Spatio-temporal Road Condition Forecasting with Markov Chains and Artificial Neural Networks. - Konsta Sirvio; Jaakko Hollmén (HAIS, 2008)

Multi-year network level road maintenance programming by genetic algorithms and variable neighbourhood search. - Konsta Sirvio; Jaakko Hollmén (ITSC, 2010)

Forecasting Road Condition after Maintenance Works by Linear Methods and Radial Basis Function Networks. - Konsta Sirvio; Jaakko Hollmén (ICANN (2), 2011)

Multi-Step Ahead Forecasting of Road Condition Using Least Squares Support Vector Regression. - Konsta Sirvio; Jaakko Hollmén (ESANN, 2014)