Search Results for author: Junsoo Kim

Found 11 papers, 1 papers with code

A code-driven tutorial on encrypted control: From pioneering realizations to modern implementations

no code implementations6 Apr 2024 Nils Schlüter, Junsoo Kim, Moritz Schulze Darup

The growing interconnectivity in control systems due to robust wireless communication and cloud usage paves the way for exciting new opportunities such as data-driven control and service-based decision-making.

Decision Making

Learning with errors based dynamic encryption that discloses residue signal for anomaly detection

no code implementations3 Apr 2024 Yeongjun Jang, Joowon Lee, Junsoo Kim, Hyungbo Shim

Implementing anomaly detection on encrypted control systems has been a challenge because it is hard to detect an anomaly from the encrypted residue signal without the secret key.

Anomaly Detection

Further methods for encrypted linear dynamic controllers utilizing re-encryption

no code implementations31 Jul 2023 Junsoo Kim

Homomorphic encryption (HE) applied to a networked controller enables secure operation, but in most cases it allows for addition and multiplication over integers only, because of computation efficiency.

Encrypted Dynamic Control exploiting Limited Number of Multiplications and a Method using Ring-LWE based Cryptosystem

no code implementations7 Jul 2023 Joowon Lee, Donggil Lee, Junsoo Kim, Hyungbo Shim

In this paper, we present a method to encrypt dynamic controllers that can be implemented through most homomorphic encryption schemes, including somewhat, leveled fully, and fully homomorphic encryption.

Complexity reduction for resilient state estimation of uniformly observable nonlinear systems

no code implementations18 Apr 2023 Junsoo Kim, Jin Gyu Lee, Henrik Sandberg, Karl H. Johansson

As a result, although a portion of measurements are compromised, they can be locally identified and excluded from the state estimation, and thus the true state can be recovered.

DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation

no code implementations22 Sep 2022 Seongmin Hong, Seungjae Moon, Junsoo Kim, Sungjae Lee, Minsub Kim, Dongsoo Lee, Joo-Young Kim

DFX is also 8. 21x more cost-effective than the GPU appliance, suggesting that it is a promising solution for text generation workloads in cloud datacenters.

Language Modelling Text Generation

Toward nonlinear dynamic control over encrypted data for infinite time horizon

no code implementations12 Oct 2021 Junsoo Kim, Farhad Farokhi, Iman Shames, Hyungbo Shim

In this note, we demonstrate that it is possible to run a dynamic controller over encrypted data for an infinite time horizon if the output of the controller can be represented as a function of a fixed number of previous inputs and outputs.

Quantization

Homomorphic Encryption-Enabled Distance-Based Distributed Formation Control with Distance Mismatch Estimators

no code implementations15 Apr 2021 Mariano Perez Chaher, Bayu Jayawardhana, Junsoo Kim

Simulation results show that, despite the use of encrypted data on the controller and errors introduced by the quantization process prior to the encryption, the formation is able to converge to the desired shape.

Quantization

LaPred: Lane-Aware Prediction of Multi-Modal Future Trajectories of Dynamic Agents

1 code implementation CVPR 2021 ByeoungDo Kim, Seong Hyeon Park, Seokhwan Lee, Elbek Khoshimjonov, Dongsuk Kum, Junsoo Kim, Jeong Soo Kim, Jun Won Choi

In this paper, we address the problem of predicting the future motion of a dynamic agent (called a target agent) given its current and past states as well as the information on its environment.

Self-Supervised Learning

Fully Distributed Resilient State Estimation based on Distributed Median Solver

no code implementations16 Feb 2020 Jin Gyu Lee, Junsoo Kim, Hyungbo Shim

In this paper, we present a scheme of fully distributed resilient state estimation for linear dynamical systems under sensor attacks.

Dynamic controller that operates over homomorphically encrypted data for infinite time horizon

no code implementations9 Dec 2019 Junsoo Kim, Hyungbo Shim, Kyoohyung Han

In this paper, we present a dynamic feedback controller that computes the next state and the control signal over encrypted data using homomorphic properties of cryptosystems, whose performance is equivalent to the linear dynamic controllers over real-valued data.

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