Highlights
Carbon-based gradient resistance element structure is proposed for the construction of multifunctional touch sensor, which will promote wide detection and recognition range of multiple mechanical stimulations.
Multifunctional touch sensor with gradient resistance element and two electrodes is demonstrated to eliminate signals crosstalk and prevent interference during position sensing for human–machine interactions.
Biological sensing interface based on a deep-learning-assisted all-in-one multipoint touch sensor enables users to efficiently interact with virtual world.
Abstract
Human–machine interactions using deep-learning methods are important in the research of virtual reality, augmented reality, and metaverse. Such research remains challenging as current interactive sensing interfaces for single-point or multipoint touch input are trapped by massive crossover electrodes, signal crosstalk, propagation delay, and demanding configuration requirements. Here, an all-in-one multipoint touch sensor (AIOM touch sensor) with only two electrodes is reported. The AIOM touch sensor is efficiently constructed by gradient resistance elements, which can highly adapt to diverse application-dependent configurations. Combined with deep learning method, the AIOM touch sensor can be utilized to recognize, learn, and memorize human–machine interactions. A biometric verification system is built based on the AIOM touch sensor, which achieves a high identification accuracy of over 98% and offers a promising hybrid cyber security against password leaking. Diversiform human–machine interactions, including freely playing piano music and programmatically controlling a drone, demonstrate the high stability, rapid response time, and excellent spatiotemporally dynamic resolution of the AIOM touch sensor, which will promote significant development of interactive sensing interfaces between fingertips and virtual objects.
In this work, small molecule diols named PEMTC were synthesized from isophorone diisocyanate, N-(2-hydroxyethyl)acrylamide and trimethylolpropane by a semi-directional method. PEMTC (2-(prop-2-enamido)ethyl N-{3-[({[2-ethyl-3-hydroxy-2(hydroxymethyl)propoxy]carbonyl}amino)methyl]-3,5,5-trimethylcyclohexyl}carbamate) contains hydrogen bond active site and light-initiated C=C. We introduced it as a branch chain block into poly(ε-caprolactone) (PCL). By feeding and monitoring the reaction process, we synthesized a large number of polyurethane elastomers, hydrogen bonds PCL-based elastomer (HPE), which contain a large number of dynamic hydrogen bonds. Under UV irradiation, PEMTC can make HPE molecules aggregate and cross-link, improve the degree of internal hydrogen bonding interaction of HPE materials and endow HPE materials with good elasticity, toughness, heat resistance and shape memory ability. After 270 nm UV irradiation, the elongation at break of HPE materials decreased from 607.14–1463.95% to 426.60–610.36%, but the strength at break of HPE materials increased from 3.36–13.52 to 10.28–41.52 MPa, and the toughness increased from 16.36–129.71 to 40.48–172.22 MJ m
−3
. In addition, the highest shape fixation rate of HPE after UV irradiation was 98.0%, and the recovery rate was 93.7%.
It is well known that UV radiation can cause human health
problems
and that energy consumption can lead to human survival problems. Here,
we prepared a composite membrane that can block UV radiation as well
as reduce energy consumption. Carbon dots (CDs) and acrylates were
prepared from xylose and epoxidized soybean oil as biomass feedstocks,
respectively, and the composite membrane was prepared by a self-assembly
strategy. The first layer of the membrane is composed of CDs and epoxy
resin. Its main function is not only to weaken UV rays and the aggregation-induced
quenching effect of CDs but also to reduce the absorption of UV rays
by the second layer of the membrane. The second layer consists of
barium sulfate (BaSO
4
) and acrylate. Compared to TiO
2
(3.2 eV), BaSO
4
(∼6 eV) has a higher electronic
band gap, which reduces the absorption of UV light by the membrane.
The composite membrane exhibits excellent UV-blocking and radiative
cooling performance, shielding 99% of UV rays. In addition, the membrane
can reduce 4.4 °C in radiative cooling tests, achieving a good
cooling effect. Finally, the recyclability of the BaSO
4
/acrylate membrane is discussed, and 95% recovery rate provides sustainable
utilization of the membrane. The composite membrane is expected to
be popularized and used in low latitudes and areas with high temperature
and high UV radiation near the equator.
The emergence of cooling technology has brought huge social benefits to society, but it is also accompanied by the serious problem of energy consumption. In countries close to the equator,...
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.