{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T04:13:16Z","timestamp":1760242396381,"version":"build-2065373602"},"reference-count":28,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2017,6,26]],"date-time":"2017-06-26T00:00:00Z","timestamp":1498435200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>The present work analyses the wireless sensor network protocol (DARP) and the impact of different configuration parameter sets on its performance. Different scenarios have been considered, in order to gain a better understanding of the influence of the configuration on network protocols. The developed statistical analysis is based on the method known as Analysis of Variance (ANOVA), which focuses on the effect of the configuration on the performance of DARP. Three main dependent variables were considered: number of control messages sent during the set-up time, energy consumption and convergence time. A total of 20,413 simulations were carried out to ensure greater robustness in the statistical conclusions. The main goal of this work is to discover the most critical configuration parameters for the protocol, with a view to potential applications in Smart City type scenarios.<\/jats:p>","DOI":"10.3390\/s17071502","type":"journal-article","created":{"date-parts":[[2017,6,27]],"date-time":"2017-06-27T02:58:05Z","timestamp":1498532285000},"page":"1502","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Statistical Analysis of the Main Configuration Parameters of the Network Dynamic and Adaptive Radio Protocol (DARP)"],"prefix":"10.3390","volume":"17","author":[{"given":"Francisco","family":"Estevez","sequence":"first","affiliation":[{"name":"Department of Electrical Engineering and Computer Science, University of Applied Sciences of M\u00fcnster, Stegerweldstr. 39, 48565 Steinfurt, Germany"},{"name":"Department of Computer Architecture and Technology, University of Granada, Periodista Daniel Saucedo Aranda S\/N, 18071 Granada, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0415-1821","authenticated-orcid":false,"given":"Jes\u00fas","family":"Gonz\u00e1lez","sequence":"additional","affiliation":[{"name":"Department of Computer Architecture and Technology, University of Granada, Periodista Daniel Saucedo Aranda S\/N, 18071 Granada, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6937-468X","authenticated-orcid":false,"given":"Peter","family":"Gl\u00f6sek\u00f6tter","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Computer Science, University of Applied Sciences of M\u00fcnster, Stegerweldstr. 39, 48565 Steinfurt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Olga","family":"Valenzuela","sequence":"additional","affiliation":[{"name":"Department of Applied Mathematics, University of Granada, Campus Fuentenueva, S\/N, 18071 Granada, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ignacio","family":"Rojas","sequence":"additional","affiliation":[{"name":"Department of Computer Architecture and Technology, University of Granada, Periodista Daniel Saucedo Aranda S\/N, 18071 Granada, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2017,6,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Velasquez-Villada, C., and Donoso, Y. (2016). Delay Disruption Tolerant Network-Based Message Forwarding for a river pollution monitoring wireless sensor network application. Sensors, 16.","DOI":"10.3390\/s16040436"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1016\/j.bjp.2013.12.020","article-title":"Smart Santander: IoT experimentation over a smart city testbed","volume":"61","author":"Sanchez","year":"2014","journal-title":"Comput. Netw."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Kamouskos, S., and Nass de Holanda, T. (2009, January 25\u201327). Simulation of a Smart Grid City with Software Agents. Proceedings of the 2009 Third UKSim European Symposium on Computer Modeling and Simulation, Athens, Greece.","DOI":"10.1109\/EMS.2009.53"},{"key":"ref_4","unstructured":"Institute of Electrical and Electronics Engineer (IEEE) (2017, June 24). IEEE 802.15.4, IEEE Standard for Local and Metropolitan Area Networks\u2014Part 15.4: Low-Rate Wireless Personal Area Networks (LR-WPANs). Available online: http:\/\/standards.ieee.org\/getieee802\/download\/802.15.4-2011.pdf."},{"key":"ref_5","unstructured":"Winter, T., Thubert, P., Brandt, A., Hui, J., Kelsey, R., Levis, P., Pister, K., Struik, R., Vasseur, J.P., and Alexander, R. (2017, June 24). RPL: IPv6 Routing Protocol for Low-Power and LossyNetworks. Available online: https:\/\/tools.ietf.org\/html\/rfc6550."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"122","DOI":"10.1049\/el.2013.2488","article-title":"DARP: Dynamic and adaptive radio protocol for Wireless Sensor Networks","volume":"50","author":"Estevez","year":"2014","journal-title":"Electron. Lett."},{"key":"ref_7","unstructured":"Perkins, C., Belding-Royer, E., and Das, S. (2017, June 24). Ad-hoc On-Demand Distance Vector (AODV) Routing. Available online: https:\/\/www.ietf.org\/rfc\/rfc3561."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1504\/IJSNET.2010.033203","article-title":"Clustering mesh-like wireless sensor networks with an energy-efficient scheme","volume":"7","author":"Wang","year":"2010","journal-title":"Int. J. Sens. Netw."