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Published in: Soft Computing 1/2019

11-10-2017 | Methodologies and Application

Cross-layer collaboration handoff mechanism based on multi-attribute decision in mobile computation offloading

Authors: Ji-rui Li, Xiao-yong Li, Rui Zhang

Published in: Soft Computing | Issue 1/2019

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Abstract

In mobile cloud computing, employing computation offloading enables mobile devices to considerably augment their capability in emerging resource-hungry applications. However, studies on realistic offloading handoff mechanisms are still lacking. In the current work, a cross-layer collaboration handoff mechanism based on improved multi-attribute decision (CCHMD) is proposed to make reasonable, effective and efficient handoff decisions by considering the frequent movement of intelligent terminals and the heterogeneity of wireless networks. Cross-layer collaboration refers to the cooperation between communication handoff and computation handoff. The former mainly depends on received signal strength of mobile terminals, the minimum equality parameter and the minimum improvement parameter of all network attributes. By contrast, the latter hinges on several important attributes of candidate networks. To objectively evaluate the performance of each candidate network, we first apply the improved normalization and information entropy method (EM) to automatically calculate the weight value of each attribute, and employ the improved multi-attribute decision algorithm to assess all candidate networks. We then arrange these networks in descending order and select the first network as the optimal handoff network. Experimental results have proved that CCHMD exhibits better adaptability and performance than EM, simple additive weight and technique for order preference by similarity to ideal solution in terms of several indicators such as task execution time, handoff frequency, energy consumption and task execution efficiency.

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Literature
go back to reference Barbera MV et al (2013) To offload or not to offload? The bandwidth and energy costs of mobile cloud computing. In: INFOCOM, 2013 Proceedings IEEE Barbera MV et al (2013) To offload or not to offload? The bandwidth and energy costs of mobile cloud computing. In: INFOCOM, 2013 Proceedings IEEE
go back to reference Bari F, Leung V (2007) Application of ELECTRE to network selection in a heterogeneous wireless network environment. In: 2007 IEEE wireless communications and networking conference. IEEE Bari F, Leung V (2007) Application of ELECTRE to network selection in a heterogeneous wireless network environment. In: 2007 IEEE wireless communications and networking conference. IEEE
go back to reference Bircher E, Braun T (2004) An agent-based architecture for service discovery and negotiation in wireless networks. In: International conference on wired/wireless internet communications Bircher E, Braun T (2004) An agent-based architecture for service discovery and negotiation in wireless networks. In: International conference on wired/wireless internet communications
go back to reference Bonino D, De Russis L, Corno F, Ferrero G (2014) JEERP: energy-aware enterprise resource planning. IT Prof 4:50–56CrossRef Bonino D, De Russis L, Corno F, Ferrero G (2014) JEERP: energy-aware enterprise resource planning. IT Prof 4:50–56CrossRef
go back to reference Çalhan A, Çeken C (2012) An optimum vertical handoff decision algorithm based on adaptive fuzzy logic and genetic algorithm. Wirel Pers Commun 64(4):647–664CrossRef Çalhan A, Çeken C (2012) An optimum vertical handoff decision algorithm based on adaptive fuzzy logic and genetic algorithm. Wirel Pers Commun 64(4):647–664CrossRef
go back to reference Chen L-J et al (2004) A smart decision model for vertical handoff. In: ANWIRE international workshop Chen L-J et al (2004) A smart decision model for vertical handoff. In: ANWIRE international workshop
