Abstract In this study, we propose the use of a first-order gradient framework, adaptive moment estimation (Adam), in conjunction with stochastic approximation, to well location and trajectory optimization problems. The Adam framework allows incorporation additional information from previous gradients calculate variable-specific progression steps. As result, assists search be adjusted further f...