Indoor air quality and energy management through real-time sensing in commercial buildings

Energy and Buildings

Volumn 111, Issue , 2016, Pages 145-153

  Kumar, Prashant ^a   Martani, Claudio ^b   Morawska, Lidia ^c   Norford, Leslie ^d   Choudhary, Ruchi ^b   Bell, Margaret ^e   Leach, Matt ^a  

^a UNIVERSITY OF SURREY   (United Kingdom)

^b UNIVERSITY OF CAMBRIDGE   (United Kingdom)

^c QUEENSLAND UNIVERSITY OF TECHNOLOGY   (Australia)

^d MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^e NEWCASTLE UNIVERSITY   (United Kingdom)

Author keywords

Building technology; Energy management; Energy sensors; Non domestic buildings; Urban environment

Indexed keywords

AIR QUALITY; ENERGY MANAGEMENT; ENERGY MANAGEMENT SYSTEMS; ENERGY UTILIZATION; ENVIRONMENTAL MANAGEMENT; HISTORIC PRESERVATION; INDOOR AIR POLLUTION; INFORMATION MANAGEMENT; OFFICE BUILDINGS; POPULATION STATISTICS; REAL TIME SYSTEMS;

BUILDING ENERGY MANAGEMENT SYSTEMS; BUILDING TECHNOLOGIES; COMMERCIAL BUILDING; CONVENTIONAL METHODS; ENERGY SENSORS; LARGE-SCALE DEPLOYMENT; NON-DOMESTIC BUILDINGS; URBAN ENVIRONMENTS;

ENERGY CONSERVATION;

EID: 84949292587     PISSN: 03787788     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enbuild.2015.11.037     Document Type: Review

References (123)

