Application of machine learning in anaerobic digestion: Perspectives and challenges

IA Cruz, W Chuenchart, F Long, KC Surendra… - Bioresource …, 2022 - Elsevier
Anaerobic digestion (AD) is widely adopted for remediating diverse organic wastes with
simultaneous production of renewable energy and nutrient-rich digestate. AD process …

Common principles and best practices for engineering microbiomes

CE Lawson, WR Harcombe, R Hatzenpichler… - Nature Reviews …, 2019 - nature.com
Despite broad scientific interest in harnessing the power of Earth's microbiomes, knowledge
gaps hinder their efficient use for addressing urgent societal and environmental challenges …

Anaerobic co-digestion process for biogas production: Progress, challenges and perspectives

K Hagos, J Zong, D Li, C Liu, X Lu - Renewable and sustainable energy …, 2017 - Elsevier
Globally, there is increasing awareness that renewable energy and energy efficiency are
vital for both creating new economic opportunities and controlling the environmental …

Modifications to the anaerobic digestion model no. 1 (ADM1) for enhanced understanding and application of the anaerobic treatment processes–A comprehensive …

R Mo, W Guo, D Batstone, J Makinia, Y Li - Water Research, 2023 - Elsevier
Anaerobic digestion (AD) is a promising method for the recovery of resources and energy
from organic wastes. Correspondingly, AD modelling has also been developed in recent …

Achievements and perspectives of anaerobic co-digestion: A review

MNI Siddique, ZA Wahid - Journal of cleaner production, 2018 - Elsevier
The world is now seeking sources of renewable energy that are both economical and
environmentally friendly. Purified biogas is one essential source of renewable energy that …

Predicting the performance of anaerobic digestion using machine learning algorithms and genomic data

F Long, L Wang, W Cai, K Lesnik, H Liu - Water Research, 2021 - Elsevier
Modeling of anaerobic digestion (AD) is crucial to better understand the process dynamics
and to improve the digester performance. This is an essential yet difficult task due to the …

Anaerobic fermentation for n-caproic acid production: a review

W de Araújo Cavalcante, RC Leitão, TA Gehring… - Process …, 2017 - Elsevier
Anaerobic fermentation-based technologies are used for treating organic residues, and
producing high value-added products, such as solvents, gases, and organic acids. Among …

Anaerobic co-digestion: A critical review of mathematical modelling for performance optimization

S Xie, FI Hai, X Zhan, W Guo, HH Ngo, WE Price… - Bioresource …, 2016 - Elsevier
Anaerobic co-digestion (AcoD) is a pragmatic approach to simultaneously manage organic
wastes and produce renewable energy. This review demonstrates the need for improving …

Prediction of anaerobic digestion performance and identification of critical operational parameters using machine learning algorithms

L Wang, F Long, W Liao, H Liu - Bioresource technology, 2020 - Elsevier
Abstract Machine learning has emerges as a novel method for model development and has
potential to be used to predict and control the performance of anaerobic digesters. In this …

[HTML][HTML] The future agricultural biogas plant in Germany: A vision

S Theuerl, C Herrmann, M Heiermann, P Grundmann… - Energies, 2019 - mdpi.com
After nearly two decades of subsidized and energy crop-oriented development, agricultural
biogas production in Germany is standing at a crossroads. Fundamental challenges need to …