Risk‐aware safe reinforcement learning for control of stochastic linear systems
Abstract This paper presents a risk‐aware safe reinforcement learning (RL) control design for stochastic discrete‐time linear systems. Rather than using a safety certifier to myopically intervene with the RL controller, a risk‐informed safe controller is also learned besides the RL controller, and the RL and safe controllers are combined together ...
Babak Esmaeili +2 more
wiley +1 more source
Inequalities in financial burden of tuberculosis among affected families across 19 low- and middle-income countries. [PDF]
Eshun G, Sesay U, Osborne A.
europepmc +1 more source
Modeling and parameter estimation for fractional large‐scale interconnected Hammerstein systems
Abstract This paper addresses the challenge of modeling and identifying large‐scale interconnected systems exhibiting memory effects, hereditary properties, and non‐local interactions. We propose a fractional‐order extension of the Hammerstein architecture that incorporates Grünwald–Letnikov operators to capture complex dynamics through multiple ...
Mourad Elloumi +2 more
wiley +1 more source
Digital Inequalities in the Use of eHealth Services in European Public Health Care Systems: Systematic Review of Observational Studies. [PDF]
Monasterio G +4 more
europepmc +1 more source
Abstract The linear‐quadratic regulator (LQR) problem of optimal control of an uncertain discrete‐time linear system (DTLS) is revisited in this paper from the perspective of Tikhonov regularization. We show that an optimally chosen regularization parameter reduces, compared to the classical LQR, the values of a scalar error function, as well as the ...
Fernando Pazos, Amit Bhaya
wiley +1 more source
Socioeconomic inequalities in life expectancy within and between native-born and foreign-born populations: a comparative study of 10 European countries. [PDF]
Jang SY +15 more
europepmc +1 more source
ABSTRACT Children and adolescents with autism spectrum disorder (ASD) and attention deficit hyperactivity disorder (ADHD) often present physical and motor challenges that may compromise health, yet direct comparisons between these neurodevelopmental conditions and typically developing (TD) peers remain limited.
Nerea Blanco‐Martínez +4 more
wiley +1 more source
Upstream Interventions to Promote Oral Health and Reduce Oral Health Inequalities: A Scoping Review. [PDF]
Stennett M +6 more
europepmc +1 more source
Abstract Health care is shifting towards a digital‐guided system, integrating digital diagnostics, biomarkers and therapeutics in many care pathways. However, despite rapid technological advancement and preliminary adoption accelerated by the COVID‐19 pandemic, a significant implementation gap persists. This narrative review explores the causes of this
Mees H. P. Stoop +3 more
wiley +1 more source
Finding Solutions to Addressing Inequalities in Dementia Diagnosis and Care: Recommendations From a Country-Wide Consultation. [PDF]
Giebel C +16 more
europepmc +1 more source