1. L. Perez-Lombard, J. Ortiz, and C. Pout A review on buildings energy consumption information Energy Build. 40 3 2008 394 398
2. DoE, U.S. Department of Energy Buildings Energy Data Book 2009 (http://buildingsdatabook.eren.doe.gov/TableView.aspx?table=1.1.1)
3. P. Kumar, and L. Morawska Energy-pollution nexus for urban buildings Environ. Sci. Technol. 47 2013 7591 7592
4. P. Kumar, S. Jain, B.R. Gurjar, P. Sharma, M. Khare, L. Morawska, and R. Britter New directions: can a "blue sky" return to Indian megacities? Atmos. Environ. 71 0 2013 198 201
5. P. Kumar, L. Morawska, W. Birmili, P. Paasonen, M. Hu, M. Kulmala, R.M. Harrison, L. Norford, and R. Britter Ultrafine particles in cities Environ. Int. 66 2014 1 10
6. K. Balakrishnan, P. Ramaswamy, S. Sambandam, G. Thangavel, S. Ghosh, P. Johnson, K. Mukhopadhyay, V. Venugopal, and Vijayalakshmi Thanasekaraan Air pollution from household solid fuel combustion in India: an overview of exposure and health related information to inform health research priorities Global Health Action 4 5638 2011 10.3402/gha.v4i0.5638
7. R. Goyal, and P. Kumar Indoor-outdoor concentrations of particulate matter in nine microenvironments of a mix-use commercial building in megacity Delhi Air Qual. Atmos. Health 6 4 2013 747 757
8. R. Goyal, M. Khare, and P. Kumar Indoor air quality: current status, missing links and future road map for India J. Environ. Civil Eng. 2 118 2012 http://dx.doi.org/110.4172/2165-4784X.1000118
9. A.P. Jones Indoor air quality and health Atmos. Environ. 33 1999 4535 4564
10. P. Kumar, L. Morawska, C. Martani, G. Biskos, M. Neophytou, S. Di Sabatino, M. Bell, L. Norford, and R. Britter The rise of low cost sensing for managing air pollution in cities Environ. Int. 75 2015 199 205
11. E.G. Snyder, T. Watkins, P. Solomon, E. Thoma, R. Williams, G. Hagler, D. Shelow, D. Hindin, V. Kilaru, and P. Preuss The changing paradigm of air pollution monitoring Environ. Sci. Technol. 47 20 2013 11369 11377
12. S. Abraham, and X. Li A cost-effective wireless sensor network system for indoor air quality monitoring applications Procedia Comput. Sci. 34 0 2014 165 171
13. AIRCUITY 2014 (http://www.aircuity.com/) (accessed 02 August 2014)
14. A. Keshtkar, S. Arzanpour, F. Keshtkar, and P. Ahmadi Smart residential load reduction via fuzzy logic, wireless sensors, and smart grid incentives Energy Build. 104 2015 165 180
15. S. Raffler, S. Bichlmair, and R. Kilian Mounting of sensors on surfaces in historic buildings Energy Build. 95 2015 92 97
16. 2 sensors for occupancy estimations: potential in building automation applications Energy Build. 84 2014 548 556
17. T.A. Reddy Automated fault detection and diagnosis for HVAC&R systems: functional description and lessons learnt Proceedings of the Second International Conference on Energy Sustainability, ES 2008 2009 589 599
18. P. Zhou, G. Huang, L. Zhang, and K.-F. Tsang Wireless sensor network based monitoring system for a large-scale indoor space: data process and supply air allocation optimization Energy Build. 103 2015 365 374
19. A. Schütze Integrated sensor systems for indoor applications: ubiquitous monitoring for improved health, comfort and safety Procedia Eng. 120 2015 492 495
20. S. Abraham, and X. Li A cost-effective wireless sensor network system for indoor air quality monitoring applications Procedia Comput. Sci. 34 2014 165 171
21. C. Cartalis Toward resilient cities - a review of definitions, challenges and prospects Adv. Build. Energy Res. 8 2 2014 259 266
22. S. Kokkaliaris, and E. Maria The legislative initiatives for smart metering as a precondition to zero energy: the case of Greece Adv. Build. Energy Res. 9 1 2015 55 72
