 2012. Sisäilman laadun vaikutukset rakennuksen energiatehokkuuteen: Säteri, J. ja Backman H. (toim.), Sisäilmastoseminaari 2012. 245-250. 2012
• Raatikainen Mika, Skön Jukka-Pekka, Johansson Markus, Keinänen-Toivola Minna, Kolehmainen Mikko. 2012. Analysing Office Building Water Network Data Using Computational Methods: Hong, F., Informatics, Environment Energy and Applications. International Proceedings of Computer Science and Information Technology. 101-106. 2012
• Raatikainen Mika, Skön Jukka-Pekka, Johansson Markus, Haverinen-Shaughnessy Ulla, Kolehmainen Mikko. 2012. Analysing School Buildings Energy Consumption Data Using Self-Organizing Maps: -, Healthy Buildings 2012. 4A.6. 2012
• 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. 2012
• Rönkkö Mauno, Kotovirta Ville, Karatzas Kostas, Bastin Lucy, Stocker Markus, Kolehmainen Mikko. 2012. Proactive Environmental Systems: the Next Generation of Environmental Monitoring: Seppelt R., Voinov A.A., Lange S, Bankamp D., iEMSs 2012 International Congress on Environmental Modelling and Software. 1-8. 2012
• Stocker Markus, Rönkkö Mauno, Villa Ferdinando, Kolehmainen Mikko. 2011. The Relevance of Measurement Data in Environmental Ontology Learning: Hrebícek Jirí, Schimak Gerald, Denzer Ralf, Environmental Software Systems. Frameworks of eEnvironment.Springer. IFIP Advances in Information and Communication Technology 359. 445-453. 2011
• 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. 2011
• 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. 2011
• Skön Jukka-Pekka, Raatikanen Mika, Kolehmainen Mikko. 2011. Sisäilman laadun ja energiankulutuksen monitorointi Rakennustaito 4: 38-39. 2011
• Skön Jukka-Pekka, Raatikanen Mika, Kolehmainen Mikko. 2011. Asumisterveyden ja energiatehokkuuden kehittäminen asuinkerrostaloissa ja kouluissa Rakennustaito 5: 20-21. 2011
• Skön Jukka-Pekka, Kauhanen Okko, Kolehmainen Mikko. 2011. Energy Consumption and Air Quality Monitoring System: D. Nandagopal, M. Palaniswami, J. Gubbi, Proceedings of the Seventh International Conference on Intelligent Sensors, Sensor Networks and Information Processing. 163-167. 2011
• Huopana Tuomas, Niska Harri, Kolehmainen Mikko. 2011. Regional Heat and Power Production from Biogas in the Most Potential Heat Production Areas, International Nordic Bioenergy 2011 5. - 9.9.2011 BOOK OF PROCEEDINGS. 93. 2011
• Heikkinen Liisa, Kolehmainen Mikko, Wong Garry. 2011. Prediction of microRNA targets in Caenorhabditis elegans using a self-organizing map Bioinformatics 27 9: 1247-1254. 2011
• 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. 2010
• Kontunen-Soppela S, Parviainen J, Ruhanen H, Brosché M, Keinänen M, Thakur RC, Kolehmainen M, Kangasjärvi J, Oksanen E, Karnosky DF et al.. 2010. Gene expression responses of paper birch to elevated CO2 and O3 during leaf maturation and senescence. Teoksessa: (toim.), Publications of the University of Eastern Finland. Reports and Studies in Forestry and Natural sciences. ss. 82. 2010
• 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. 2010
• 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. 2010
• 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. 2010
• Serkkola A, Skön J-P, Nyman J & Kolehmainen M. 2010. Kulutuspalautteet asumisen energiakäytössä. TALOTEKNIIKKA 7: 34-36. 2010
• Serkkola A, Skön J-P, Räsänen T & Kolehmainen M. 2010. Energian- ja vedenkulutuksen seuranta rakennuksissa. Rakennustaito 02/2010: 28-29. 2010
• 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. 2009
• Tzima FA, Niska H, Kolehmainen M, Karatzas KD, Mitkas PA. 2009. An experimental evaluation of ZCS-DM for the prediction of urban air quality: Athanasiadis IN, Mitkas PA, Rizzoli AE, Marx-Gómez J, Information Technologies in Environmental Engineering. Proceedings of the 4th International ICSC Symposium. Environmental Science and Engineering Subseries: Environmental Science. 291-304. 2009
• Adaptive and Natural Computing Algorithms. 9th International Conference, ICANNGA 2009, Kuopio, Finland, April 23-25, 2009, Revised Selected Papers. Kolehmainen M, Toivanen P, Beliczynski B. 2009 2009
• Räsänen T, Kolehmainen M. 2009. Feature-based clustering for electricity use time series data: Kolehmainen V, Toivanen P, Beliczynski B, Adaptive and Natural Computing Algorithms - ICANNGA 2009. 9th International Conference. Proceedings.Berlin: Springer. Lecture Notes in Computer Science. 401-412. 2009
• Niska H, Shurpali N, Martikainen P, Kolehmainen M. 2009. Neural networks for estimating net ecosystem CO2 exchange using incomplete eddy covariance data: Fonseca I Casas, P, Proceedings of the 18th IASTED International Conference on Applied Simulation and Modelling. 112-117. 2009
