Machine learning algorithms in the environmental corrosion evaluation of reinforced concrete structures-A review
H Jia, G Qiao, P Han - Cement and Concrete Composites, 2022 - Elsevier
Accurate corrosion assessment of reinforced concrete (RC) structures is expected to
improve the service life and durability of structures. However, traditional evaluation methods …
improve the service life and durability of structures. However, traditional evaluation methods …
Machine learning prediction of corrosion rate of steel in carbonated cementitious mortars
Corrosion rate (ie, corrosion current density), a crucial kinetic parameter for predicting and
modeling service-life performance of reinforced concrete structures, can be estimated using …
modeling service-life performance of reinforced concrete structures, can be estimated using …
A critical review of machine learning algorithms in maritime, offshore, and oil & gas corrosion research: A comprehensive analysis of ANN and RF models
Corrosion presents significant challenges in the marine, offshore, and oil and gas industries,
resulting in annual economic losses amounting to billions of dollars. To address these …
resulting in annual economic losses amounting to billions of dollars. To address these …
[HTML][HTML] Robust numerical solution for assessing corrosion of reinforced concrete structures under external power supply
Impressing current is a popular technique to adjust corrosion behaviors of structures, both in
academic investigation and engineering practice. Focusing on the specific problem, this …
academic investigation and engineering practice. Focusing on the specific problem, this …
[HTML][HTML] On the hydration of limestone calcined kaolinitic clay cement and energy-efficient production
Understanding hydration kinetics of cement composite incorporating calcined clay is crucial
in further progressing low-carbon binder designs. However, due to diversity of clays and …
in further progressing low-carbon binder designs. However, due to diversity of clays and …
[HTML][HTML] Electro-chemo-physical analysis for long-term reinforcement corrosion within the reactive system of concrete
This paper presents an electro-chemo-physical model for analyzing long-term chloride-
induced reinforcement corrosion in concrete structures. The integration of electrochemical …
induced reinforcement corrosion in concrete structures. The integration of electrochemical …
A novel method for chloride-induced corrosion analysis incorporating consistent ionic diffusivity and concrete resistivity
Corrosion is one of the most serious durability concerns for steel reinforced structures
exposed to coastal and offshore environments. In engineering practice, the corrosion …
exposed to coastal and offshore environments. In engineering practice, the corrosion …
Long-term marine environment exposure effect on butt-welded shipbuilding steel
Extreme environments, such as marine environments, have negative impacts on welded
steel structures, causing corrosion, reduced structural integrity and, consequently, failures …
steel structures, causing corrosion, reduced structural integrity and, consequently, failures …
Time-dependent non-uniform corrosion of concrete structures under marine environments considering the vertical variation of exposure conditions
Q Liu, Y Chen, Y Ge, Q Xiong, J Ma, Y Wang, F Zhang - Ocean Engineering, 2024 - Elsevier
The vertical variations of corrosive conditions, including atmospheric, splash, tidal, and
submerged zones, are generally oversimplified in the literature, which obscures the …
submerged zones, are generally oversimplified in the literature, which obscures the …
A multi-phase multi-species phase field model for non-uniform corrosion and chloride removal in concrete
Electrochemical chloride removal (ECR) facilitates the retardation of rebar corrosion and the
extension of service life. In this paper, we present a multi-phase multi-species phase field …
extension of service life. In this paper, we present a multi-phase multi-species phase field …