Efficient Data Center Network Monitoring and Troubleshooting With LMon: Leveraging ECMP Hashing Linearity and Lightweight Probing

Network performance monitoring and troubleshooting are crucial yet challenging tasks in datacenter management. Despite the numerous solutions that have been proposed in recent years, their efforts are often hindered by high costs and unreliable failure localization, making it difficult to deploy them in real-world environments. In this paper, we present <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">LMon</i>, a highly reliable and efficient system for monitoring and troubleshooting in datacenter networks. LMon utilizes the characteristic of ECMP hashing linearity to control probe packet routing, enabling the monitoring of targeted paths without any modification of underlying protocols and devices. Additionally, LMon leverages a lightweight probing technique to reduce monitoring overhead, as well as integrates the improved LASSO regression and hypothesis testing for higher accuracy and faster processing in link failure localization. We evaluate the performance of LMon in our testing environment. Compared to the monitoring system Pingmesh, LMon generates only one-third probes while maintaining 99% accuracy and 1% false negatives.

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Publication Details

Journal
IEEE Transactions on Networking
Published
2025-06-02
DOI
https://doi.org/10.1109/ton.2025.3570008
Citations
1
Primary Topic
Advanced Data Storage Technologies
Type
article
Field-Weighted Citation Impact
1.49
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article

Efficient Data Center Network Monitoring and Troubleshooting With LMon: Leveraging ECMP Hashing Linearity and Lightweight Probing

Jinbei Zhang, Jianer Zhou, Jingpu Duan, Qinglin Xun et al.
1 citations
IEEE Transactions on Networking
Advanced Data Storage Technologies
1.49
article

Efficient Data Center Network Monitoring and Troubleshooting With LMon: Leveraging ECMP Hashing Linearity and Lightweight Probing

Jinbei Zhang, Jianer Zhou, Jingpu Duan, Qinglin Xun, Yi Wang, Xiaofeng Tao, Weichao Li
article en
1 citations

Abstract

Network performance monitoring and troubleshooting are crucial yet challenging tasks in datacenter management. Despite the numerous solutions that have been proposed in recent years, their efforts are often hindered by high costs and unreliable failure localization, making it difficult to deploy them in real-world environments. In this paper, we present <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">LMon</i>, a highly reliable and efficient system for monitoring and troubleshooting in datacenter networks. LMon utilizes the characteristic of ECMP hashing linearity to control probe packet routing, enabling the monitoring of targeted paths without any modification of underlying protocols and devices. Additionally, LMon leverages a lightweight probing technique to reduce monitoring overhead, as well as integrates the improved LASSO regression and hypothesis testing for higher accuracy and faster processing in link failure localization. We evaluate the performance of LMon in our testing environment. Compared to the monitoring system Pingmesh, LMon generates only one-third probes while maintaining 99% accuracy and 1% false negatives.

IEEE Transactions on NetworkingVol. 33(5)
Sun Yat-sen University (CN), Peng Cheng Laboratory (CN)
Affordable and clean energy
Openalex Percentile: Top 17%
Advanced Data Storage Technologies
1.49
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Efficient Data Center Network Monitoring and Troubleshooting With LMon: Leveraging ECMP Hashing Linearity and Lightweight Probing — Jinbei Zhang, Jianer Zhou, et al. · IEEE Transactions on Networking (2025) | TGRS Research Map | TGRS