An ADMM based framework for AutoML pipeline configuration
Sijia Liu, Parikshit Ram, et al.
AAAI 2020
This paper first introduces an original trajectory model using B-splines and a new semi-infinite programming formulation of the separation constraint involved in air traffic conflict problems. A new continuous optimization formulation of the tactical conflict-resolution problem is then proposed. It involves very few optimization variables in that one needs only one optimization variable to determine each aircraft trajectory. Encouraging numerical experiments show that this approach is viable on realistic test problems. Not only does one not need to rely on the traditional, discretized, combinatorial optimization approaches to this problem, but, moreover, local continuous optimization methods, which require relatively fewer iterations and thereby fewer costly function evaluations, are shown to improve the performance of the overall global optimization of this non-convex problem.
Sijia Liu, Parikshit Ram, et al.
AAAI 2020
Lior Horesh, Andrew Conn, et al.
NAOIII 2014
Nadir Amaioua, Charles Audet, et al.
EJOR
Ulisses T. Mello, Vanessa Lopez, et al.
SEG 2007