23. J. Salom, J. Widén, J. Candanedo, and K.B. Lindberg Analysis of grid interaction indicators in net zero-energy buildings with sub-hourly collected data Adv. Build. Energy Res. 9 1 2015 89 106
24. DTI, Department of Trade and Industry Energy Consumption in the United Kingdom 2013 National Statistics London (2013)
25. P. Wargocki, D.P. Wyon, J. Sundell, G. Clausen, and P.O. Fanger The effects of outdoor air supply rate in an office on perceived air quality, sick building syndrome (SBS) symptoms and productivity Indoor Air 10 4 2000 222 236
26. P. Wargocki, D.P. Wyon, and P.O. Fanger The performance and subjective responses of call-center operators with new and used supply air filters at two outdoor air supply rates Indoor Air 14 2004 7 16
27. J.S. Park, and C.H. Yoon The effects of outdoor air supply rate on work performance during 8-h work period Indoor Air 21 4 2011 284 290
28. O. Seppänen, W.J. Fisk, and Q.H. Lei Ventilation and performance in office work Indoor Air 16 1 2006 28 36
29. K.W. Tham Effects of temperature and outdoor air supply rate on the performance of call center operators in the tropics Indoor Air 14 2004 119 125
30. S.C. Sekhar, K.W. Tham, and K.W. Cheong Indoor air quality and energy performance of air-conditioned office buildings in Singapore Indoor Air 13 4 2003 315 331
31. S. Wang Intelligent Buildings and Building Automation 2009 Taylor & Francis AIRCUITY, Safe, Smart & Efficient Airside Solutions, 2014. Available at: http://www.aircuity.com/ (accessed 02 August 2014)
32. I.K. Koponen, A. Asmi, P. Keronen, K. Puhto, and M. Kulmala Indoor air measurement campaign in Helsinki, Finland 1999 - the effect of outdoor air pollution on indoor air Atmos. Environ. 35 8 2001 1465 1477
33. C.J. Weschler, H.C. Shields, and B.M. Shah Understanding and reducing the indoor concentration of submicron particles at a commercial building in Southern California J. Air Waste Manage. Assoc. 46 4 1996 291 299
34. L. Morawska, M. Jamriska, H. Guo, E.R. Jayaratne, M. Cao, and S. Summerville Variation in indoor particle number and PM2.5 concentrations in a radio station surrounded by busy roads before and after an upgrade of the HVAC system Build. Environ. 44 1 2009 76 84
35. M. Viana, S. Díez, and C. Reche Indoor and outdoor sources and infiltration processes of PM1 and black carbon in an urban environment Atmos. Environ. 45 35 2011 6359 6367
36. T. Quang, C. He, L. Morawska, and L. Knibbs Influence of ventilation and filtration on indoor particle concentrations in urban office buildings Atmos. Environ. 79 0 2013 41 52
37. T. Quang, C. He, L. Morawska, L. Knibbs, and M. Falk Vertical particle concentration profiles around urban office buildings Atmos. Chem. Phys. 12 2012 5017 5030
38. P. Bradley, M. Leach, and J. Torriti A review of the costs and benefits of demand response for electricity in the UK Energy Policy 52 2013 312 327
39. H. Doukas, K.D. Patlitzianas, K. Iatropoulos, and J. Psarras Intelligent building energy management system using rule sets Build. Environ. 42 10 2007 3562 3569
40. D.P. Seetharam, V. Arya, D. Chakraborty, Z. Charbiwala, T. Ganu, S. Ghai, J. Hazra, P. Kodeswaran, R. Mitra, B. Narayanaswamy, N. Sengupta, and S. Kalyanaraman Cyber physical systems for smarter energy grids: experiences at IBM Research - India J. Indian Inst. Sci. 93 3 2013 541 552
41. R. Rajagopalan, and P.K. Varshney Data-aggregation techniques in sensor networks: a survey IEEE Commun. Surv. Tutorials 8 4 2006 48 63
42. D.-M. Han, and J.-H. Lim Smart home energy management system using IEEE 802.15.4 and ZigBee IEEE Trans. Consum. Electron. 56 3 2010 1403 1410
