Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
Cover of the book

2021 | OriginalPaper | Chapter

Smart Aging Wellness Sensor Networks: A Near Real-Time Daily Activity Health Monitoring, Anomaly Detection and Alert System

Authors : Sharnil Pandya, Mayur Mistry, Ketan Kotecha, Anirban Sur, Asif Ghanchi, Vedant Patadiya, Kuldeep Limbachiya, Anand Shivam

Published in: Proceedings of Second International Conference on Computing, Communications, and Cyber-Security

Publisher: Springer Singapore

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In the growing automation of existing world, activity modeling is being used in the field of technology to serve various purposes. One such field, which will be majorly benefited from daily activity modeling and life- living activities analysis, is monitoring of seasonal behavior pattern of elderly people, which can be further utilized in their remote health analysis and monitoring. Today’s demand is to develop a system with minimum human interaction and automatic anomaly detection and alert system. The proposed research work emphasizes to diagnose elderly persons daily behavioral patterns by observing their day-to-day routine activities with respect to time, location and context. To grow the accurateness of the structure, numerous sensing as well as actuator units have been deployed in elderly homes. Popular this research paper, we have recommended a unique sensing fusion technique to monitor seasonal, social, weather related and wellness observations of routine tasks. A novel daily activity learning model has been proposed which can record contextual data observations of various locations of a smart home and alert caretakers in the case of anomaly detection. We have analyzed monthly data of two old-aged smart homes with more than 5000 test samples. Results acquired from the investigation validate the accuracy and the efficiency of the proposed system which are recorded for 20 activities.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
next chapter Ant Colony Optimization for Traveling Salesman Problem with Modified Pheromone Update Formula
Literature
1.
2.
Nandurkar S, Thool V, Thool R (2014) Design and development of precision agriculture system using wireless sensor network. In: International conference on automation, control, energy and systems (ACES). Hooghly
3.
Andrew R, Malekian R, Bogatinoska D (2018) IoT solutions for precision agriculture. In: MIPRO. Opatija
4.
Benyezza H, Bouhedda M (2018) Smart irrigation system based thing speak and Arduino. International conference on applied smart systems. In: ICASS. Médéa
5.
Mat I, Kassim M, Harun A (2015) Precision agriculture applications using wireless moisture sensor network. In: IEEE 12th Malaysia international conference on communications. Kuching
6.
Fountas S, Aggelopoulou K, Gemtos T (2016) Precision agriculture: crop management for improved productivity and reduced environmental impact or improved sustainability “supply chain management for sustainable food networks. In: Supply chain management for sustainable food networks
7.
Miles C (2019) The combine will tell the truth: on precision agriculture and algorithmic rationality. In: Big Data & Society, 1–12
8.
Zhang L, Dabipi I, Brown W (2018) Internet of things applications for agriculture. Wiley
9.
Ghayvat H, Mukhopadhyay S, Gui X, Suryadevara N (2015) WSN-and IoT-based smart homes and their extension to smart buildings. Sensors 15:10350–10379CrossRef
10.
Patil K, Kale N (2016) A model for smart agriculture using IoT. In: International conference on global trends in signal processing, information computing and communication. IEEE
11.
Ashwini BV (2018) A study on smart irrigation system using IoT for surveillance of crop-field. Int J Eng Technol 7:370–373
12.
Ananthi N, Divya J, Divya M, Janani V (2017) IoT based smart soil monitoring system for agricultural production. IEEE
13.
14.
