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20072021
most citedCensus Signal Temporal Logic Inference for Multi-Agent Group Behavior Analysis

62 citations · 94 across the 10 of their papers we have counts for

collaborators

11 papers

cs.LG2021★ 6 cited

Neural Network for Weighted Signal Temporal Logic

Ruixuan Yan, Agung Julius

In this paper, we propose a neuro-symbolic framework called weighted Signal Temporal Logic Neural Network (wSTL-NN) that combines the characteristics of neural networks and tempora…

eess.SY2020★ 13 cited

Distributed Monitoring of Robot Swarms with Swarm Signal Temporal Logic

Ruixuan Yan, Agung Julius

In this paper, we develop a distributed monitoring framework for robot swarms so that the agents can monitor whether the executions of robot swarms satisfy Swarm Signal Temporal Lo…

eess.SY2019★ 1 cited

Controller Synthesis of Wind Turbine Generator and Energy Storage System with Stochastic Wind Variations under Temporal Logic Specifications

Zhe Xu, Agung Julius, Ufuk Topcu +1

In this paper, we present a controller synthesis approach for wind turbine generators (WTG) and energy storage systems with metric temporal logic (MTL) specifications, with provabl…

cs.LO2019★ 6 cited

Graph Temporal Logic Inference for Classification and Identification

Zhe Xu, Alexander J Nettekoven, A. Agung Julius +1

Inferring spatial-temporal properties from data is important for many complex systems, such as additive manufacturing systems, swarm robotic systems and biological networks. Such s…

q-bio.MN2019

Rapid Circadian Entrainment in Models of Circadian Genes Regulation

Jiawei Yin, Agung Julius, John T. Wen

The light-based minimum-time circadian entrainment problem for mammals, Neurospora, and Drosophila is studied based on the mathematical models of their circadian gene regulation. T…

eess.SY2018

Continuous Circadian Phase Estimation Using Adaptive Notch Filter

Wei Qiao, Kyle Altman, Agung Julius +2

Actigraphy has been widely used for the analysis of circadian rhythm. Current practice applies regression analysis to data from multiple days to estimate the circadian phase. This…