Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Partial diffusion scheme is an effective method for reducing computational load and por consumption in adaptive network implementation. The Information is exchanged among the nodes, usually over noisy links. ,  consider a general version of partial-diffusion least-mean-square (PDLMS) algorithm in the presence of various sources of imperfect information exchanges. Like the established PDLMS,  consider two different schemes to select the entries, sequential and stochastic, for transmission at each iteration. Our objective is to analyze the aggregate effect of these perturbations on general PDLMS strategies. Simulation results demonstrate that considering noisy link assumption adds a new complexity to the related optimization problem and the trade-off beten communication cost and estimation performance in comparison to ideal case becomes unbalanced.
['Vahid Vadidpour', 'Amir Rastegarnia', 'Azam Khalili', 'Saeid Sanei']
I am writing a research paper on a idea Partial-Diffusion Least Mean-Square Estimation Over Networks Under Noisy Information Exchange
[{"from": "human", "value": "I am writing a research paper on a idea Partial-Diffusion Least Mean-Square Estimation Over Networks Under Noisy Information Exchange"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Partial diffusion scheme is an effective method for reducing computational load and por consumption in adaptive network implementation. The Information is exchanged among the nodes, usually over noisy links. ,  consider a general version of partial-diffusion least-mean-square (PDLMS) algorithm in the presence of various sources of imperfect information exchanges. Like the established PDLMS,  consider two different schemes to select the entries, sequential and stochastic, for transmission at each iteration. Our objective is to analyze the aggregate effect of these perturbations on general PDLMS strategies. Simulation results demonstrate that considering noisy link assumption adds a new complexity to the related optimization problem and the trade-off beten communication cost and estimation performance in comparison to ideal case becomes unbalanced."}]