go back to reference Chen CT, Su WC, Chen CL (2015) Video sharing with seamless service handoff in mobile device-centric cloud computing environment. In: 2015 IEEE international conference on consumer electronics-Taiwan (ICCE-TW). IEEE, pp 362–363 Chen CT, Su WC, Chen CL (2015) Video sharing with seamless service handoff in mobile device-centric cloud computing environment. In: 2015 IEEE international conference on consumer electronics-Taiwan (ICCE-TW). IEEE, pp 362–363
go back to reference Cohen J (2008) Embedded speech recognition applications in mobile phones: status, trends, and challenges. In: 2008 IEEE international conference on acoustics, speech and signal processing. IEEE, pp 5352–5355 Cohen J (2008) Embedded speech recognition applications in mobile phones: status, trends, and challenges. In: 2008 IEEE international conference on acoustics, speech and signal processing. IEEE, pp 5352–5355
go back to reference Gallardo-Medina, JR, Pineda-Rico U, Stevens-Navarro E (2009) VIKOR method for vertical handoff decision in beyond 3G wireless networks. In: 2009 6th International conference on electrical engineering, computing science and automatic control, IEEE Gallardo-Medina, JR, Pineda-Rico U, Stevens-Navarro E (2009) VIKOR method for vertical handoff decision in beyond 3G wireless networks. In: 2009 6th International conference on electrical engineering, computing science and automatic control, IEEE
go back to reference Garg V, Vijay K, Wilkes JE (1998) Principles and applications of GSM. Prentice Hall PTR, Englewood Cliffs Garg V, Vijay K, Wilkes JE (1998) Principles and applications of GSM. Prentice Hall PTR, Englewood Cliffs
go back to reference Hong CP, Kang TH, Kim SD (2005) An effective vertical handoff scheme supporting multiple applications in ubiquitous computing environment. In: 2005 Second international conference on embedded software and systems. IEEE, pp 1–6 Hong CP, Kang TH, Kim SD (2005) An effective vertical handoff scheme supporting multiple applications in ubiquitous computing environment. In: 2005 Second international conference on embedded software and systems. IEEE, pp 1–6
go back to reference Hussain S, Hamid Z, Khattak NS (2006) Mobility management challenges and issues in 4G heterogeneous networks. In: Proceedings of the first international conference on integrated internet ad hoc and sensor networks Hussain S, Hamid Z, Khattak NS (2006) Mobility management challenges and issues in 4G heterogeneous networks. In: Proceedings of the first international conference on integrated internet ad hoc and sensor networks
go back to reference Konka J, Andonovic I, Michie C, Atkinson R (2014) Auction-based network selection in a market-based framework for trading wireless communication services. IEEE Trans Veh Technol 63(3):1365–1377CrossRef Konka J, Andonovic I, Michie C, Atkinson R (2014) Auction-based network selection in a market-based framework for trading wireless communication services. IEEE Trans Veh Technol 63(3):1365–1377CrossRef
go back to reference Kovachev D, Yu T, Klamma R (2012) Adaptive computation offloading from mobile devices into the cloud. In: 2012 IEEE 10th international symposium on parallel and distributed processing with applications (ISPA). IEEE, pp 784–791 Kovachev D, Yu T, Klamma R (2012) Adaptive computation offloading from mobile devices into the cloud. In: 2012 IEEE 10th international symposium on parallel and distributed processing with applications (ISPA). IEEE, pp 784–791
go back to reference Lal D, Manjeshwar A, Herrmann F et al (2003) Measurement and characterization of link quality metrics in energy constrained wireless sensor networks. In: IEEE 2003 global telecommunications conference (GLOBECOM’03), vol 1. IEEE, pp 446–452 Lal D, Manjeshwar A, Herrmann F et al (2003) Measurement and characterization of link quality metrics in energy constrained wireless sensor networks. In: IEEE 2003 global telecommunications conference (GLOBECOM’03), vol 1. IEEE, pp 446–452
go back to reference Lee YL, Chuah TC, Loo J, Vinel A (2014) Recent advances in radio resource management for heterogeneous LTE/LTE-A networks. IEEE Commun Surv Tutor 16(4):2142–2180CrossRef Lee YL, Chuah TC, Loo J, Vinel A (2014) Recent advances in radio resource management for heterogeneous LTE/LTE-A networks. IEEE Commun Surv Tutor 16(4):2142–2180CrossRef
