Suchergebnisse - Modeling Energy Consumption in Deep Learning Architectures Using Power Laws

Energy Regulation-Aware Layered Control Architecture for Building Energy Systems Using Constraint-Aware Deep Reinforcement Learning and Virtual Energy Storage Modeling von Li, Siwei, Tian, Congxiang, Abdalla, Ahmed N.

“… Traditional centralized or flat deep reinforcement learning (DRL) methods often fail to effectively handle the multi-timescale dynamics, large state …”
Volltext

Energy Consumption Modelling Using Deep Learning Technique — A Case Study of EAF von Chen, Chong, Liu, Ying, Kumar, Maneesh, Qin, Jian

“… Energy consumption is a global issue which government is taking measures to reduce …”
Volltext

Energy consumption modelling using deep learning embedded semi-supervised learning von Chen, Chong, Liu, Ying, Kumar, Maneesh, Qin, Jian, Ren, Yunxia

“… •It is used for energy consumption modelling when labelled energy data is limited.•A case study using real-world Electric Arc Furnace data has shown its merits …”
Volltext

Predictive Modeling of Energy Consumption for Building Automation Systems Using Deep Learning von Sivasankari, N., Rathika, P.

“… In the realm of building automation systems, efficient energy consumption modeling stands as a crucial element for sustainable and intelligent environments …”
Volltext

Optimization of the energy consumption in activated sludge process using deep learning selective modeling von Oulebsir, Rafik, Lefkir, Abdelouahab, Safri, Abdelhamid, Bermad, Abdelmalek

“… This method consists of selecting the data that represent the best energy consumption using different performance criteria then use this data to train a deep neural network …”
Volltext

Energy Consumption Modeling and Optimization of UAV-Assisted MEC Networks Using Deep Reinforcement Learning von Yan, Ming, Zhang, Litong, Jiang, Wei, Chan, Chien Aun, Gygax, Andre F., Nirmalathas, Ampalavanapillai

“… The optimization of the network energy consumption in the relevant scenarios is essential for the whole system performance due to the constrained energy capacity of UAVs …”
Volltext

Modeling and effect analysis of machining parameters for surface roughness and specific energy consumption during TC18 machining using deep reinforcement learning and neural networks von Lu, Juan, Mu, Huailong, Ouyang, Haibin, Zhang, Zhenkun, Ding, Weiping

“… Against this background, this paper presents the method of modeling and effect analysis for surface roughness and specific energy consumption during TC18 machining using Deep Reinforcement Learning and Neural Networks …”
Volltext

Deep Learning-Based Energy Consumption Modeling in Smart Buildings von Hamyd, Raed, Saroha, Surbhi

“… Energy consumption modelling has become increasingly important with the proliferation of smart buildings …”
Volltext

Deep learning approach to energy consumption modeling in wastewater pumping systems von Piri, Jamshid, Masoudi, Babak, Haghighi, Mohammad Salkhordeh, Kisi, Ozgur

“… A novel deep learning approach combining ResNet, self-attention mechanisms, and Grey Wolf Optimizer is developed for wastewater pumping energy optimization …”
Volltext

Sequence-to-sequence deep learning model for building energy consumption prediction with dynamic simulation modeling von Kim, Chul Ho, Kim, Marie, Song, Yu Jin

“… Building energy simulation used actual weather data and generated occupancy data. The occupancy, lighting, and equipment schedules for each zone were generated in 5-min intervals using the Lawrence Berkeley National Laboratory occupancy simulator …”
Volltext

An agent-based modeling approach combined with deep learning method in simulating household energy consumption von Tian, Shanjun, Lu, Yi, Ge, Xinting, Zheng, Yuanjie

“… ) from the micro-level entities (such as devices), and deep learning models were conducted and embedded in to predict the household energy consumption behaviors with factors as inputs and behavior parameters as outputs, meanwhile …”
Volltext

Energy consumption and carbon emission modeling and forecasting study with novel deep learning methods von Ma, Xiang, Wang, Jian, Huang, Jing, Ke, Yan

“… Accurately predicting building energy consumption and carbon emissions is essential for developing and maintaining a sustainable environment …”
Volltext

Deep learning-based energy efficiency and power consumption modeling for optical massive MIMO systems von Salama, Wessam M., Aly, Moustafa H., Amer, Eman S.

“… ). EE refers to one of the easiest and most cost-effective ways to combat climate change, reduce energy costs for consumers, and improve the competitiveness of businesses. Deep Learning (DL …”
Volltext

Abnormal energy consumption detection for GSHP system based on ensemble deep learning and statistical modeling method von Xu, Chengliang, Chen, Huanxin

“… The system energy consumption is predicted using mode decomposition based LSTM algorithm, and the difference between predicted value and actual value is used to detect the abnormal system energy consumption by Grubbs’ test …”
Volltext

Modeling Energy Consumption Using Machine Learning von Sarswatula, Sai Aravind, Pugh, Tanna, Prabhu, Vittaldas

“… We developed predictive models for energy consumption using machine learning techniques such as Multiple Linear Regression, Random Forest Regressor, Decision Tree Regressor, and Extreme Gradient Boost Regressor …”
Volltext

Prediction of urban water consumption using AI-based multiple modeling based on deep learning von Sadeghi, H., Sadeghfam, S., Sharafati, A., Seyfari, Y.

“… This study applies the inclusive multiple modeling using deep learning models, implemented in MATLAB, to improve prediction robustness in the Mahabad water distribution network in West Azerbaijan Province, Iran …”
Volltext

Adaptive Model for Dynamic and Temporal Topic Modeling from Big Data using Deep Learning Architecture von Pathak, Ajeet Ram, Pandey, Manjusha, Rautaray, Siddharth

“… This paper proposes an adaptive framework for dynamic topic modeling from big data using deep learning approach …”
Volltext

Harnessing Deep Learning for Enhanced Energy Consumption Forecasting in smart Home: A comparative Study of MLP and RNN Architectures von Sarah, Younsi, Rabea, Guedouani, Amirouche, Nait Seghir

“… The major motivation of this paper is to provide deep learning-based advanced models that would enable the forecasting of household energy consumption with regard to different weather factors …”
Volltext

Towards an Energy Consumption Index for Deep Learning Models: A Comparative Analysis of Architectures, GPUs, and Measurement Tools von Aquino-Brítez, Sergio, García-Sánchez, Pablo, Ortiz, Andrés, Aquino-Brítez, Diego

“… This study introduces a newly developed energy consumption index that evaluates the energy efficiency of Deep Learning (DL …”
Volltext

Modelling the functional dependency between root and shoot compartments to predict the impact of the environment on the architecture of the whole plant: methodology for model fitting on simulated data using Deep Learning techniques von Masson, Abel Louis, Caraglio, Yves, Nicolini, Eric, Borianne, Philippe, Barczi, Jean-Francois

“… Abstract Tree structural and biomass growth studies mainly focus on the shoot compartment. Tree roots usually have to be taken apart due to the difficulties …”
Volltext