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This open access book introduces and explains machine learning (ML)
algorithms and techniques developed for statistical inferences on a
complex process or system and their applications to simulations of
chemically reacting turbulent flows. These two fields, ML and
turbulent combustion, have large body of work and knowledge on
their own, and this book brings them together and explain the
complexities and challenges involved in applying ML techniques to
simulate and study reacting flows. This is important as to the
world's total primary energy supply (TPES), since more than 90% of
this supply is through combustion technologies and the
non-negligible effects of combustion on environment. Although
alternative technologies based on renewable energies are coming up,
their shares for the TPES is are less than 5% currently and one
needs a complete paradigm shift to replace combustion sources.
Whether this is practical or not is entirely a different question,
and an answer to this question depends on the respondent. However,
a pragmatic analysis suggests that the combustion share to TPES is
likely to be more than 70% even by 2070. Hence, it will be prudent
to take advantage of ML techniques to improve combustion sciences
and technologies so that efficient and "greener" combustion systems
that are friendlier to the environment can be designed. The book
covers the current state of the art in these two topics and
outlines the challenges involved, merits and drawbacks of using ML
for turbulent combustion simulations including avenues which can be
explored to overcome the challenges. The required mathematical
equations and backgrounds are discussed with ample references for
readers to find further detail if they wish. This book is unique
since there is not any book with similar coverage of topics,
ranging from big data analysis and machine learning algorithm to
their applications for combustion science and system design for
energy generation.
A work on turbulent premixed combustion is important because of
increased concern about the environmental impact of combustion and
the search for new combustion concepts and technologies. An
improved understanding of lean fuel turbulent premixed flames must
play a central role in the fundamental science of these new
concepts. Lean premixed flames have the potential to offer
ultra-low emission levels, but they are notoriously susceptible to
combustion oscillations. Thus, sophisticated control measures are
inevitably required. The editors' intent is to set out the modeling
aspects in the field of turbulent premixed combustion. Good
progress has been made on this topic, and this cohesive volume
contains contributions from international experts on various
subtopics of the lean premixed flame problem.
A work on turbulent premixed combustion is timely because of
increased concern about the environmental impact of combustion and
the search for new combustion concepts and technologies. An
improved understanding of lean fuel turbulent premixed flames must
play a central role in the fundamental science of these new
concepts. Lean premixed flames have the potential to offer
ultra-low emission levels, but they are notoriously susceptible to
combustion oscillations. Thus, sophisticated control measures are
inevitably required. The editors' intent is to set out the modeling
aspects in the field of turbulent premixed combustion. Good
progress has been made recently on this topic. Thus, it is timely
to edit a cohesive volume containing contributions from
international experts on various subtopics of the lean premixed
flame problem.
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