Simulated the scenario between edge servers and users with a clear graphic interface. Also, implemented the continuous control with Deep Deterministic Policy Gradient (DDPG) to determine the resources allocation (offload targets, computational resources, migration bandwidth) in the edge servers

Code of Paper "Joint Task Offloading and Resource Optimization in NOMA-based Vehicular Edge Computing: A Game-Theoretic DRL Approach", JSA 2022.

HPC Resource Allocation System

Agent-based modelling for resource allocation in viral crises to investigate resource allocation and policy interventions with respect to transmission rate.

(Caveats! Dirty Code!!) Solving some Non-Orthogonal Multiple Access (NOMA) resource allocation problem, allocating Tx power properly at downlink to maximize the sum rate, by using DQN

Code for our paper on doing resource allocation with graph neural networks

Attempt to reimplement the IEEE VTC2023-Spring 'Deep Reinforcement Learning-Based Resource Allocation for Cellular V2X Communications' paper

Project regarding Resource allocation using RL

Microsoft's open source max-min fair solver for cluster scheduling and traffic engineering

Decentralized Intelligent Resource Allocation for LoRaWAN Networks

本项目是我发表于期刊 Expert Systems with Applications 的论文《Energy-efficient mechanism of task offloading and resource allocation for hierarchical MEC in UAV-assisted mmWave IABN》的官方代码实现。我们提出了一种基于深度学习的方法，旨在最小化复杂的无人机辅助边缘计算网络中的系统能耗，同时保证服务质量。

Simulator of experiments presented in "Enabling Long-term Fairness in Dynamic Resource Allocation", ACM SIGMETRICS 2023.

Code for IEEE MLSP 2021 paper titled "Model-Free Learning of Optimal Deterministic Resource Allocations in Wireless Systems via Action-Space Exploration"

Paper Code for TVT: Resource allocation for semantic communication network

A Deadline-Aware, Incentive-Compatible and Proportionally-Fair Mechanism for EV Charging in Distribution Grids

Predictive Guardians: An AI-driven crime prevention solution utilizing advanced analytics, machine learning, and optimization. Uncover crime patterns, profile offenders, forecast trends, and allocate resources optimally. Empower agencies with actionable insights to proactively build safer communities. 🚔💻🌍

solving knapsack problem using Ant Colony Optimization (ACO) algorithm

Virtual Network Functions Chains placement optimization taking into account Resource Fragmentation and Defragmentation in the Cloud.

Building an early warning system which detects wild animals near the road/rail with the help of wireless sensor networks and alerts passing vehicles of possible animal crossing.

Cellular economy models for simulation of biological optimizaton problems