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The Importance of AI-Enabled Internet of everything Services for Smart Home Management


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Figure 1:

Proposed AI-IoES model. AI-IoES, AI-enabled Internet of everything services.
Proposed AI-IoES model. AI-IoES, AI-enabled Internet of everything services.

Figure 2:

DNN model. DNN, deep neural network.
DNN model. DNN, deep neural network.

Figure 3:

Sequence diagram of IoE-based smart home energy monitoring system. IoE, Internet of everything.
Sequence diagram of IoE-based smart home energy monitoring system. IoE, Internet of everything.

Figure 4:

EER. AI-IoES, AI-enabled Internet of everything services; EER, energy efficiency ratio; FES-EESHM, fuzzy expert systems efficient energy smart home management system; HRSO, hybrid robust-stochastic optimization; MARL-DDM, multi-agent reinforcement learning based data-driven methods; MORL, multi-objective reinforcement learning.
EER. AI-IoES, AI-enabled Internet of everything services; EER, energy efficiency ratio; FES-EESHM, fuzzy expert systems efficient energy smart home management system; HRSO, hybrid robust-stochastic optimization; MARL-DDM, multi-agent reinforcement learning based data-driven methods; MORL, multi-objective reinforcement learning.

Figure 5:

User experience ratio. AI-IoES, AI-enabled Internet of everything services; FES-EESHM, fuzzy expert systems efficient energy smart home management system; HRSO, hybrid robust-stochastic optimization; MARL-DDM, multi-agent reinforcement learning based data-driven methods; MORL, multi-objective reinforcement learning.
User experience ratio. AI-IoES, AI-enabled Internet of everything services; FES-EESHM, fuzzy expert systems efficient energy smart home management system; HRSO, hybrid robust-stochastic optimization; MARL-DDM, multi-agent reinforcement learning based data-driven methods; MORL, multi-objective reinforcement learning.

Figure 6:

Energy consumption rate. AI-IoES, AI-enabled Internet of everything services; FES-EESHM, fuzzy expert systems efficient energy smart home management system; HRSO, hybrid robust-stochastic optimization; MARL-DDM, multi-agent reinforcement learning based data-driven methods; MORL, multi-objective reinforcement learning.
Energy consumption rate. AI-IoES, AI-enabled Internet of everything services; FES-EESHM, fuzzy expert systems efficient energy smart home management system; HRSO, hybrid robust-stochastic optimization; MARL-DDM, multi-agent reinforcement learning based data-driven methods; MORL, multi-objective reinforcement learning.

Figure 7:

Accuracy ratio. AI-IoES, AI-enabled Internet of everything services; FES-EESHM, fuzzy expert systems efficient energy smart home management system; HRSO, hybrid robust-stochastic optimization; MARL-DDM, multi-agent reinforcement learning based data-driven methods; MORL, multi-objective reinforcement learning.
Accuracy ratio. AI-IoES, AI-enabled Internet of everything services; FES-EESHM, fuzzy expert systems efficient energy smart home management system; HRSO, hybrid robust-stochastic optimization; MARL-DDM, multi-agent reinforcement learning based data-driven methods; MORL, multi-objective reinforcement learning.
eISSN:
1178-5608
Language:
English
Publication timeframe:
Volume Open
Journal Subjects:
Engineering, Introductions and Overviews, other