TRADE-OFF BETWEEN MULTIPLE CRITERIA IN SMART HOME CONTROL SYSTEM DESIGN

Aleksandar Janjic, Lazar Zoran Velimirovic, Miomir Stankovic, Vladimir Djordjevic

DOI Number
https://doi.org/10.2298/FUEE1801141J
First page
141
Last page
153

Abstract


The successful automation of a smart home relies on the ability of the smart home control system to organize, process, and analyze different sources of information, according to several criteria. Because of variety of key design criteria that every smart home of the future should meet, the main challenge is the trade-off between them in uncertain environment. In this paper, a problem of smart home design has been solved using the methodology based on multiplicative form of multi-attribute utility theory. Aggregated functions describing different smart home alternatives are compared using stochastic dominance principle. The aggregation of different criteria has been performed through their numerical convolution, unlike usual approach of pairwise comparison, allowing only the additive form of aggregation of individual criteria. The methodology is illustrated on the smart home controller parameter setting.

Keywords

MAUT, decision making, multi criteria analysis, smart home, stochastic dominance

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References


I. Cardei, B. Furth, and L. Bradely, "Design and technologies for implementing a smart educational building: case study", Facta Universitatis Series: Electronics and Energetics, vol. 29, no. 3, pp. 325 – 338, 2016.

J. Xiao and R. Boutaba, "The Design and Implementation of an Energy-Smart Home in Korea", Journal of Computing Science and Engineering, vol. 7, no. 3, 204-210, 2013.

J. Y. Son, J. H. Park, K. D. Moon, and Y. H. Lee, "Resource aware smart home management system by constructing resource relation graph", IEEE Transactions on Consumer Electronics, vol. 57, no. 3, pp. 1112-1119, 2011.

D. M. Han and J. H. Lim, "Smart home energy management system using IEEE 802.15.4 and ZigBee", IEEE Transactions on Consumer Electronics, vol. 56, no. 3, pp. 1403-1410, 2010.

D. Ding, R. A. Cooper, P. F. Pasquina, and L. Fici-Pasquina, "Sensor technology for smart homes", Maturitas, vol. 69, no. 2, pp. 131-136, 2011.

D. H. Stefanov, Z. Bien, and W. C. Bang, "The Smart House for Older Persons and Persons with Physical Disabilities: Structure, Technology Arrangements, and Perspectives", IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 12, no. 2, pp. 228-250, 2004.

M. Chan, E. Campo, D. Esteve, and J. Fourniols, "Smart homes—current features and future perspectives", Maturitas, vol. 64, no. 2, pp. 90–96, 2009.

T. Gentry, "Smart homes for people with neurological disability: state of the art", Neuro Rehabilitation, vol. 25, no. 3, pp. 209–225, 2009.

G. Demiris, and B. K. Hensel, "Technologies for an aging society: a systematic review of smart home applications", IMIA Yearbook of Medical Informatics, vol. 3, no. 1, pp. 33–40, 2008.

H. Alwaera and D. J. Clements-Croomeb, "Key performance indicators (KPIs) and priority setting in using the multi-attribute approach for assessing sustainable intelligent buildings", Building and Environment, vol. 45, no. 4, pp. 799–807, 2010.

Z. Chen, D. Clements-Croome, J. Hong, H. Li, and Q. Xu, "A multicriteria lifespan energy efficiency approach to intelligent building assessment", Energy and Buildings, vol. 38, no. 5, pp. 393–409, 2010.

G. Reynoso-Mesa, X. Blasco, J. Sanchis, and M. Martinez, "Controller tuning using evolutionary multiobjective optimisation: Current trends and applications", Control Engineering Practice, vol. 28, pp. 58– 73, 2014.

B. Davidovic, and A. Labus, "A smart home system based on sensor technology", Facta Universitatis Series: Electronics and Energetics, vol. 29, no. 3, pp. 451 – 460, 2016.

C. Beckel, H. Serfas, E. Zeeb, G. Moritz, F. Golatowski, and D. Timmermann, "Requirements for smart home applications and realization with WS4D-PipesBox", In Proceedings of the 16th Conference on Emerging Technologies & Factory Automation (ETFA), Toulouse, France, IEEE, 2011.

M. Levin, A. Andrushevich, A. Klapproth ―Improvement of Building Automation System‖, In Proceedings of the International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems IEA/AIE 2011: Modern Approaches in Applied Intelligence pp 459-468

P. Stewart, J. C. Zavala, and P. Fleming, "Automotive drive by wire controller design by multi-objective techniques", Control Engineering Practice, vol. 13, no. 2, pp. 257–264, 2005.

Janjic, S. Savic, G. Janackovic, M. Stankovic, and L. Velimirovic, "Multi-criteria assessment of the smart grid efficiency using the fuzzy analytic hierarchy process", Facta Universitatis Series: Electronics and Energetics, vol. 29, no 4, pp. 631 – 646, 2016.

M. Prýme, A. Horák, L. Prokop S. Misak ―Smart Home Modeling with Real Appliances‖, In Proceedings of the International Joint Conference SOCO’13-CISIS’13-ICEUTE’13, pp. 369-378.

J. Martel, and G. D’Avignon, "Projects ordering with multicriteria analysis", European Journal of Operational Research, vol. 10, no. 1, pp. 56–69, 1982.

D. Wu and D. L. Olson, "A comparison of stochastic dominance and stochastic DEA for vendor evaluation", International Journal of Production Research, vol. 46, no. 8, pp. 2313-2327, 2008.

R. Lahdelma and P. Salminen, "Stochastic multicriteria acceptability analysis using the data envelopment model", European Journal of Operational Research, vol. 170, no. 1, pp. 241–252, 2006.

Durbach, "The use of the SMAA acceptability index in descriptive decision analysis", European Journal of Operational Research, vol. 196, no. 3, pp. 1229–1237, 2009.

Zaras and J. Martel, Multiattribute analysis based on stochastic dominance, Models and Experiments in Risk and Rationality, Kluwer Academic Publishers, Dordrecht, 1994, pp. 225–248.

Zaras, "Rough approximation of a preference relation by a multi-attribute dominance for deterministic, stochastic and fuzzy decision problems", European Journal of Operational Research, vol. 159, no. 1, pp. 196–206, 2004.

Nowak, "Aspiration level approach in stochastic MCDM problems", European Journal of Operational Research, vol. 177, no. 3, pp. 1626–1640, 2007.

T. Stewart, "Simplified approaches for multicriteria decision making under uncertainty", Journal of Multi-criteria Decision Analysis, vol. 4, no. 4, pp. 246–258, 1995.

Janjic, A. Andjelkovic, M. Docic, ―Multi-attribute risk assessment using stochastic dominance‖ International Journal of Economics and Statistics, vol. 1, no. 3, pp. 105-112, 2013.

R. Keeney and H. Raiffa, Decisions with Multiple Objectives: Preferences and Value Tradeoffs, John Wiley & Sons, New York, 1976.

R Williamson and T. Downs, "Probabilistic Arithmetic: Numerical Methods for Calculating Convolutions and Dependency Bounds", International Journal of Approximate Reasoning, vol. 4, no. 1, pp. 89-158, 1990.

Y. Zhang, Z. P. Fan, and Y. Liu, "A method based on stochastic dominance degrees for stochastic multiple criteria decision making", Computers and Industrial Engineering, vol. 58, no. 1, pp. 544–552, 2010.

C. C. Huang, D. Kira, I. Vertinsky, "Stochastic dominance rules for multi-attribute utility functions", The Review of Economic Studies, vol. 45, no. 3, pp. 611-615, 1978.


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