• 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. 2008
• 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. 2008
• Räsänen T, Kolehmainen M. 2008. Neural Network based method for predicting regional visitor attendance levels in recreational areas. Teoksessa: Sánchez-Marré M, Béjar J, Comas J, Rizzoli AE, Guariso G (toim.), iEMSs 2008. Proceeedings of the iEMSs Fourth Biannial meeting: International congress on environmental modelling and software.iEMSs. ss. 1118-1124. 2008
• 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. 2008
• Tissari S, Nykänen V, Lerssi J, Kolehmainen M. 2007. Classification of soil groups using weights-of-evidence-method and RBFLN-Neutral nets. NATURAL RESOURCES RESEARCH 16 2: 159-169. 2007
• Asikainen A, Kolehmainen M, Ruuskanen J, Tuppurainen K. 2006. Structure-based classification of active and inactive estrogenic compounds by decision tree, LVQ and kNN methods. CHEMOSPHERE 62: 658-673. 2006
• Niska H, Heikkinen M, Kolehmainen M. 2006. Genetic algorithms and sensitivity analysis applied to select inputs of a multi-layer perceptron for the prediction of air pollutant time-series, Intelligent Data Engineering and Automated Learning. IDEAL 2006. 7th International Conference, Proceedings.Springer. Lecture Notes in Computer Science. 224-231. 2006
• Niska H, Rantamäki M, Hiltunen T, Karppinen A, Kukkonen J, Ruuskanen J, Kolehmainen M. 2005. Evaluation of an integrated modeling system containing a multi-layer perceptron model and the numerical weather prediction model HIRLAM for the forecasting of urban airborne pollutant concentrations ATMOSPHERIC ENVIRONMENT 39: 6524-6536. 2005
• Niska H, Hiltunen T, Karppinen A, Kolehmainen M. 2005. Evolutionary design and evaluation of modeling system for forecasting urban airborne maximum pollutant concentrations: Ribeiro B, Albrecht RF, Dobnikar A, Pearson DW, Steele NC, Adaptive and Natural Computing Algorithms. Proceedings of the International Conference.Springer. 181-184. 2005
• Junninen H, Niska H, Tuppurainen K, Ruuskanen J, Kolehmainen M. 2004. Methods for imputation of missing values in air quality data sets. ATMOSPHERIC ENVIRONMENT 38 18: 2895-2907. 2004
• Kolehmainen M. 2004. Data Exploration with Self-organizing Maps in Environmental Informatics and Bioinformatics. Kuopion yliopiston julkaisuja C. Luonnontieteet ja ympäristötieteet. 2004
• Niska H, Hiltunen T, Karppinen A, Ruuskanen J, Kolehmainen M. 2004. Evolving the neural network model for forecasting air pollution time series ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE 17 2: 159-167. 2004
• Nuortio T, van den Dool G, Hiltunen T, Matikka V, Räsänen T, Kolehmainen M. 2004. Data and information utilisation in waste management systems: Popov V, Itoh H, Brebbia CA, Kungolos S, Waste management 2004. Waste management and the Environment II. Second International Conference on Waste Management and the Environment. Organised by Wessex Institute of Technology, UK.WITpress. Section 9. 9 s.. 2004
• Kolehmainen M, Rönkkö P, Raatikainen O. 2003. Monitoring of yeast fermentation by ion mobility spectrometry measurement and data visualisation with Self-Organizing Maps. ANALYTICA CHIMICA ACTA (AMSTERDAM) 484: 93-100. 2003
• Kukkonen J, Partanen L, Karppinen A, Ruuskanen J, Junninen H, Kolehmainen M, Niska H, Dorling S, Chatterton T, Foxall R, Cawley G. 2003. Extensive evaluation of neural network models for the prediction of NO2 and PM10 concentrations, compared with a deterministic modelling system and measurements in central Helsinki. ATMOSPHERIC ENVIRONMENT 37: 4539-4550. 2003
• Niska H, Hiltunen T, Kolehmainen M, Ruuskanen J. 2003. Hybrid models for forecasting air pollution episodes: David W. Pearson, Nigel C. Steele, Rudolf F. Albrech, Artificial Neural Nets and Cenetic Algorithms Proceedings of the International Conference.Springer-Verlag. 80-84. 2003
• Niska H, Kolehmainen M, Hiltunen T, Karppinen A, Ruuskanen J. 2003. Evolving the neural network model for forecasting air pollution time series. Teoksessa: A.E. Ruano (toim.), IFAC International Conference on Intelligent Control Systems and signal Processing (ICONS'03).Elsevier. ss. 310-315. 2003
• Schlink U, Dorling S, Pelikan E, Nunnari G, Cawley G, Junninen H, Greig A, Foxall R, Eben K, Chatterton T, Vondracek J, Richter M, Dostal M, Bertucco L, Kolehmainen M, Doyle M. 2003. A rigorous inter-comparison of ground-level ozone predictions. ATMOSPHERIC ENVIRONMENT 37: 3237-3253. 2003
• Törönen P, Kolehmainen M, Wong G, Castrén E. 1999. Analysis of gene expression data using self-organizing maps. FEBS LETTERS 451: 142-146. 1999