},{"key":"ref_9","first-page":"212","article-title":"D-FICCA: A density-based fuzzy imperialist competitive clustering algorithm for intrusion detection in wireless sensor networks","volume":"55","author":"Shamshirband","year":"2014","journal-title":"Measurements"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"11113","DOI":"10.3390\/s120811113","article-title":"A survey on Clustering Routing Protocols in Wireless Sensor Networks","volume":"12","author":"Llu","year":"2012","journal-title":"Sensors"},{"key":"ref_11","unstructured":"Estevez, F. (2016). DARP: A New Routing Algorithm for Large Communication Infrastructures. [Ph.D. Thesis, University of Granada]."},{"key":"ref_12","unstructured":"He, W., Wang, J., Yang, X., Zhao, K., Zhou, M., Zhu, L., Zhang, S., Hua, X., and Xie, C. (Ubiquitous Computing\u2014Part 2, 2015). Wireless sensor network protocol performance testing system, has testing gateway provided with Ethernet communication module, and test group network protocol module connected with different sensor device through Du-Pont line. Shanghai Institute Microsystems and Information, Ubiquitous Computing\u2014Part 2."},{"key":"ref_13","unstructured":"Bucur, D., Iacca, G., Squillero, G., and Tonda, A. (2014, January 12\u201316). Costs in Wireless Sensor Networks: A Multi-Objective Evolutionary Framework for Protocol Analysis. Proceedings of the 2014 Genetic and Evolutionary Computation Conference (GECCO), Vancouver, BC, Canada."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1002\/nem.792","article-title":"PMSW: A passive monitoring system in wireless sensor networks","volume":"21","author":"Xianghua","year":"2011","journal-title":"Int. J. Netw. Manag."},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Estevez, F.J., Gl\u00f6sek\u00f6tter, P., and Gonz\u00e1lez, J. (2016). DARAL: A Dynamic and Adaptive Routing Algorithm for Wireless Sensor Networks. Sensors, 17.","DOI":"10.3390\/s17020324"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"2677","DOI":"10.1007\/s11235-011-9596-z","article-title":"High-throughput time group access MCR-SS-CSMA\/CA for wireless ad hoc networks with layered-tree topology","volume":"52","author":"Kobatake","year":"2003","journal-title":"Telecommun. Syst."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Koster, V., Lewandowski, A., and Wietfeld, C. (2012, January 23\u201326). A segmentation-based Radio Tomographic Imaging Approach for Interference Reduction in Hostile Industrial Environments. Proceedings of the IEEE\/ION Position Location and Navigation Symposium (PLANS), Myrtle Beach, SC, USA.","DOI":"10.1109\/PLANS.2012.6236850"},{"key":"ref_18","unstructured":"Varga, A. (2001, January 6\u20139). The omnet++ discrete event simulation systems. Proceedings of the European Simulation Multiconference, Prague, Czech Republic."},{"key":"ref_19","unstructured":"(2017, April 08). Inetmanet Framework for Wireless Sensor and Ad-Hoc Networks Using OMNeT++. Available online: https:\/\/github.com\/aarizaq\/inetmanet-2.0."},{"key":"ref_20","unstructured":"Estevez, F.J. (2017, April 08). DARAL Simulation Code for OMNeT++. Available online: https:\/\/github.com\/fjestevez\/DARP."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"11993","DOI":"10.3390\/s140711993","article-title":"On the Network Convergence Process in RPL over IEEE 802.15.4 Multihop Networks: Improvement and Trade-Offs","volume":"14","author":"Kermajani","year":"2014","journal-title":"Sensors"},{"key":"ref_22","unstructured":"Fisher, R.A. (1950). Contribution to Mathematical Statistics, Wiley."},{"key":"ref_23","unstructured":"Rutherford, A. (2001). Introducing ANOVA and ANCOVA: A GLM Approach, SAGE Publications Ltd."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Turner, J.R., and Thayer, J. (2001). Introduction to Analysis of Variance: Design, Analysis& Interpretation, Sage Publications Ltd.","DOI":"10.4135\/9781412984621"},{"key":"ref_25","unstructured":"Montgomery, D.C. (1984). Design and Analysis of Experiments, Wiley."},{"key":"ref_26","first-page":"165","article-title":"Mobile ad-hoc networking with AODV: A review","volume":"6","author":"Jhaveri","year":"2015","journal-title":"Int. J. Next Gener. Comput."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1016\/j.comcom.2017.01.020","article-title":"mRPL plus: A mobility management framework in RPL\/6LoWPAN","volume":"104","author":"Fotouhi","year":"2017","journal-title":"Comput. Commun."},{"key":"ref_28","unstructured":"Thread Group (2017). Thread Specification, Thread Group. Rev. 1.1.1."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/17\/7\/1502\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T18:40:25Z","timestamp":1760208025000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/17\/7\/1502"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,6,26]]},"references-count":28,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2017,7]]}},"alternative-id":["s17071502"],"URL":"https:\/\/doi.org\/10.3390\/s17071502","relation":{},"ISSN":["1424-8220"],"issn-type":[{"type":"electronic","value":"1424-8220"}],"subject":[],"published":{"date-parts":[[2017,6,26]]}}}