Search Results - 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 by 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…”
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Energy Consumption Modelling Using Deep Learning Technique — A Case Study of EAF by Chen, Chong, Liu, Ying, Kumar, Maneesh, Qin, Jian

“…Energy consumption is a global issue which government is taking measures to reduce…”
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Energy consumption modelling using deep learning embedded semi-supervised learning by 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…”
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Predictive Modeling of Energy Consumption for Building Automation Systems Using Deep Learning by 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…”
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Optimization of the energy consumption in activated sludge process using deep learning selective modeling by 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…”
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Energy Consumption Modeling and Optimization of UAV-Assisted MEC Networks Using Deep Reinforcement Learning by 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…”
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Modeling and effect analysis of machining parameters for surface roughness and specific energy consumption during TC18 machining using deep reinforcement learning and neural networks by 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…”
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Deep Learning-Based Energy Consumption Modeling in Smart Buildings by Hamyd, Raed, Saroha, Surbhi

“…Energy consumption modelling has become increasingly important with the proliferation of smart buildings…”
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Deep learning approach to energy consumption modeling in wastewater pumping systems by 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…”
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Sequence-to-sequence deep learning model for building energy consumption prediction with dynamic simulation modeling by 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…”
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An agent-based modeling approach combined with deep learning method in simulating household energy consumption by 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…”
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Energy consumption and carbon emission modeling and forecasting study with novel deep learning methods by 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…”
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Deep learning-based energy efficiency and power consumption modeling for optical massive MIMO systems by 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…”
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Abnormal energy consumption detection for GSHP system based on ensemble deep learning and statistical modeling method by 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…”
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Modeling Energy Consumption Using Machine Learning by 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…”
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Prediction of urban water consumption using AI-based multiple modeling based on deep learning by 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…”
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Adaptive Model for Dynamic and Temporal Topic Modeling from Big Data using Deep Learning Architecture by Pathak, Ajeet Ram, Pandey, Manjusha, Rautaray, Siddharth

“… This paper proposes an adaptive framework for dynamic topic modeling from big data using deep learning approach…”
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Harnessing Deep Learning for Enhanced Energy Consumption Forecasting in smart Home: A comparative Study of MLP and RNN Architectures by 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…”
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Towards an Energy Consumption Index for Deep Learning Models: A Comparative Analysis of Architectures, GPUs, and Measurement Tools by 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…”
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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 by 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…”
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