Cambra C, Sendra S, Lloret J, Lacuesta R (2018) Smart system for bicarbonate control in irrigation for hydroponic precision farming. Sensors. 18
15.
Kumar R, Dharwadkar N (2018) IoT based low-cost weather station and monitoring system for precision agriculture in India. IEEE;
16.
Bhakta I, Phadikar S, Majumder K (2019) State of the art technologies in precision agriculture: a systematic review. J Sci Food Agricul
17.
18.
Pflaum A, Gölzer P (2018) The IoT and digital transformation: toward the data-driven enterprise. IEEE Comput Soc 18(1536–1268):5
19.
Gupta B, Quamara M (2018) An overview of internet of things (IoT): architectural aspects, challenges, and protocols. Wiley
20.
Balafoutis A, Beck B, Fountas S, Vangeyte J, Van der Wal T, Soto I, Gómez-Barbero M, Barnes A, Eory V Precision agriculture technologies positively contributing to GHG emissions mitigation, farm productivity and economics. Sustainability
21.
22.
23.
Naha R, Garg S, Georgakopoulos D, Jayaraman P, Gao L, Xiang Y, Ranjan R (2016) Fog computing: survey of trends, architectures, requirements, and research directions. IEEE Access 4:2169–3536
24.
Sarker V, Queralta J, Gia T, Tenhunen H, Westerlund T (2019) A Survey on LoRa for IoT: integrating edge computing. In: Fourth international conference on fog and mobile edge computing
25.
Raza U, Kulkarni P, Sooriyabandara M (2016) Low power wide area networks: an overview. IEEE
26.
Ismail D, Rahman M, Saifullah A (2019) Low-power wide-area networks: opportunities, challenges, and directions. IEEE
27.
Wixted A, Kinnaird P, Larijani H, Tait A, Ahmadinia A, Strachan N (2016) Evaluation of LoRa and LoRaWAN for wiereless sensor Network. IEEE, 16 (978-1-4799-8287-5).
28.
Shilpa A, Muneeswaran V, Rathinam D (2019) A precise and autonomous irrigation system for agriculture: IoT based self propelled center pivot irrigation system. In: 5th international conference on advanced computing & communication systems
29.
Chen W, Lin Y, Lin Y, Chen R, Liao J (2018) AgriTalk: IoT for precision soil farming of turmeric cultivation. IEEE
30.
Elijah O, Rahman A, Orikumhi I, Leow C (2018) An overview of internet of things (IoT) and data analytics in agriculture: benefits and challenges. IEEE Internet Things J 5:2327–4662
31.
Premkumar A, Monishaa P, Thenmozhi K, Amirtharajan R, Praveenkumar P (2018) IoT assisted automatic irrigation system using IoT assisted automatic irrigation system using wireless sensor nodes. In: International conference on computer communication and informatics. IEEE
32.
Olatinwo S, Joubert T (2019) Enabling communication networks for water quality monitoring applications: a survey. IEEE 7:100332
33.
Dholu M, Ghodinde K (2018) Internet of Things (IoT) for precision agriculture application. In: International conference on trends in electronics and informatics. IEEE
34.
Naik N, Shete V, Danve S (2016) Precision agriculture robot for seeding function. IEEE
35.
Chang C, Srirama S, Buyya R (2019) Internet of things (iot) and new computing paradigms. Wiley
36.
Shin S, Chuang C, Huang H (2016) A Security framework for MQTT. In: IEEE conference on communications and network security
37.
38.
Linh AN P, Kim T (2018) A Study of the Z-wave protocol: implementing your own smart home gateway. IEEE, 18 (978-1-5386-6350-9)
39.
Leikanger T, Schuss C, Häkkinen J (2017) Near field communication as sensor to cloud service interface. IEEE, 17 (978-1-5090-1012-7)
40.
Liu Y, Qian K (2016) A novel tree-based routing protocol in ZigBee wireless networks. IEEE, 16 (978-1-5090-1781-2)
41.
42.
Carnevale L, Galletta A, Fazio M, Celesti A, Villari M (2018). Designing a FIWARE cloud solution for making your travel smoother: the FLIWARE experience. In: IEEE 4th international conference on collaboration and internet computing
43.
44.
Shirazi S, Gouglidis A, Farshad A, Hutchison D (2017) The extended cloud: review and analysis of mobile edge computing and fog from a security and resilience perspective. IEEE 35(0733–8716):11
