In a population-based structural health monitoring setting, data from one structure in a population, where the health state is known, may be used to make inferences about the health state in any nominally-identical structure. Any deviation from the learned 'healthy response' potentially indicates damage. However, as in standard applications of structural health monitoring, the healthy response from different structures also varies with the changes in environmental conditions across the population. This paper investigates the modelling of the change in environment across a population of structures located in one geographical region, such as a wind turbine farm. A data-driven mapping method (based on Gaussian process regression) will be introduced that aims to quantify and normalise variation stemming from the environment, such that the remaining response is only sensitive to damage or performance anomalies. The way in which environmental maps are constructed and implemented is demonstrated via a case study from an offshore wind farm. The ideas introduced here will constitute a field in the framework of population-based structural health monitoring presented elsewhere in the conference.
This
work concerned the measurement of alkali metal (Na and K) release
during the combustion process of three different types of coal at
atmospheric pressure. Measurements were performed from the CO2 laser ignition of a single coal particle in different oxygen
concentrations of O2/N2 and O2/CO2 atmospheres. An atomic emission spectrum of alkali metals
was directly collected by the slit of the spectrometer with an intensified
charge-coupled device (ICCD) detector to obtain the temporal and spatial
release behaviors of alkalis. The results indicated that the type
of coals would influence the release process of alkali metals, whose
release duration would be longer for the coals with a higher carbonization
level. With the increase of the oxygen concentration, the intergal
intensity of Na and K during combustion was found to be enhanced and
the release amount increased with obvious exponential growth. In comparison
to the O2/N2 atmosphere, CO2 in the
oxygen-rich atmosphere had an obvious inhibitory effect on alkali
metal release, which was most notable for anthracite. The release
processes of alkali metals in different types of coal were also related
with the flame temperature, which have little correlation with the
spatial distribution of alkali metals, probably as a result of the
diffusion effects.
The pyruvate kinase M2 (PKM2) can significantly affect
the differentiation
of Th17 and Treg cells; thus, it is considered a promising target
for UC therapy. Herein, five series of costunolide (Cos) derivatives are designed, synthesized, and biologically
evaluated. Among them, D5 exhibits excellent immunomodulatory
activity against T-cell proliferation and potent PKM2 activating activity.
Meanwhile, it has been confirmed that D5 can also covalently
interact with Cys424 of PKM2. The molecular docking and molecular
dynamic (MD) studies indicate that difluorocyclopropyl derivative
of D5 improves the protein–ligand interaction
by interacting with Arg399 electrostatically. Furthermore, D5 significantly dampens the differentiation of Th17 but not Treg cells
to recover the Th17/Treg balance, which is attributed to the suppression
of PKM2-mediated glycolysis. Oral administration of D5 ameliorates the symptoms of dextran sulfate sodium (DSS)- and 2,4,6-trinitro-benzenesulfonic
acid (TNBS)-induced colitis in mouse model. Collectively, D5 has the potential to be developed as a novel anti-UC candidate.
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