@misc{MeolaWeinrich2023, author = {Meola, Alberto and Weinrich, S{\"o}ren}, title = {AI upscaling: Modeling a full-scale biogas reactor using lab-scale data with machine learning algorithms. 6th Doctoral Colloquium Bioenergy, G{\"o}ttingen, September 2023}, year = {2023}, language = {en} } @inproceedings{MeolaWeinrich2023, author = {Meola, Alberto and Weinrich, S{\"o}ren}, title = {Hybrid modelling of dynamic anaerobic digestion process in full-scale with LSTM NN and BMP measurements}, series = {Proceedings of 31st European Symposium on Artificial Neural Networks Computational Intelligence and Machine Learning (ESANN)}, booktitle = {Proceedings of 31st European Symposium on Artificial Neural Networks Computational Intelligence and Machine Learning (ESANN)}, address = {Br{\"u}gge, Belgien}, isbn = {978-2-87587-088-9}, doi = {10.14428/esann/2023.ES2023-133}, pages = {543 -- 548}, year = {2023}, language = {en} } @misc{WeinrichMeola2023, author = {Weinrich, S{\"o}ren and Meola, Alberto}, title = {Maschinelles Lernen zur modellbasierten Prozessregelung an Biogasanlagen. Workshop K{\"u}nstliche Intelligenz des Institutsverbunds Ressourcen, Energie und Infrastruktur, M{\"u}nster, September 2023}, year = {2023}, language = {de} } @article{MeolaWinklerWeinrich2023, author = {Meola, Alberto and Winkler, Manuel and Weinrich, S{\"o}ren}, title = {Metaheuristic optimization of data preparation and machine learning hyperparameters for prediction of dynamic methane production}, series = {Bioresource Technology}, volume = {372}, journal = {Bioresource Technology}, issn = {0960-8524}, doi = {10.1016/j.biortech.2023.128604}, year = {2023}, language = {en} } @misc{MeolaWeinrich2023, author = {Meola, Alberto and Weinrich, S{\"o}ren}, title = {Model-based Prediction of Dynamic Methane Production at Laboratory-Scale with Machine Learning. 6th International conference on monitoring and process control of anaerobic digestion processes, Leipzig, M{\"a}rz 2023}, year = {2023}, language = {en} } @misc{WolfMeolaWeinrich2023, author = {Wolf, Klara and Meola, Alberto and Weinrich, S{\"o}ren}, title = {Optimization and meta-tuning of anaerobic digestion process prediction (Poster). KIDA-Fachtagung, Quedlinburg, September 2023}, year = {2023}, language = {en} } @misc{WolfMeolaWeinrich2023, author = {Wolf, Klara M. and Meola, Alberto and Weinrich, S{\"o}ren}, title = {Optimization Pipeline Tuning for Machine Learning-based Anaerobic Digestion Predictive Models (Poster). 6th International conference on monitoring and process control of anaerobic digestion processes, Leipzig, M{\"a}rz 2023}, year = {2023}, language = {en} } @misc{MeolaWeinrich2023, author = {Meola, Alberto and Weinrich, S{\"o}ren}, title = {Prediction of biomethane production from anaerobic digestion plants in intra-day resolution: Lessons learned and challenges. KIDA-Fachtagung, Quedlinburg, September 2023}, year = {2023}, language = {en} }