Proposed AI-IoES model. AI-IoES, AI-enabled Internet of everything services.
Figure 2:
DNN model. DNN, deep neural network.
Figure 3:
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.
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.
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.
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.