Published at : 25 Jan 2024
Volume : IJtech
Vol 15, No 1 (2024)
DOI : https://doi.org/10.14716/ijtech.v15i1.6934
Yudan Whulanza | Department of Mechanical Engineering, Faculty of Engineering, Universitas Indonesia, Kampus Baru UI, Depok 16424, Indonesia |
Eny Kusrini | 1. Department of Chemical Engineering, Faculty of Engineering, Universitas Indonesia, Kampus Baru UI, Depok 16424, Indonesia 2. Research Group of Green Product and Fine Chemical Engineering, Laborato |
The National Academy of Engineering recognized the Grand
Challenges in engineering for the 21st century in 2008. These
challenges encompass tasks such as ensuring access to economical solar energy,
managing the nitrogen cycle, engineering the tools of scientific discovery, and
other obstacles that must be overcome for humans to continue advancing. More
than half of these challenges will necessitate the development and use of novel
advanced materials. The question at hand is the origin of these novel elements.
Surprisingly,
many everyday items have their origins in were stumbled upon by coincidence.
Products like playdough, stainless steel, rubber tires, superconductors, and
superglue stand as a testament to this phenomenon in engineering materials,
where their defining characteristics were uncovered almost by accident. Take
into account artificial sweeteners such as saccharin. In 1878, Constantin
Fahlberg was diligently conducting research on coal-tar compounds. After
accidentally spilling chemicals on his hands, he proceeds to find it
excessively sweet. After a span of ninety years, the artificial sweetener
aspartame was discovered using the same method. James Schlatter inadvertently
exposed his hands to a chemical substance and subsequently chose to orally moisten
his fingers in order to separate two adhered pages of a book. This incident
exemplifies yet another instance of the accidental discovery of new materials
for future applications.
On
the other hand, critical minerals and advanced materials are very useful for
many applications to support advanced technologies now and future. These
innovations would provide new materials for the development of eco-friendly
advanced technologies which are necessary to enhance the living standard and
economic developments in the future.
How
materials are discovered today?
Now,
even when materials have not been discovered serendipitously. The processes and
procedures for making new materials and their discoveries are needed more
explored
Presently,
the Edisonian method of trial-and-error, albeit somewhat directed by
fundamental design principles, remains the predominant strategy for the
discovery of new materials. This approach, characterized by its reliance on
extensive trial and error complemented by high-volume testing, is the mainstay
of our current methodology. However, it's increasingly clear that this method
falls short of what is needed. Given the formidable engineering challenges we
face in critical areas such as clean energy, carbon sequestration, and medical
discovery, this traditional approach appears insufficient and inadequate for
addressing the complex demands of these fields.
In
order to address these challenges of feeding around 8 billion individuals with
the aid of contemporary fertilizers, the US Government initiated the Materials
Genome Initiative in 2011 year. This initiative set a highly ambitious target
including to developing and deploy new materials at twice the speed and at a
fraction of the cost. Initially, the Materials Genome Initiative primarily
focused on increasing the number of simulated experiments while reducing
physical ones, as simulations are generally faster and less expensive. This
strategy made significant progress, but it also encountered certain inherent
limitations. One major issue is the time-intensive nature of calculating new
material's properties, even with the most advanced supercomputers. Completing
these calculations for just one property of a single compound can require more
than a week of continuous computing.
Since
the stone age, humanity has pursued harder materials. This is where materials
informatics steps in. With support from the National Science Foundation, the
Sparks Lab from the University of Utah embarked on using machine learning to identify new super-hard materials.
Any candidate material must possess qualities like incompressibility and
rigidity. While there were slow but reasonably accurate calculations of
these properties for about 5,000 compounds, the challenge lay in the hundreds
of thousands of other compounds with unknown properties. After building and
validating their model, they could predict properties for any chemical
composition. They tested over 100,000 compounds, including many previously
incalculable due to rare earth elements or disordered structures. Impressively,
these predictions were made in just 30 seconds on a standard laptop.
The
success in this case illustrates the effectiveness of the applied approach.
Within a span of just over six months, the team progressed from a basic
understanding of super-hard materials to the discovery and confirmation of two
of the hardest materials known. This achievement reflects the core goal of the
Materials Genome Initiative, which is to accelerate the discovery of materials
in a more efficient and cost-effective manner. The breakthrough was not due to
exceptional chemistry skills but rather the strategic direction of the
research.
Sustainable materials for the future
It is
so important to note that almost all human activities contribute to greenhouse
gas emissions driving global warming. A large portion of these emissions stems
from industrial processes that subtly permeate every facet of our lives.
Consider our home refrigeration and other heating and cooling systems account
for about 6% of total emissions. Agriculture, crucial for food production,
contributes around 18%. Electricity generation is also responsible for approximately
about 27%. Stepping outside, the transportation sectors including cars, planes,
trains and also other activities also give rise to around 16%. Furthermore, the
production of everyday items results in substantial emissions and triggers to
increasing global warming. The creation of materials such as concrete, steel,
plastic, glass, and aluminum is responsible to contributed around 31% of
greenhouse gas emissions and damaging the environment.
Existing
technologies for example carbon dioxide capture, green energies and renewable
energies and other efforts from government policies and private still lack to
cover the sustainable world but their adoption is limited due to a lack of
economic incentives. The costs associated with transporting and storing
captured CO2 are prohibitive. However, one company has innovated a
solution by integrating captured CO2 into the concrete itself,
achieving permanent storage. Materials informatics has already proven successful
in various domains, with impressive breakthroughs emerging regularly.
Consider a hypothetical situation: envision a
chemical that was previously thought to be unachievable. In the movie 'Star
Trek IV: The Voyage Home', the concept of 'transparent aluminum', a metal that
can be seen through, was portrayed as purely fictional. Currently, there exist
substances such as indium tin oxide, which maintains transparency while also
functioning as a conductor of electricity like a metal. Additionally, there is
aluminum oxynitride, which exhibits both the strength and stiffness of a metal
while remaining completely transparent to ultraviolet, visible, and infrared
light.
The
integration of machine learning in the search for new materials with specific
characteristics marks a significant advancement over previous methods. This
shift is as transformative for humanity as the discovery of bronze, iron,
steel, or silicon. As the exploration of the information age continues, the
emerging field of materials informatics is beginning to reveal its vast
potential. This approach, termed 'rational serendipity,' is reshaping the
landscape of materials discovery.