43. K. Wacks Utility load management using home automation IEEE Trans. Consum. Electron. 37 1991 168 174
44. D. Kolokotsa, K. Niachou, V. Geros, K. Kalaitzakis, G. Stavrakakis, and M. Santamouris Implementation of an integrated indoor environment and energy management system Energy Build. 37 1 2005 93 99
45. D. Kolokotsa, A. Pouliezos, G. Stavrakakis, and C. Lazos Predictive control techniques for energy and indoor environmental quality management in buildings Build. Environ. 44 2009 1850 1863
46. J. Barton, M. Thomson, S. Huang, D. Infield, M. Leach, D. Ogunkunle, and J. Torriti The evolution of electricity demand and the role for demand side participation, in buildings and transport Energy Policy 52 2013 85 102
47. K. Hermann Real-Time Systems Design Principles for Distributed Embedded Applications second ed. Real-Time Systems Series vol. 396 2011 Springer London
48. A.I. Dounis, M.J. Santamouris, C.C. Lefas, and A. Argiriou Design of a fuzzy set environment comfort system Energy Build. 22 1995 81 87
49. Y. Agarwal, B. Balaji, R. Gupta, J. Lyles, M. Wei, and T. Weng Occupancy-driven energy management for smart building automation BuildSys 2010 1 6 10.1145/1878431.1878433 ISBN: 978-1-4503-0458-0
50. T.D. Pettersen Variation of energy consumption in dwellings due to climate, building and inhabitants Energy Build. 21 1994 209 218
51. R. Lindberg, A. Binamu, and M. Teikari Five-year data of measured weather, energy consumption, and time-dependent temperature variations within different exterior wall structures Energy Build. 36 2004 495 501
52. UCLEI, UCL Energy Institute 2013 (http://www.bartlett.ucl.ac.uk/energy/research/themes/ucl-energy-smart-energy-smart-grids-and-smart-meters) (accessed 24 November 2014)
53. C. Martani, D. Lee, P. Robinson, R. Britter, and C. Ratti ENERNET: studying the dynamic relationship between building occupancy and energy consumption Energy Build. 47 0 2012 584 591
54. O. Seppanen Ventilation strategies for good indoor air quality and energy efficiency Int. J. Vent. 6 4 2008 297
55. A.K. Persily, and S.J. Emmerich Indoor air quality in sustainable, energy efficient buildings HVAC&R Res. 18 1-2 2011 4 20
56. A. Shehabi, S. Ganguly, L.A. Gundel, A. Horvath, T.W. Kirchstetter, M.M. Lunden, W. Tschudi, A.J. Gadgil, and W.W. Nazaroff Can combining economizers with improved filtration save energy and protect equipment in data centers? Build. Environ. 45 3 2010 718 726
57. S.A. Al-Sanea, and M.F. Zedan Optimized monthly-fixed thermostat-setting scheme for maximum energy-savings and thermal comfort in air-conditioned spaces Appl. Energy 85 5 2008 326 346
58. A.A. Chowdhury, M.G. Rasul, and M.M.K. Khan Thermal-comfort analysis and simulation for various low-energy cooling-technologies applied to an office building in a subtropical climate Appl. Energy 85 6 2008 449 462
59. R.Z. Freire, G.H.C. Oliveira, and N. Mendes Predictive controllers for thermal comfort optimization and energy savings Energy Build. 40 7 2008 1353 1365
60. P. Taylor, R.J. Fuller, and M.B. Luther Energy use and thermal comfort in a rammed earth office building Energy Build. 40 5 2008 793 800
61. E.Z.E. Conceição, M.M.J.R. Lúcio, A.E.B. Ruano, and E.M. Crispim Development of a temperature control model used in HVAC systems in school spaces in Mediterranean climate Build. Environ. 44 5 2009 871 877
62. A.C.K. Lai, K.W. Mui, L.T. Wong, and L.Y. Law An evaluation model for indoor environmental quality (IEQ) acceptance in residential buildings Energy Build. 41 9 2009 930 936
63. S. Atthajariyakul, and T. Leephakpreeda Real-time determination of optimal indoor-air condition for thermal comfort, air quality and efficient energy usage Energy Build. 36 7 2004 720 733
