POMDP formulation for energy harvesting network with wireless distributed computing
Energy harvesting network (EHN) is a trending topic in wireless communications that enables wireless devices to harvest energy from ambient sources such as RF waves. However, EHN faces energy causality constraint that turns the energy harvester into sleep mode. This, in turn, delays the process...
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| フォーマット: | 論文 |
| 言語: | English |
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Le Centre pour la Communication Scientifique Directe (CCSD) France
2020
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| オンライン･アクセス: | http://irep.iium.edu.my/79730/1/79730_POMDP%20Formulation%20for%20Energy%20Harvesting%20Network.pdf http://irep.iium.edu.my/79730/ https://hal.archives-ouvertes.fr/hal-02508299/ |
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my.iium.irep.797302025-01-21T13:24:58Z http://irep.iium.edu.my/79730/ POMDP formulation for energy harvesting network with wireless distributed computing Alfaqawi, Mohammed Habaebi, Mohamed Hadi Habachi, Oussama Meghdadi, Vahid Siddiqi, Mohammad U Islam, Md Rafiqul Cances, Jean Pierre Khan, Sheroz TK Electrical engineering. Electronics Nuclear engineering TK5101 Telecommunication. Including telegraphy, radio, radar, television Energy harvesting network (EHN) is a trending topic in wireless communications that enables wireless devices to harvest energy from ambient sources such as RF waves. However, EHN faces energy causality constraint that turns the energy harvester into sleep mode. This, in turn, delays the processing of next task until harvesting the required energy for processing. The objective of this research is to prolong the active mode of energy harvesters by employing a novel scheme of EHN that combines local computing and wireless distributed computing in one EHN. Accordingly, a novel EHN algorithm that employs partially observable Markov decision process (POMDP) is proposed in order to automate the decision of the energy harvester based on the channel variations and stored energy. Herein, the scheme of the proposed EHN is explained first. Then, the problem of the proposed EHN is formulated as POMDP. Furthermore, a policy is found in order to estimate the validity of the proposed EHN against the conventional EHN. Le Centre pour la Communication Scientifique Directe (CCSD) France 2020-03-14 Article PeerReviewed application/pdf en http://irep.iium.edu.my/79730/1/79730_POMDP%20Formulation%20for%20Energy%20Harvesting%20Network.pdf Alfaqawi, Mohammed and Habaebi, Mohamed Hadi and Habachi, Oussama and Meghdadi, Vahid and Siddiqi, Mohammad U and Islam, Md Rafiqul and Cances, Jean Pierre and Khan, Sheroz (2020) POMDP formulation for energy harvesting network with wireless distributed computing. HAL archives-ouvertes. pp. 1-6. https://hal.archives-ouvertes.fr/hal-02508299/ |
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| building |
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International Islamic University Malaysia |
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| language |
English |
| topic |
TK Electrical engineering. Electronics Nuclear engineering TK5101 Telecommunication. Including telegraphy, radio, radar, television |
| spellingShingle |
TK Electrical engineering. Electronics Nuclear engineering TK5101 Telecommunication. Including telegraphy, radio, radar, television Alfaqawi, Mohammed Habaebi, Mohamed Hadi Habachi, Oussama Meghdadi, Vahid Siddiqi, Mohammad U Islam, Md Rafiqul Cances, Jean Pierre Khan, Sheroz POMDP formulation for energy harvesting network with wireless distributed computing |
| description |
Energy harvesting network (EHN) is a trending
topic in wireless communications that enables wireless devices to
harvest energy from ambient sources such as RF waves.
However, EHN faces energy causality constraint that turns the
energy harvester into sleep mode. This, in turn, delays the
processing of next task until harvesting the required energy for
processing. The objective of this research is to prolong the active
mode of energy harvesters by employing a novel scheme of EHN
that combines local computing and wireless distributed
computing in one EHN. Accordingly, a novel EHN algorithm that
employs partially observable Markov decision process (POMDP)
is proposed in order to automate the decision of the energy
harvester based on the channel variations and stored energy.
Herein, the scheme of the proposed EHN is explained first. Then,
the problem of the proposed EHN is formulated as POMDP.
Furthermore, a policy is found in order to estimate the validity of
the proposed EHN against the conventional EHN. |
| format |
Article |
| author |
Alfaqawi, Mohammed Habaebi, Mohamed Hadi Habachi, Oussama Meghdadi, Vahid Siddiqi, Mohammad U Islam, Md Rafiqul Cances, Jean Pierre Khan, Sheroz |
| author_facet |
Alfaqawi, Mohammed Habaebi, Mohamed Hadi Habachi, Oussama Meghdadi, Vahid Siddiqi, Mohammad U Islam, Md Rafiqul Cances, Jean Pierre Khan, Sheroz |
| author_sort |
Alfaqawi, Mohammed |
| title |
POMDP formulation for energy harvesting network
with wireless distributed computing |
| title_short |
POMDP formulation for energy harvesting network
with wireless distributed computing |
| title_full |
POMDP formulation for energy harvesting network
with wireless distributed computing |
| title_fullStr |
POMDP formulation for energy harvesting network
with wireless distributed computing |
| title_full_unstemmed |
POMDP formulation for energy harvesting network
with wireless distributed computing |
| title_sort |
pomdp formulation for energy harvesting network
with wireless distributed computing |
| publisher |
Le Centre pour la Communication Scientifique Directe (CCSD) France |
| publishDate |
2020 |
| url |
http://irep.iium.edu.my/79730/1/79730_POMDP%20Formulation%20for%20Energy%20Harvesting%20Network.pdf http://irep.iium.edu.my/79730/ https://hal.archives-ouvertes.fr/hal-02508299/ |
| _version_ |
1827438487102554112 |
| score |
13.251813 |