基于 LSTM 循环神经网络的电力系统负荷预测分析。建立 CART 回归树以及 LSTM 模型对该地区未来 10 天间隔 15 分钟负荷以及未来 3 个月负荷最大最小值进行预测。将行业数据分为大工业用电最大值、大工业用电最小 值；非普工业最大值、非普工业最小值；普通工业最大值、普通工业最小值； 商业最大值、商业最小值八个数据集分别进行研究，采用设定阈值的方法得出 每个行业最大值和最小值负荷突变点，并根据每个突变点的时间和量级都做了原因分析。之后，分别采用了 CART 回归树、LSTM 模型以及 KNN 算法对八个数据集进行负荷预测，对比三个模 型的预测精度发现 LSTM 模型效果最佳。
☆45Mar 28, 2023Updated 3 years ago
Alternatives and similar repositories for -LSTM-
Users that are interested in -LSTM- are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 使用多种算法（线性回归、随机森林、支持向量机、BP神经网络、GRU、LSTM）进行电力系统负荷预测/电力预测。通过一个简单的例子。A variety of algorithms (linear regression, random forest, support vecto…☆185Jun 7, 2020Updated 6 years ago
- 基于2016年电工杯数学建模竞赛数据集建立的超短期以及短期负荷预测☆18May 4, 2024Updated 2 years ago
- Project code for stock index forecasting☆11Jan 4, 2021Updated 5 years ago
- 电力负荷的长短期预测神经网络☆13Feb 7, 2020Updated 6 years ago
- 主要是用python进行生存分析的步骤，包括生存分析(逐步和单因素)，KM曲线、决策曲线，ROC曲线，训练测试样本分布比较☆11Dec 21, 2020Updated 5 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- TensorFlow implementation of DeepTCN model for probabilistic time series forecasting with temporal convolutional networks.☆40Apr 15, 2024Updated 2 years ago
- 电力预测☆19Sep 1, 2018Updated 7 years ago
- 一种有效的电力负荷预测方法☆67Dec 18, 2019Updated 6 years ago
- Load forecasting using LSTM and BP.使用LSTM、BP神经网络实现负荷预测☆17Apr 6, 2021Updated 5 years ago
- Undergradute final project with ARIMA,LSTM,GRU,Xgboost and DeepTTE.毕业论文代码库合集，包括基于ARIMA,LSTM,GRU进行时间序列预测，基于DeepTTE解决ETA(estimated time of …☆21May 21, 2022Updated 4 years ago
- Codebase for vessel trajectory prediction using historical AIS data☆19Nov 18, 2021Updated 4 years ago
- A comparison of some conformal quantile regression methods.☆12Sep 14, 2019Updated 6 years ago
- 微课堂 用于辅助老师签到以及分发任务的app，签到或者回答问题获得积分有经验值排行榜。☆11Jun 29, 2018Updated 7 years ago
- 启发式算法包括动态规划(DP) 、遗传算法(GA)、 粒子群算法(PSO)、 模拟退火算法(SA) 、蚁群算法(ACO)、 自适应神经网络(SOM) 、禁忌搜索算法(TS)☆20Dec 16, 2023Updated 2 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- IntelliHealer: An imitation and reinforcement learning platform for self-healing distribution networks☆34Oct 24, 2025Updated 7 months ago
- A probabilistic forecasting method based on Quantile Regression Minimal Gated Memory Network and Kernel Density Estimation.☆22Aug 20, 2019Updated 6 years ago
- An R package that makes lightgbm models fully interpretable (take reference from https://github.com/AppliedDataSciencePartners/xgboostExp…☆23Aug 8, 2019Updated 6 years ago
- This repository is used for sample code of AWS China Blog.☆15Aug 16, 2022Updated 3 years ago
- 好客租房的项目☆15Jan 26, 2023Updated 3 years ago
- In this project I developed LSTM models for uni-variate , multivariate , multi-step time series forecasting.☆11Feb 27, 2020Updated 6 years ago
- 数据预处理之缺失值处理，特征选择☆23Apr 3, 2019Updated 7 years ago
- 基于LSTM的电力负荷预测☆179Sep 24, 2018Updated 7 years ago
- 启发式算法总结☆20Jan 15, 2021Updated 5 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Multivariate Multi Step Time Series modelling : Predicting the re-rise of bitcoin prices using RNN and optimising the model using GRU and…☆18Feb 15, 2021Updated 5 years ago
- Uncertainty Quantification☆18Aug 28, 2025Updated 9 months ago
- 智能优化算法的python手动实现，注释详细☆20Apr 11, 2022Updated 4 years ago
- 机器学习的特征工程，包括特征抽取、特征预处理、特征选择、特征降维。☆26Feb 25, 2019Updated 7 years ago
- A TD3 APPROACH IN OFFLOADING TRAFFIC FOR UAV-ASSISTED MOBILE EDGE COMPUTING☆42Sep 4, 2023Updated 2 years ago
- MFT and USN parser that allows direct extraction in filesystem timeline format (mactime), dump all resident files in the MFT in their ori…☆13May 10, 2023Updated 3 years ago
- 光伏短期功率预测大赛 代码☆50Feb 5, 2023Updated 3 years ago
- use deepar to predict water supply network pressure☆20Feb 2, 2021Updated 5 years ago
- 在线投票系统☆15Dec 6, 2022Updated 3 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- [SIGGRAPH'24] CharacterGen: Efficient 3D Character Generation from Single Images with Multi-View Pose Canonicalization☆10Jul 13, 2024Updated last year
- 不用搭建环境，解压即用，4G显存可用☆11Mar 1, 2025Updated last year
- 基于深度强化学习的主动配电网电压控制策略☆53Feb 2, 2020Updated 6 years ago
- 基于numpy实现支持svm算法，包括简单smo算法，启发式smo算法，并增加了完整注释☆22May 15, 2019Updated 7 years ago
- ☆41May 12, 2026Updated last month
- Reinforcement Learning based routing protocol implementation for wireless ad hoc networks.☆50Jan 31, 2019Updated 7 years ago
- ☆38Oct 5, 2020Updated 5 years ago