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doubly-fed variable-speed pumped storage; Hopf bifurcation; stability analysis; parameter sensitivity; pumped storage unit; degradation trend prediction; maximal information coefficient; light gradient boosting machine; variational mode decomposition; gated recurrent unit; high proportional renewable power system; active power; change point detection; maximum information coefficient; cosine similarity; anomaly detection; thermal-hydraulic characteristics; hydraulic oil viscosity; hydraulic PTO; wave energy converter; pumped storage units; pressure pulsation; noise reduction; sparrow search algorithm; hybrid system; facility agriculture; chaotic particle swarms method; operation strategy; stochastic dynamic programming (SDP); power yield; seasonal price; reliability; cascaded reservoirs; doubly-fed variable speed pumped storage power station; nonlinear modeling; nonlinear pump turbine characteristics; pumped storage units (PSUs); successive start-up; ‘S’ characteristics; low water head conditions; multi-objective optimization; fractional order PID controller (FOPID); hydropower units; comprehensive deterioration index; long and short-term neural network; ensemble empirical mode decomposition; approximate entropy; 1D–3D coupling model; transition stability; sensitivity analysis; hydro power