go back to reference Lei L et al (2013) Challenges on wireless heterogeneous networks for mobile cloud computing. IEEE Wirel Commun 20(3):34–44CrossRef Lei L et al (2013) Challenges on wireless heterogeneous networks for mobile cloud computing. IEEE Wirel Commun 20(3):34–44CrossRef
go back to reference Li X, Ma H, Zhou F, Gui X (2015) Service operator-aware trust scheme for resource matchmaking across multiple clouds. IEEE Trans Parallel Distrib Syst 26(5):1419–1429CrossRef Li X, Ma H, Zhou F, Gui X (2015) Service operator-aware trust scheme for resource matchmaking across multiple clouds. IEEE Trans Parallel Distrib Syst 26(5):1419–1429CrossRef
go back to reference Liao J, Qi Q, Wang J et al (2016) A dual mode self-adaption handoff for multimedia services in mobile cloud computing environment. Multimed Tools Appl 75(8):4697–4722CrossRef Liao J, Qi Q, Wang J et al (2016) A dual mode self-adaption handoff for multimedia services in mobile cloud computing environment. Multimed Tools Appl 75(8):4697–4722CrossRef
go back to reference Lin T, Wang C, Lin PC (2008) A neural-network-based context-aware handoff algorithm for multimedia computing. ACM Trans Multimed Comput Commun Appl (TOMM) 4(3):1–17CrossRef Lin T, Wang C, Lin PC (2008) A neural-network-based context-aware handoff algorithm for multimedia computing. ACM Trans Multimed Comput Commun Appl (TOMM) 4(3):1–17CrossRef
go back to reference Liu F, Shu P, Jin H, Ding L, Yu J, Niu D, Li B (2013) Gearing resource-poor mobile devices with powerful clouds: architectures, challenges, and applications. IEEE Wirel Commun 20(3):14–22CrossRef Liu F, Shu P, Jin H, Ding L, Yu J, Niu D, Li B (2013) Gearing resource-poor mobile devices with powerful clouds: architectures, challenges, and applications. IEEE Wirel Commun 20(3):14–22CrossRef
go back to reference Lohi M, Weerakoon D, Aghvami AH (2013) Key issues in handover design and multi. Multiaccess Mobil Teletraffic Wirel Commun 4:199 Lohi M, Weerakoon D, Aghvami AH (2013) Key issues in handover design and multi. Multiaccess Mobil Teletraffic Wirel Commun 4:199
go back to reference Maheshwari S, Ho SD (2015) Determinative segmentation resegmentation and padding in radio link control (RLC) service data units (SDU). US Patent 9,055,473, 9 Jun 2015 Maheshwari S, Ho SD (2015) Determinative segmentation resegmentation and padding in radio link control (RLC) service data units (SDU). US Patent 9,055,473, 9 Jun 2015
go back to reference Marichamy P, Chakrabarti S, Maskara SL (2003) Performance evaluation of handoff detection schemes. In: Proceedings of IEEE TENCON 2003, Taj Residency, Bangalore, pp 643–646 Marichamy P, Chakrabarti S, Maskara SL (2003) Performance evaluation of handoff detection schemes. In: Proceedings of IEEE TENCON 2003, Taj Residency, Bangalore, pp 643–646
go back to reference McNair J, Zhu F (2004) Vertical handoffs in fourth-generation multinetwork environments. IEEE Wirel Commun 11(3):8–15CrossRef McNair J, Zhu F (2004) Vertical handoffs in fourth-generation multinetwork environments. IEEE Wirel Commun 11(3):8–15CrossRef
go back to reference Meskar E et al (2015) Energy efficient offloading for competing users on a shared communication channel. In: 2015 IEEE international conference on communications (ICC). IEEE, pp 3192–3197 Meskar E et al (2015) Energy efficient offloading for competing users on a shared communication channel. In: 2015 IEEE international conference on communications (ICC). IEEE, pp 3192–3197
go back to reference Miettinen AP, Nurminen JK (2010) Energy efficiency of mobile clients in cloud computing. HotCloud 10:4–4 Miettinen AP, Nurminen JK (2010) Energy efficiency of mobile clients in cloud computing. HotCloud 10:4–4
go back to reference Mohanty S, Akyildiz IF (2006) A cross-layer (layer 2 + 3) handoff management protocol for next-generation wireless systems. IEEE Trans Mob Comput 5(10):1347–1360CrossRef Mohanty S, Akyildiz IF (2006) A cross-layer (layer 2 + 3) handoff management protocol for next-generation wireless systems. IEEE Trans Mob Comput 5(10):1347–1360CrossRef