45.
Sarangi S, Naik V, Choudhury S, Jain P, Kosgi V, Sharma R, Bhatt P, Srinivasu P (2019) An affordable IoT edge platform for digital farming in developing regions. IEEE
46.
Satyanarayanan M (2017) The emergence of edge computing. IEEE Comput Soc. 17:0018–9162
47.
Math A, Ali L, Pruthviraj U (2018) Development of smart drip irrigation system using IoT. IEEE, 18 (978-1-5386-5323-4)
48.
Pandithurai O, Aishwarya S, Aparna B, Kavitha K. Agro-tech: a digital model for monitoring soil and crops using internet of things (IoT). IEEE, 17. (978-1-5090-4855-7)
49.
Aagaard A, Presser M, Andersen T (2019) Applying Iot as a leverage for business model innovation and digital transformation. IEEE, 19. (978-1-7281-2171-0)
50.
Chandra N, Khatri S, Som S (2019) Business models leveraging IoT and cognitive computing. IEEE, 19. (978-1-5386-9346-9)
51.
Whitmore A, Agarwal A, Da Xu L (2014) The internet of things—a survey of topics and trends. Springer
52.
Pandya S., Sur. A., Kotecha K (2020) Smart epidemic Tunnel-IoT based sensor-fusion assistive technology for COVID19 disinfection. Emerald
53.
Patel NR, Kumar, S (2017) Enhanced clear channel assessment for slotted CSMA/CA in IEEE 802.15.4. Wireless Pers Commun 95:4063–4081
54.
Patel NR, Kumar S (2018) Wireless sensor networks’ challenges and future prospects. In: 2018 international conference on system modeling & advancement in research trends (SMART). Moradabad, India, pp 60–65
55.
Ghayvat H, Awais M, Pandya S, Ren H, Akbarzadeh S, Chandra Mukhopadhyay S, Chen C, Gope P, Chouhan A, Chen W (2019) Smart aging system: uncovering the hidden wellness parameter for well-being monitoring and anomaly detection, smart aging system: uncovering the hidden wellness parameter for well-being monitoring and anomaly detection. Sensors 19:766CrossRef
56.
Saket, S, Sharnil P (2016) An overview of partitioning algorithms in clustering techniques
57.
58.
Ghayvat H, Pandya S, Shah S, Mukhopadhyay SC, Yap MH, Wandra KH (2016) Advanced AODV approach for efficient detection and mitigation of wormhole attack in MANET. In: 2016 10th international conference on sensing technology (ICST).
59.
Pandya S, Shah J, Joshi N, Ghayvat H, Mukhopadhyay SC, Yap MH (2016) A novel hybrid based recommendation system based on clustering and association mining. IN: 2016 10th international conference on sensing technology (ICST)
60.
Patel S, Singh N, Pandya S (2017) IoT based smart hospital for secure healthcare system, 2017/5. Int J Recent and Innov Trends Comput Commun
61.
Pandya SP, Prajapati MR, Thakar KP Assessment of training needs of farm women. Guj J Ext Edu 25(2):169–171
62.
Pandya S, Ghayvat H, Sur A, Awais M, Kotecha K, Saxena S, Jassal N, Pingale G (2020) Pollution weather prediction system: smart outdoor pollution monitoring and prediction for healthy breathing and living. Sensors 20:5448CrossRef
63.
Pandya S, Ghayvat H, Kotecha K, Awais M, Akbarzadeh S, Gope P Smart home anti-theft system: A novel approach for near real-time monitoring and smart home security for wellness protocol. Appl Syst Innov 1(4):42
64.
Patel RR, Pandya SP, Patel PK Characterization of farming system in north west agro climatic Zone of Gujarat State. Guj J Ext. Edu 27(2):206–208
65.
Pandya S, Ghayvat H, Kotecha K, Yep MH, Gope P (2018) Smart home anti-theft system: a novel approach for near real-time monitoring. In: Smart home security and large video data handling for wellness protocol
66.
Joshi N, Kotecha K, Choksi DB, Pandya S (2018) Implementation of novel load balancing technique in cloud computing environment … on computer communication and informatics (ICCCI)
67.
Patel W, Pandya S, Mistry V (2016) i-MsRTRM: Developing an IoT based intelligent medicare system for real-time remote health monitoring-2016. In: 8th international conference on computational
68.
Wandra KH, Pandya S (2012) A survey on various issues in wireless sensor networks. Int J Sci Eng
69.
