future quantum technology, but it also has the
potential for low-cost industrialization.
4 CONCLUSION
This paper introduces the development process of
perovskite quantum dots in specific optoelectronic
fields. Due to its special basic framework, it has a
wide range of excellent properties, and the
preparation methods also have their own advantages.
In the application of optoelectronic devices, due to the
controllability of perovskite quantum dots, surface
engineering optimization such as halogen modulation,
changing surface ligands, and surface passivation, as
well as controlling various conditions during the
preparation process, can improve the efficiency of
related devices and have great potential for
application. The thermal stability of perovskite
quantum dots varies due to the influence of the A-site
cation, and they are also sensitive to environmental
factors such as light, humidity, and oxygen, which
affect their optical properties. It is difficult to control
the uniformity of size and morphology during
preparation, resulting in differences in surface energy,
optical, and electrical properties of quantum dots. The
selection of its ligands, as well as the processes of
adsorption and desorption, are also difficult to
precisely control, which may affect the transfer of
charges between quantum dots and generate unstable
factors in the subsequent processing. In addition, the
existing process of large-area uniform film formation
technology also requires high equipment.
Combining AI-driven intelligent manufacturing
with the manufacturing of perovskite quantum dot
devices, and using machine learning algorithms to
analyze various data such as temperature, humidity,
and solution concentration, can reduce production
costs and inject new vitality into new fields such as
quantum computing. Under the trend of energy
transition, perovskite quantum dots have moved from
single power generation to the combination of energy
information and materials, with broad prospects in
stacked batteries and integrated light storage
hydrogen systems.
The aggregation of perovskite quantum dots can
lead to a decrease in performance. This can be
improved by enhancing ligands, increasing the
vacancy hindrance between quantum dots, reducing
aggregation, and reasonably controlling the amount
of ligands used. This is to prevent too little from
effectively preventing aggregation and too much
from affecting photoelectric performance. The
reduction of ligands can also increase volatile organic
compound. By continuously optimizing the ligand
structure and introducing special functional groups,
the binding between the quantum dot surface and
ligands can be enhanced, indirectly reducing the
production of volatile organic compounds. In the
subsequent processing of quantum dots, high-
temperature and other treatments can be avoided, and
vacuum and other methods can be used for processing.
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