go back to reference Mtibaa A et al (2015) Towards mobile opportunistic computing. In: 2015 IEEE 8th international conference on cloud computing. IEEE, pp 1111–1114 Mtibaa A et al (2015) Towards mobile opportunistic computing. In: 2015 IEEE 8th international conference on cloud computing. IEEE, pp 1111–1114
go back to reference Ong EH, Khan JY (2008) Dynamic access network selection with QoS parameters estimation: a step closer to ABC. In: Proceedings of IEEE VTC 2008-Spring, Marina Bay, Singapore, pp 2671–2676 Ong EH, Khan JY (2008) Dynamic access network selection with QoS parameters estimation: a step closer to ABC. In: Proceedings of IEEE VTC 2008-Spring, Marina Bay, Singapore, pp 2671–2676
go back to reference Othman M, Madani SA, Khan SU (2014) A survey of mobile cloud computing application models. IEEE Commun Surv Tutor 16(1):393–413CrossRef Othman M, Madani SA, Khan SU (2014) A survey of mobile cloud computing application models. IEEE Commun Surv Tutor 16(1):393–413CrossRef
go back to reference Qi Q, Liao J, Wang J et al (2016) Integrated multi-service handoff mechanism with QoS-support strategy in mobile cloud computing. Wirel Pers Commun 87(2):593–614CrossRef Qi Q, Liao J, Wang J et al (2016) Integrated multi-service handoff mechanism with QoS-support strategy in mobile cloud computing. Wirel Pers Commun 87(2):593–614CrossRef
go back to reference Ryu S, Lee K, Mun Y (2012) Optimized fast handover scheme in Mobile IPv6 networks to support mobile users for cloud computing. J Supercomput 59(2):658–675CrossRef Ryu S, Lee K, Mun Y (2012) Optimized fast handover scheme in Mobile IPv6 networks to support mobile users for cloud computing. J Supercomput 59(2):658–675CrossRef
go back to reference Sabharwal M, Agrawal A, Metri G (2013) Enabling green it through energy-aware software. IT Prof 15(1):19–27CrossRef Sabharwal M, Agrawal A, Metri G (2013) Enabling green it through energy-aware software. IT Prof 15(1):19–27CrossRef
go back to reference Saraydar CU, Mandayam NB, Goodman DJ (2002) Efficient power control via pricing in wireless data networks. IEEE Trans Commun 50(2):291–303 Saraydar CU, Mandayam NB, Goodman DJ (2002) Efficient power control via pricing in wireless data networks. IEEE Trans Commun 50(2):291–303
go back to reference Song Q, Jamalipour A (2005) Network selection in an integrated wireless LAN and UMTS environment using mathematical modeling and computing techniques. IEEE Wirel Commun 12(3):42–48 Song Q, Jamalipour A (2005) Network selection in an integrated wireless LAN and UMTS environment using mathematical modeling and computing techniques. IEEE Wirel Commun 12(3):42–48
go back to reference Soyata T, Muraleedharan R, Funai C, Kwon M, Heinzelman W (2012) Cloud-vision: real-time face recognition using a mobile-cloudlet-cloud acceleration architecture. In: 2012 IEEE symposium on computers and communications (ISCC). IEEE, pp 000059–000066 Soyata T, Muraleedharan R, Funai C, Kwon M, Heinzelman W (2012) Cloud-vision: real-time face recognition using a mobile-cloudlet-cloud acceleration architecture. In: 2012 IEEE symposium on computers and communications (ISCC). IEEE, pp 000059–000066
go back to reference Sun Z, Yang Y, Zhou Y, Cruickshank H (2016) Agent-based resource management for mobile cloud. In: Web-based services: concepts, methodologies, tools, and applications, IGI Global, pp 290–305 Sun Z, Yang Y, Zhou Y, Cruickshank H (2016) Agent-based resource management for mobile cloud. In: Web-based services: concepts, methodologies, tools, and applications, IGI Global, pp 290–305
go back to reference Wang C, Li Z (2004) A computation offloading scheme on handheld devices. J Parallel Distrib Comput 64(6):740–746CrossRefMATH Wang C, Li Z (2004) A computation offloading scheme on handheld devices. J Parallel Distrib Comput 64(6):740–746CrossRefMATH
go back to reference Wang K, Zeng ZM, Feng CY (2009) A heterogeneous network selection algorithm based on multiple attribute decision making. Radio Eng 39(1):1–3 Wang K, Zeng ZM, Feng CY (2009) A heterogeneous network selection algorithm based on multiple attribute decision making. Radio Eng 39(1):1–3
