You can specify a threshold for any of the defined variables to maintain stable room conditions with a virtual "Heating, Ventilation, and Air Conditioning (HVAC)" unit to automatically adjust the environment to match requires for lab experiments....
model_name resnet18 \ --control_name 1_100_0.1_iid_dynamic_a1-b1-c1-d1-e1_bn_1_1 \ --exp_name homogeneous_largest_low_heterogeneity \ --algo static \ --g_epoch 3200 \ --l_epoch 1 \ --lr 2e-4 \ --schedule 800 1200 \ --seed 31 \ --num_experiments 5 \ --devices 0 ...
Our proposal is composed of three segments: experimental farm zone (Lab) where sensors and actuators network are deployed, a set of data collection and processing gateways called Edge AI-IoT Nodes which implements Edge Machine Learning Models, and Cloud and Fog segment that provides a social ...
The experiments are run for one, two, and three KVM/Docker Virtual Machines (VMs) or containers. As the number of instances increases, there is a significant drop in performance and this drop is constant on any hardware-software configuration. The Docker containers use the HostOS Fixed Service...
(OASW) is proposed to adapt to the pattern changes of online IoT data streams. Experiments on two public datasets show the high accuracy and efficiency of our proposed adaptive LightGBM model compared against other state-of-the-art approaches. The proposed adaptive LightGBM model can perform ...
Breast cytological pictures were used for the experiments, and the resulting error rate, correct detection rate, sensitivity, and specificity were used to compare the outcomes. According to their individual technique, the results obtained are more effective and may be used to multiple datasets. In-...
Experiments show that H-SATS outperforms the regression method in terms of synchronization accuracy to a maximum of 26.7% for a 30-node network. 展开 关键词: Cluster-based topology WSN line-of-sight (LOS) conditions non-line-of-sight (NLOS) condition time synchronization protocol wireless ...
Figure2shows the laboratory setting. If an institution does not have space, there is no need of a physical laboratory. Since the components are small, a small box can hold all the components. A guided lab can be executed in a classroom and lab work can also be performed at home. The ...
Thus, students perform different experiments and interact with the instructor. Some works have mentioned that the IoT has been applied in subjects related to wireless networks or specialized hardware; however, many other areas of knowledge use IoT. The work presented in [25] proposes a methodology...
The Intelligent Transport System developed by using our proposed software framework was validated in the different experiments in the scope of the H2020 ENACT project, where the used IoT-Edge-Could software framework provided the flexibility and modularity necessary to make crucial changes to the behav...