64. N. Nassif, S. Moujaes, and M. Zaheeruddin Self-tuning dynamic models of HVAC system components Energy Build. 40 9 2008 1709 1720
65. E.H. Mathews, C.P. Botha, D.C. Arndt, and A. Malan HVAC control strategies to enhance comfort and minimise energy usage Energy Build. 33 8 2001 853 863
66. 2 concentration control using genetic algorithms Energy Build. 41 5 2009 571 577
67. M. Kavgic, D. Mumovic, Z. Stevanovic, and A. Young Analysis of thermal comfort and indoor air quality in a mechanically ventilated theatre Energy Build. 40 7 2008 1334 1343
68. L.T. Wong, K.W. Mui, and W.Y. Chan An energy impact assessment of ventilation for indoor airborne bacteria exposure risk in air-conditioned offices Build. Environ. 43 11 2008 1939 1944
69. L.T. Wong, K.W. Mui, and P.S. Hui A multivariate-logistic model for acceptance of indoor environmental quality (IEQ) in offices Build. Environ. 43 1 2008 1 6
70. M. Zaheer-Uddin Optimal, sub-optimal and adaptive control methods for the design of temperature controllers for intelligent buildings Build. Environ. 28 3 1993 311 322
71. M. Zaheer-Uddin Intelligent control strategies for HVAC processes in buildings Energy 19 1 1994 67 79
72. W. Huang, and H.N. Lam Using genetic algorithms to optimize controller parameters for HVAC systems Energy Build. 26 1997 277 282
73. A. Kanarachos, and K. Geramanis Multivariable control of single zone hydronic heating systems with neural networks Energy Convers. Manage. 39 13 1998 1317 1336
74. IST Gas Sensor Calibration 2014 International Sensor Technology CA, USA 161 173 (Chapter 11)
75. Honeywell 2014 (http://honeywell.com/Pages/Home.aspx) (accessed 02 August 2014)
76. ANALYTICA Analytics platform for the physical world 2014 Available at: http://www.analytika.com/ (accessed 02 August 2014)
77. H. Mineno, Y. Kato, K. Obata, H. Kuriyama, K. Abe, N. Ishikawa, and T. Mizuno Adaptive home/building energy management system using heterogeneous sensor/actuator networks IEEE CCNC 2010 Proceedings 2010 IEEE Communications Society 1 5
78. M. Inoue, T. Higuma, Y. Ito, and H. Kubota Network architecture for home energy management system IEEE Trans. Consum. Electron. 49 2003 606 613
79. N. Kushiro, S. Suzuki, M. Nakata, H. Takahara, and M. Inoue Integrated residential gateway controller for home energy management system IEEE Trans. Consum. Electron. 49 3 2003 629 636
80. L. Cao, J. Tian, and D. Zhang Networked remote meter-reading system based on wireless communication technology IEEE International Conference on Information Acquisition 2006 172 176
81. P. Zhao, S. Suryanarayanan, and M. Simoes An energy management system for building structures using a multi-agent decision-making control methodology Proceedings of IEEE Industry Applications Society Annual Meeting (IAS) 2010 1 8
82. RTE, réseau de transport d'électricite Le bilan électrique francais 2011 (http://www.rte-france.com/) (accessed 01 August 2014)
83. J.P. Fox, and C. Wheelock Building Energy Management System, Pike Research, 4Q 2010
84. P.R. Story, D.W. Galipeau, and R.D. Mileham A study of low-cost sensors for measuring low relative humidity Sens. Actuators, B: Chem. 24-25 1995 681 685
85. A. Owaineh, M. Leach, W. Wehrmeyer, and P. Guest Policy, niches and diffusion in UK smart grid innovation. University of Surrey, Centre for Environmental Strategy Working Paper 01/15 2015 http://www.surrey.ac.uk/ces/research/working-papers/index.html
86. DECC Smart Meters: A Guide 2013 (https://www.gov.uk/government/policies/helping-households-to-cut-their-energy-bills/supporting-pages/smart-meters
87. J.A. Burke, D. Estrin, M. Hansen, A. Parker, N. Ramanathan, S. Reddy, and M.B. Srivastava Participatory Sensing 2006 UCLA: Center for Embedded Network Sensing 1 5 Retrieved from: (http://escholarship.org/uc/item/19h777qd)
