Detail

Irradiated steel alloy yield strengths

rjacobs3_wisc/ReactorPressureVessel_Steel_Embrittlement_YieldStrength_Predictor
Copy
Yu-chen Liu; Henry Wu; Tam Mayeshiba; Benjamin Afflerbach; Ryan Jacobs; Josh Perry; Jerit George; Josh Cordell; Jinyu Xia; Hao Yuan; Aren Lorenson; Haotian Wu; Matthew Parker; Fenil Doshi; Alexander Politowicz; Linda Xiao; Dane Morgan; Peter Wells; Nathan Almirall; Takuya Yamamoto; G. Robert Odette
Scikit-learn estimator
KernelRidge
materials science

Input

List of 9 composition and irradiation conditions to evaluate model. The list includes: temperature_C, at_percent_C, at_percent_Cu, at_percent_Mn, at_percent_Ni, at_percent_P, at_percent_Si, log_fluence, log(eff_fl_p)
Type: ndarray
Shape: ['None', '9']

Output

Predictions of irradiated steel yield strength values (in MPa)
Type: ndarray
Shape: ['None']

Run with DLHub SDK

from dlhub_sdk.client import DLHubClient
X = get_my_data() #replace this
dl = DLHubClient()
dl.run('rjacobs3_wisc/ReactorPressureVessel_Steel_Embrittlement_YieldStrength_Predictor', X)

Get More Info with DLHub SDK

from dlhub_sdk.client import DLHubClient
dl = DLHubClient()
dl.describe_servable('rjacobs3_wisc/ReactorPressureVessel_Steel_Embrittlement_YieldStrength_Predictor')

DLHub SDK Installation

pip install dlhub_sdk

DLHub SDK documentation