daunfamily's repositories

ADMM

With the help of the code of the paper "An Alternating Direction Method of Multiplier Based Problem Decomposition Scheme for Iteratively Improving Primal and Dual Solution Quality in Vehicle Routing Problem", it is applied to the VRPTW problem, joint optimization of honey peach picking and distribution.

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BA_space_debris

Bachelor thesis on "Efficient trajectory modelling for space debris evolution" at TUM in collaboration with ESA

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dvrp-stochastic-requests

Online algorithms for solving large-scale dynamic vehicle routing problems with stochastic requests

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EasyIntegerProgramming

Easy Integer Programming

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Faster-MIPs-Using-Custom-Heuristics

Presentation: Custom MIP Heuristics

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GA-and-B-C-solve-a-Nurse-Scheduling-Problem

Using the Genetic Algorithm (GA) and the Branch and Cut (B&C) methods to solve a Nurse Scheduling Problem (NSP). Both algorithms were coded on Python and 11 data instances were considered (each with a different number of nurses and shifts, and varying parameter values).

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IEEE_CIS_3rd_Technical_Challenge_Optimiser

Optimisation engine used for solving the optimisation problem introduced in the “predict+optimise” competition, IEEE CIS 3rd Technical Challenge

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Intra-hour_PV_predict_unet-lstm

code for "Intra-hour Photovoltaic Generation Forecasting based on Multi-source Data and Deep Learning Methods." IEEE Transactions on Sustainable Energy

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J-Horizon

(Update-15-MAY-2020) A Vehicle Routing Problem Software. CVRP (Capacitated VRP), MDVRP (Multiple Depot VRP), VRPTW (VRP with Time Windows), VRPB (VRP with Backhauls), VRPPD (VRP with Pickups and Deliveries), VRP with Homogeneous or Heterogeneous Fleet, Finite or Infinite Fleet, TSP, mTSP and various combination of these types

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JAMPR

Learning to Solve Vehicle Routing Problems with Time Windows through Joint Attention

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Location_Models-Networkx-Gurobi

Example codes for IEM 4203/5203: shortest paths, transportation problem, k-median, k-center, set cover, facility location, max k-cover

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MARIDA-Marine-Debris-Archive-

Quick Start Guide for MARIDA (Marine Debris Archive)

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marine-debris-deep-learning

The preprocessing, training, and evaluation code associated with Ross Winans's Masters Thesis entitled, "Automatic detection of Hawai'i's shoreline stranded mega-debris using deep learning"

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marine_debris_detection_ML

Marine debris detection with commercial satellite imagery and deep learning.

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Mobile_Robotics_Simulation

Mobile Robotics has been evolving as one of the most promising domains in the field of Robotics. The ability of these robots to explore and maneuver in complex environments without human intervention attracts the attention of researchers across the globe.

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modeling_examples_using_gurobi_in_python

how to create models using Gurobi in Python

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NASA-Project-Plastic-Marine-Debris-Classification-Machine-Learning-Software

NASA Project; Plastic Marine Debris Classification-Machine Learning Software

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ngboost_pv_forecasting

An interpretable probabilistic model for short-term solar power forecasting using natural gradient boosting

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Plastic-waste-Pathfinder

A numerical model that simulates the spatiotemporal distribution and trajectories of macroplastic waste within a river basin

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python-moiptimiser-

Multi-Objective Integer Programming with Gurobi and Python

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RL-VRP-PtrNtwrk

Reinforcement Learning for Solving the Vehicle Routing Problem

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RL_back2depot_VRP

Reinforcement learning for the return-to-depot policy in VRP

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solar-forecasting-framework

This repository includes the code for the paper titled as "Multi-Resolution, Multi-Horizon Distributed Solar PV Power Forecasting with Forecast Combinations".

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Space-Debris-Reentry-Prediction

A stacked LSTM network that predicts space debris reentry trajectory using its TLE Data

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TSP_VRP-model-heuristic

Python codes for the traveling salesman problem and vehicle routing problem

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VRPTW-ALNS-Gurobi

Hobby project to solve a routing problem I encounter while making cycling routes. Read OSM data, obtain a distance matrix with OSRM, get feasible solutions with an ALNS, and compute lowerbounds with a MIP in Gurobi.

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VRPTW-Column-Generation

A solution to the VRPTW problem using the Column Generation algorithm. Implementation with Python using the Gurobi optimizer (license needed)

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