88. A.T. Campbell, N.D. Lane, E. Miluzzo, R.A. Peterson, H. Lu, X. Zheng, M. Musolesi, K. Fodor, S.B. Eisenman, and G.-S. Ahn The rise of people-centric sensing IEEE Internet Comput. 12 4 2008 12 21
89. J.C.R. Licklider Man-computer symbiosis IRE Trans. Hum. Factors Electron. (HFE) 1 1960 4 11
90. International Telecommunication Union Worldwide Mobile Cellular Subscribers to Reach 4 Billion Mark Late 2008 2008 http://www.itu.int/newsroom/press-releases/2008/29.html (accessed 11 January 2014)
91. The eMarketers Daily News Letter, 2 Billion Consumers Worldwide to Get Smart (phones) by 2016, 11 December 2014. Available at: http://www.emarketer.com/Article/2-Billion-Consumers-Worldwide-Smartphones-by-2016/1011694 (accessed 11 January 2015).
92. N. Thepvilojanapong, S. Konomi, and Y. Tobe Energy-efficient human probes for high-resolution sensing in urban environments IEEJ Trans. Electr. Electron. Eng. 6 3 2011
93. Thermostat 2014 (http://www.amazon.co.uk/Nest-T200377-Learning-Thermostat/dp/B00GD8NRYE/ref=sr-1-1?ie=UTF8&qid=1410178640&sr=8-1&keywords=google+nest) (accessed 23 October 2014)
94. K. Acoustics 2014 http://uk.farnell.com/knowles-acoustics/wp23501/microphone-mini-noise-cancelling/dp/1300698 (accessed 23 November 2014)
95. Humidity and Temperature Sensor - RHT032014 2014 (https://www.sparkfun.com/products/10167) (accessed 23 November 2014)
96. M. Bell, F. Galatioto, G. Hill, N. Hodges, J. Neasham, P. Neasham, G. Jackman, P. Rose, N. Vincent, P. Jones, and P. Farrell Application of low cost pervasive monitoring to validate models and assess performance of ITS technology implemented to improve the environment Eighth ITS European Congress 2011, Lyon, France 2011
97. M.C. Bell, V. Suresh, F. Galatioto, and P. Watson Decision support for intelligent traffic and environment management The Future in Clean Transport: 16th ITS World Congress 2009, Stockholm, Sweden: Intelligent Transport Systems 2009 1 8 Available from (http://www.cs.ncl.ac.uk/publications/inproceedings/papers/1237.pdf)
98. F. Galatioto, M.C. Bell, N. Hodges, P. James, and G. Hill Integration of low-cost sensors with UTMC for assessing environmental impacts of traffic in urban area 18th ITS World Congress 2011, Orlando, Florida, USA 2011
99. M.I. Mead, O.A.M. Popoola, G.B. Stewart, P. Landshoff, M. Calleja, M. Hayes, J.J. Baldovi, M.W. McLeod, T.F. Hodgson, J. Dicks, A. Lewis, J. Cohen, R. Baron, J.R. Saffell, and R.L. Jones The use of electrochemical sensors for monitoring urban air quality in low-cost, high-density networks Atmos. Environ. 70 0 2013 186 203
100. P.K. Sekhar, J. Zhou, M.B. Post, L. Woo, W.J. Buttner, W.R. Penrose, R. Mukundan, C.R. Kreller, R.S. Glass, F.H. Garzon, and E.L. Brosha Independent testing and validation of prototype hydrogen sensors Int. J. Hydrogen Energy 39 9 2014 4657 4663
101. M. Leidinger, T. Sauerwald, W. Reimringer, G. Ventura, and A. Schütze Selective detection of hazardous VOCs for indoor air quality applications using a virtual gas sensor array J. Sens. Sens. Syst. 3 2014 253 263
102. V. Singhvi, A. Krause, C. Guestrin, J.J.H. Garrett, and H.S. Matthews Intelligent light control using sensor networks Proceedings of the Third International Conference on Embedded Networked Sensor Systems November 02-04, 2005, San Diego, California, USA 2005 10.1145/1098918.1098942
103. L. Klein, J. Kwak, and G. Kavulya Coordinating occupant behavior for building energy and comfort management using multi-agent systems Autom. Constr. 22 2012 525 536
