Input: : the sensors that need to be sampled at |
Output: The noised data of sensors in |
for each sensors do |
Predict by using the LSTM model |
if then |
Let the sensor itself as a group |
Add the group to |
else |
Add the sensor into |
Employ K-means algorithm to cluster sensors in according to . |
Add each group into based on the cluster results. |
Introduce Laplacian noise into each group . |
Allocate the group perturbed statistic to each sensor according to . |
return The noised data of sensors in |