Swarndeep Saket J, Pandya S Implementation of extended K-Medoids algorithms to increase efficiency and scalability using large dataset. Int J Comput Appl
70.
BholaYO, Socha BN, Pandya SB, Dubey RP, Patel MK (2019) Molecular structure, DFT studies, Hirshfeld surface analysis, energy frameworks, and molecular docking studies of novel (E)-1-(4-chlorophenyl)-5-methyl-N′-((3-methyl-5-phenoxy-1-phenyl-1H-pyrazol-4-yl) methylene)-1H-1, 2, 3-triazole-4-carbohydrazide. Molecul Crystals Liquid Crystals
71.
Patel WD, Pandya S, Koyuncu B, Ramani B, Bhaskar S (2019) NXTGeUH: LoRaWAN based NEXT generation ubiquitous healthcare system for vital signs monitoring & falls detection. In: 2018 IEEE Punecon
72.
Dandvate HS, Pandya S (2016) New approach for frequent item set generation based on Mirabit hashing algorithm. In: 2016 international conference on inventive
73.
Swarndeep SJ, Pandya S (2016) Implementation of extended k-medoids algorithm to increase efficiency and scalability using large datasets. Int J Comput Appl
74.
Wandra K, Pandya S (2014) Centralized timestamp based approach for wireless sensor networks. Int J Comput Appl
75.
Garg D, Goel P, Pandya S, Ganatra A, Kotecha K (2002) A deep learning approach for face detection using YOLO. In: 2018 IEEE Punecon
76.
Sur A, Pandya S, Sah RP, Kotecha K, Narkhede S (2020) Influence of bed temperature on performance of silica gel/methanol adsorption refrigeration system at adsorption equilibrium. Particul Sci Technol
77.
Sur S, Sah RP, Pandya S (2020) Milk storage system for remote areas using solar thermal energy and adsorption cooling. Mater Today Proc
78.
Cohen JM, Pandya S, Tangirala K, Krasenbaum LJ (2020) Treatment patterns and characteristics of patients prescribed AJOVY Emgality, or Aimovig,—Headache
79.
Cohen JM, Pandya S, Krasenbaum LJ, Thompson SF (2020) A real-world perspective of patients with episodic migraine or chronic migraine prescribed AJOVY in the United States. Headache
80.
Barot V, Kapadia V, Pandya S (2020) QoS enabled IoT based low cost air quality monitoring system with power consumption optimization. Cybernet Inform Technol
81.
Ghayvat H, Pandya S, Patel S (2019) Proposal and preliminary fall-related activities recognition in indoor environment. In: 2019 IEEE 19th international conference on
82.
Akbarzadeh S, Ren H, Pandya S, Chouhan A, Awais M (2019) Smart aging system
83.
Ghayvat H, Pandya S (2018) Wellness sensor network for modeling activity of daily livings–proposal and off-line preliminary analysis. In: 2018 4th international conference on computing
84.
Awais M, Kotecha K, Akbarzadeh S,Pandya S (2018) Smart home anti-theft system
85.
Patel M, Pandya S, Patel S (2017) Hand gesture based home control device using IoT. Int J Adv Res
86.
Pandya S, Yadav AK, Dalsaniya N, Mandir V Conceptual study of agile software development
87.
Samani MD, Karamta M, Bhatia J, Potdar MB (2016) Intrusion detection system for DoS attack in cloud. Int J Appl Informat Syst
88.
Review on various security threats & solutions and network coding based security approach for VANET
89.
90.
Review on variants of reliable and security aware peer to peer content distribution using network coding
91.
Patel P, Bhatia J (2012) Nirma University International Conference on
92.
Bhatia J, Kakadia P, Bhavsar M, Tanwar S (2019) SDN-enabled network coding based secure data dissemination in VANET environment IEEE Internet Things J
Metadata
Title
Smart Aging Wellness Sensor Networks: A Near Real-Time Daily Activity Health Monitoring, Anomaly Detection and Alert System
Authors
Sharnil Pandya
Mayur Mistry
Ketan Kotecha
Anirban Sur
Asif Ghanchi
Vedant Patadiya
Kuldeep Limbachiya
Anand Shivam
Copyright Year
2021
Publisher
Springer Singapore
Book
Proceedings of Second International Conference on Computing, Communications, and Cyber-Security

Print ISBN: 978-981-16-0732-5

Electronic ISBN: 978-981-16-0733-2

Copyright Year: 2021

DOI
https://doi.org/10.1007/978-981-16-0733-2_1