On multi-parametric programming and its applications in process systems engineering

R Oberdieck, NA Diangelakis, I Nascu… - … research and design, 2016 - Elsevier
In multi-parametric programming, an optimization problem is solved for a range and as a
function of multiple parameters. In this review, we discuss the main developments of multi …

Pop–parametric optimization toolbox

R Oberdieck, NA Diangelakis… - Industrial & …, 2016 - ACS Publications
In this paper, we describe POP, a MATLAB toolbox for parametric optimization. It features (a)
efficient implementations of multiparametric programming problem solvers for …

Convex lifting: Theory and control applications

NA Nguyen, M Gulan, S Olaru… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
This paper presents the concept of convex lifting, which will be proven to enable significant
implementation benefits for the class of piecewise affine controllers. Accordingly, two …

Equivariant cosheaves and finite group representations in graphic statics

Z Cooperband, M Lopez, B Schulze - arXiv preprint arXiv:2401.09392, 2024 - arxiv.org
This work extends the theory of reciprocal diagrams in graphic statics to frameworks that are
invariant under finite group actions by utilizing the homology and representation theory of …

Towards generalized inverse reinforcement learning

C Dong, Y Wang - arXiv preprint arXiv:2402.07246, 2024 - arxiv.org
This paper studies generalized inverse reinforcement learning (GIRL) in Markov decision
processes (MDPs), that is, the problem of learning the basic components of an MDP given …

A differential approach to Maxwell-Cremona liftings

O Karpenkov, F Mohammadi, C Müller… - arXiv preprint arXiv …, 2023 - arxiv.org
In 1864, JC Maxwell introduced a link between self-stressed frameworks in the plane and
piecewise linear liftings to 3-space. This connection has found numerous applications in …

Efficient embedded model predictive vibration control via convex lifting

M Gulan, G Takács, NA Nguyen, S Olaru… - … on Control Systems …, 2017 - ieeexplore.ieee.org
This paper presents an efficient real-time implementation of embedded model predictive
control, adopted in the context of active vibration control with the objective of minimizing the …

Convex liftings-based robust control design

NA Nguyen, S Olaru, P Rodriguez-Ayerbe, M Kvasnica - Automatica, 2017 - Elsevier
This paper presents a new approach for control design of constrained linear systems
affected by bounded additive disturbances and polytopic uncertainties. This method hinges …

Embedded linear model predictive control for 8-bit microcontrollers via convex lifting

M Gulan, G Takács, NA Nguyen, S Olaru… - IFAC-PapersOnLine, 2017 - Elsevier
This paper demonstrates an efficient approach for the implementation of parametric
programming solutions to linear model predictive control problems. The emphasis is put …

Inferring parameters through inverse multiobjective optimization

C Dong, B Zeng - arXiv preprint arXiv:1808.00935, 2018 - arxiv.org
Given a set of human's decisions that are observed, inverse optimization has been
developed and utilized to infer the underlying decision making problem. The majority of …