104. M. Manfren, N. Aste, and R. Moshksar Calibration and uncertainty analysis for computer models. A meta-model based approach for integrated building energy simulation Appl. Energy 103 2013 627 641
105. T. Nikolaou, I. Skias, D. Kolokotsa, and G. Stavrakakis Virtual building dataset for energy and indoor thermal comfort benchmarking of office buildings in Greece Energy Build. 41 12 2009 1409 1416
106. D.T.J. O'Sullivan, M.M. Keane, D. Kelliher, and R.J. Hitchcock Improving building operation by tracking performance metrics throughout the building lifecycle (BLC) Energy Build. 36 11 2004 1075 1090
107. M.U. Krarti Energy Audit of Building Systems: An Engineering Approach second ed. 2000 CRC Press
108. J. Granderson, M. Piette, G. Ghatikar, and P. Price Building Energy Information Systems: State of Technology and User Case Studies 2009 Lawrence Berkeley National Laboratory USA
109. Z. Remscrim, J. Paris, S.B. Leeb, S.R. Shaw, S. Neuman, C. Schantz, S. Muller, and S. Page FPGA-based spectral envelope preprocessor for power monitoring and control Applied Power Electronics Conference and Exposition (APEC), Twenty-Fifth Annual IEEE 21-25 February 2010 2010 2194 2201 http://dx.doi.org/2110.1109/APEC.2010.5433541
110. C.-Y. Chong, and S.P. Kumar Sensor networks: evolution, opportunities, and challenges Proc. IEEE 91 8 2003 1247 1256
111. W. Zhu, C. Luo, J. Wang, and S. Li Multimedia cloud computing IEEE Signal Process. Mag. 28 3 2011 59 69
112. J. Byun, Y. Kim, Z. Hwang, and S. Park An intelligent cloud-based energy management system using machine to machine communications in future energy environments 2012 IEEE International Conference on Consumer Electronics (ICCE) 2012 664 665
113. P. Kumar, L. Pirjola, M. Ketzel, and R.M. Harrison Nanoparticle emissions from 11 non-vehicle exhaust sources - a review Atmos. Environ. 67 2013 252 277
114. HEI Understanding the health effects of ambient ultrafine particles HEI Review Panel on Ultrafine Particles. HEI Perspectives 3 2013 Health Effects Institute Boston, MA 122 (http://pubs.healtheffects.org/getfile.php?u=893) (accessed 127 August 2014)
115. M.R. Heal, P. Kumar, and R.M. Harrison Particles, air quality, policy and health Chem. Soc. Rev. 41 2012 6606 6630
116. K. Grant, F.C. Goldizen, P.D. Sly, M.-N. Brune, M. Neira, M. van den Berg, and R.E. Norman Health consequences of exposure to e-waste: a systematic review Lancet Global Health 1 6 2013 e350 e361
117. R. Missaouia, H. Joumaaa, S. Ploixa, and S. Bacha Managing energy smart homes according to energy prices: analysis of a building energy management system Energy Build. 71 2014 155 167
118. J.W. Kima, Y.K. Jeong6a, and I.W. Leea Automatic sensor arrangement system for building energy and environmental management Energy Procedia 14 2012 265 270
119. M. Milenkovic, and O. Amft Recognizing energy-related activities using sensors commonly installed in office buildings Procedia Comput. Sci. 19 2013 669 677
120. T. Das, P. Mohan, V.N. Padmanabhan, R. Ramjee, and A. Sharma Prism: platform for remote sensing using smartphones Procedings of the ACM MOBISYS 2010
121. X. Zhang, J. Yan, S. Feng, Z. Lei, D. Yi, and S. Li Water filling: unsupervised people counting via vertical kinect sensor IEEE Ninth International Conference on Advanced Video and Signal-Based Surveillance (AVSS) 2012, Beijing 2012 215 220
122. R.M. White, I. Paprotny, F. Doering, W. Cascio, P. Solomon, and L.A. Gundel Sensors and 'Apps' for community-based atmospheric monitoring Air Waste Manage. Assoc. 5 2012 36 40
123. A. Stupakov, E. Hanusa, D. Vijaywargi, D. Fox, and J.J. Bilmes The design and collection of COSINE, a multi-microphone in situ speech corpus recorded in noisy environments Comput. Speech Lang. 26 2012 52 66 10.1016/j.csl.2010.12.003