go back to reference Wei G (2012) Hesitant fuzzy prioritized operators and their application to multiple attribute decision making. Knowl Based Syst 31:176–182CrossRef Wei G (2012) Hesitant fuzzy prioritized operators and their application to multiple attribute decision making. Knowl Based Syst 31:176–182CrossRef
go back to reference Wen Y, Zhang W, Luo H (2012) Energy-optimal mobile application execution: taming resource-poor mobile devices with cloud clones. In: INFOCOM, 2012 Proceedings IEEE. IEEE Wen Y, Zhang W, Luo H (2012) Energy-optimal mobile application execution: taming resource-poor mobile devices with cloud clones. In: INFOCOM, 2012 Proceedings IEEE. IEEE
go back to reference Wu, H, Huang D, Bouzefrane S (2013) Making offloading decisions resistant to network unavailability for mobile cloud collaboration. In: 2013 9th International conference on collaborative computing: networking, applications and worksharing (Collaboratecom), IEEE Wu, H, Huang D, Bouzefrane S (2013) Making offloading decisions resistant to network unavailability for mobile cloud collaboration. In: 2013 9th International conference on collaborative computing: networking, applications and worksharing (Collaboratecom), IEEE
go back to reference Xiao M, Shroff NB, Chong EKP (2003) A utility-based power-control scheme in wireless cellular systems. IEEE/ACM Trans Netw 11(2):210–221CrossRef Xiao M, Shroff NB, Chong EKP (2003) A utility-based power-control scheme in wireless cellular systems. IEEE/ACM Trans Netw 11(2):210–221CrossRef
go back to reference Yang L (2013) A framework for partitioning and execution of data stream applications in mobile cloud computing. ACM SIGMETRICS Perform Eval Rev 40(4):23–32CrossRef Yang L (2013) A framework for partitioning and execution of data stream applications in mobile cloud computing. ACM SIGMETRICS Perform Eval Rev 40(4):23–32CrossRef
go back to reference Yang Z, Liu X, Hu Z et al (2017) Seamless service handoff based on delaunay triangulation for mobile cloud computing. Wirel Pers Commun 93(3):795–809CrossRef Yang Z, Liu X, Hu Z et al (2017) Seamless service handoff based on delaunay triangulation for mobile cloud computing. Wirel Pers Commun 93(3):795–809CrossRef
go back to reference Ylianttila M, Makela J, Mahonen P (2002) Supporting resource allocation with vertical handoffs in multiple radio network environment. In: Proceedings of IEEE PIMRC’02, Lisbon, Portugal, pp 64–68 Ylianttila M, Makela J, Mahonen P (2002) Supporting resource allocation with vertical handoffs in multiple radio network environment. In: Proceedings of IEEE PIMRC’02, Lisbon, Portugal, pp 64–68
go back to reference Ylitalo J et al (2003) Dynamic network interface selection in multihomed mobile hosts. In: 2003 Proceedings of the 36th annual Hawaii international conference on system sciences. IEEE Ylitalo J et al (2003) Dynamic network interface selection in multihomed mobile hosts. In: 2003 Proceedings of the 36th annual Hawaii international conference on system sciences. IEEE
go back to reference Zhang W (2004) Handover decision using fuzzy MADM in heterogeneous networks. In: 2004 IEEE wireless communications and networking conference (WCNC), vol 2. IEEE Zhang W (2004) Handover decision using fuzzy MADM in heterogeneous networks. In: 2004 IEEE wireless communications and networking conference (WCNC), vol 2. IEEE
go back to reference Zhang N, Holtzman JM (1998) Analysis of CDMA soft-handover algorithm. IEEE Trans Veh Technol 47(2):710–714CrossRef Zhang N, Holtzman JM (1998) Analysis of CDMA soft-handover algorithm. IEEE Trans Veh Technol 47(2):710–714CrossRef
go back to reference Zhou H, Zhang G, Wang G (2007) Multi-objective decision making approach based on entropy weights for reservoir flood control operation. J Hydraul Eng 1:014 Zhou H, Zhang G, Wang G (2007) Multi-objective decision making approach based on entropy weights for reservoir flood control operation. J Hydraul Eng 1:014
Metadata
Title
Cross-layer collaboration handoff mechanism based on multi-attribute decision in mobile computation offloading
Authors
Ji-rui Li
Xiao-yong Li
Rui Zhang
Publication date
11-10-2017
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 1/2019
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-017-2881-3

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