slzhang-git

slzhang-git

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seasonal-arimax-renewable-impact-analysis2

Estimate S-ARIMA-X models with Stochastic Gradient Descent or Kalman Filter

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deep-belief-network-renewable-impact-analysis

A Python implementation of Deep Belief Networks built upon NumPy and TensorFlow with scikit-learn compatibility

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seasonal-arimax-impact-analysis

SARIMAX model for forecast traffic volume

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L11-better-option-transferNILM

Transfer Learning for Non-Intrusive Load Monitoring

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L5-v2-CityLearn

Official reinforcement learning environment for demand response and load shaping

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L8-ElecLoadsSim_V1

A Data-Driven Approach for Generating Synthetic Load Patterns and Usage Habits

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L13-RAMP-mobility

A novel application of the RAMP main engine for generating bottom-up stochastic electric vehicles load profiles.

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L13-EVQUARIUM

This script gives EVQUARIUM, an EV charging infrastructure evaluation tool which considers M/D/C charging station queueing. The tool evaluates EV charging infrastructure in a region given the EV charging demand within that region, outputing the expected wait time and utilization ratio of each charging station.

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L10-PPML-TSA

Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification

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L6-RL-manufacturing

Source code for the paper <Joint Control of Manufacturing and Onsite Microgrid System via Novel Neural-Network Integrated Reinforcement Learning Algorithms>

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L4-better-option-cnn-SolNET

A CNN for Solar Panel Dust Detection

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L3-ES-dRNN

Short Term Load Forecasting with ES-dRNN

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cdd-error-free

Improved file system navigation with cd

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L13-pamod

Coordination Algorithms for the interaction between Autonomous Mobility-on-Demand systems and the power network.

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L13-EVChargingStationModel

Optimisation model for determining optimal location of electric vehicle charging stations as to maximise electric vehicle adoption

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eVED

An extended version of the VED dataset, which is a large-scale dataset for vehicle energy analysis.

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L11-supplementary-refit_loader

A simple, fast and handy data loader for REFIT dataset to explore the data at convenience, provided with basic transformations like resampling and extract activities by thresholding.

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L13-carbon_aware_ev_charging

Minimizing Carbon Emission during EV Charging

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L7-deer

DEEp Reinforcement learning framework

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DRL

A Deep Reinforcement Learning Method for Electricity Optimization in Smart Homes

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L11-GAN-NILM

GAN-NILM: Using Generative Adversarial Networks to perform Non-Intrusive Load Monitoring (aka load disaggregation)

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L11-latest-seq2point-nilm

Sequence-to-point learning for non-intrusive load monitoring

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L4-supplimentary-Wind-Turbine-Surface-Damage-Detection

A CNN model capable of detecting the presence of surface damages on wind turbines

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