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In order to alleviate the problem of unbalanced network load and high energy consumption in MSWSNs, we proposed a new data collection protocol in this paper: seamless clustering multi-hop routing protocol based on improved artificial bee colony algorithm (IABCP). Because of limited by the communication sensing range and intelligence of ordinary nodes, routing paths can only be constructed by crude methods. And the movement of the sink node will generate a large amount of energy consumption for locating the sink node. In order to solve this problem, we assign the task of routing table generation to the sink node, which will generate the routing table through the improved artificial bee colony algorithm. In addition, we adopt a new method to select cluster head (CH) nodes; node uses the average energy of the surrounding nodes and its own residual energy to calculate the claimed cluster head time. Moreover, we added a sub cluster head CH-\u03b2 node. When the CH node reaches the number of replacement rounds, the CH-\u03b2 node becomes CH directly. The simulation results show that our routing protocol is more robust compared with three other protocols.<\/jats:p>","DOI":"10.1186\/s13638-020-01691-8","type":"journal-article","created":{"date-parts":[[2020,4,5]],"date-time":"2020-04-05T21:02:41Z","timestamp":1586120561000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Seamless clustering multi-hop routing protocol based on improved artificial bee colony algorithm"],"prefix":"10.1186","volume":"2020","author":[{"given":"Tianyi","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Geng","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qingtian","family":"Zeng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ge","family":"Song","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chao","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hua","family":"Duan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,4,5]]},"reference":[{"key":"1691_CR1","volume-title":"Energy-efficient communication protocol for wireless microsensor networks, 10","author":"WR Heinzelman","year":"2000","unstructured":"W.R. 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