Tianchi Huang's Projects
Sub-6 band 5G measurement tools and dataset
In this work, we present a 5G trace dataset collected from a major Irish mobile operator. The dataset is generated from two mobility patterns (static and car), and across two application patterns(video streaming and file download). The dataset is composed of client-side cellular key performance indicators (KPIs) comprised of channel-related metrics, context-related metrics, cell-related metrics and throughput information. These metrics are generated from a well-known non-rooted Android network monitoring application, G-NetTrack Pro. To the best of our knowledge, this is the first publicly available dataset that contains throughput, channel and context information for 5G networks. To supplement our real-time 5G production network dataset, we also provide a 5G large scale multi-cell ns-3 simulation framework. The availability of the 5G/mmwave module for the ns-3 mmwave network simulator provides an opportunity to improve our understanding of the dynamic reasoning for adaptive clients in 5G multi-cell wireless scenarios. The purpose of our framework is to provide additional information (such as competing metrics for users connected to the same cell), thus providing otherwise unavailable information about the basestation (eNodeB or eNB) environment and scheduling principle, to end user. Our framework permits other researchers to investigate this interaction through the generation of their own synthetic datasets.
Tensorflow implementation of Asynchronous Advantage Actor Critic (A3C) from "Asynchronous Methods for Deep Reinforcement Learning".
A continuous action space version of A3C LSTM in pytorch plus A3G design
Project for Streaming Media 2021
Generating ABR method via DQN
Assets for Twitch's ACM MMSys 2020 Grand Challenge
Shim to insulate apps from spec changes and prefix differences. Latest adapter.js release:
Soft Actor-Critic with advanced features
QUIC and HTTP/3 implementation in Python
Advanced Melee Artifical Intelligence Mod For Warcraft 3
一款支持nginx-rtmp-module的rtmp推流器
Original Apollo 11 Guidance Computer (AGC) source code for the command and lunar modules.
The video chat demo app based on WebRTC
A Variegated Look at 5G in the Wild: Performance, Power, and QoE Implications (SIGCOMM '21)
Augmented Traffic Control: A tool to simulate network conditions
AWS environment for use with reinforcement learning
Epsilon-greedy, softmax and LinUCB contextual bandit implementations [recommender systems]
Mobile network bandwidth traces
BBR Bufferbloat in DASH Video Project published at WWW 2021
BloomFilter的c#实现,一切都是瞎整
Bloom Fliter Server based on libevent
Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network[NOSSDAV'18]
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Official repository for the paper titled "Bitstream-corrupted Video Recovery: A Novel Benchmark Dataset and Method", accepted by NeurIPS 2023 Dataset and Benchmark Track