Weighing the shopping benefits of a smarter refrigerator

Using IoT and AI to replenish household food supplies: A systematic review

“…The other tag is called an RFID passive tag, and this type of tag does not require a battery as the tag will automatically activate once it becomes close to the RFID reader, and the information recorded in this tag cannot be changed. A tag will be attached to each object, [39] 2015 X Prapulla et al [69] 2015 X Goeddel et al [26] 2017 X Hafidh et al [32] 2017 X Qiao et al [70] 2017 X Anand et al [6] 2018 HX711 Fujiwara et al [24] 2018 KD-320 by TANITA and HX711-M Hossain et al [34] 2018 Flexi Forse A401 Rezwan et al [71] 2018 X Zhongmin et al [93] 2018 X Ahmed and Rajesh [4] 2019 X Bayya [9] 2019 X Khan et al [41] 2019 HX711 Narayan et al [60] 2019 HX711 Ringe et al [72] 2019 X Kore et al [45] 2020 HX711 Mallikarjun et al [52] 2020 HX711 Velasco et al [86] 2020 X Datey [17] 2021 X Gull et al [27] 2021 HX711 Gupta et al [28] 2021 HX711…”

“…Hachani et al [31] 2016 Cloud service Kwon et al [47] 2016 Apache Web Server-MSQL Goeddel et al [26] 2017 Cloud Qiao et al [70] 2017 Cloud-based Platform Shama et al [77] 2017 X Wu et al [89] 2017 Google Firebase Anand et al [6] 2018 Google Firebase Hossain et al [34] 2018 ThingSpeak Nasir et al [61] 2018 ThingSpeak Rezwan et al [71] 2018 Web Application GUI Ahmed and Rajesh [4] 2019 Google Firebase…”

“…A checkmark (X) will indicate that the system introduced by each author included that component. The checkmark will be [67] 2015 X Goeddel et al [26] 2017 X Shweta [81] 2017 X Nasir et al [61] 2018 PLX-DAQ and MS Excel Pachón et al [66] 2018 X Barfeh et al [8] 2019 X Sharma et al [79] 2019 X Das et al [16] 2020 X Kore et al [45] 2020 A database uses the root (.CVS) Datey [17] 2021 X Krishnamoorthy et al [46] 2021 X Sharma et al [80] 2021 X [47] 2016 Camera module Goeddel et al [26] 2017 Camera module with Python coding Shweta [81] 2017 Camera module Wu et al [89] 2017 X Anand et al [6] 2018 Adafruit Pachón et al [66] 2018 Camera module Khan et al [41] 2019 Camera module Ringe et al [72] 2019 Webcam Sharma et al [79] 2019 Camera module Avinash et al [7] 2020 Camera module Dong et al [18] 2020 Camera module Kore et al [45] 2020 Camera module Mallikarjun et al [52] 2020 Camera module-INTEXIT-305EC Mohammad et al [56] 2020 Camera module-CMOS Nagarajua et al [59] 2020 Camera module Saha et al [74] 2020 Camera module Velasco et al [86] 2020 Webcam Chakilam et al [13] 2021 Camera module Che Soh et al [14] 2021 Camera module Datey [17] 2021 Camera module Jain et al [36] 2021 Camera module Lee et al [48] 2021 Camera module Sane et al [76] 2021 Camera module Sharma et al [80] 2021 Camera module Nejakar et al [63] 2022 Webcam…”

“…Edward et al [19] 2017 IoT Proposed a system with JavaScript code used for auto-replenishment using an IR sensor and barcode scanner. Goeddel et al [26] 2017 AIoT Proposed a system with algorithms for shopping list creation using image recognition and weighing sensors. Hafidh et al [32] 2017 IoT Proposed a system that tracks the stored items quantity and uses email to alert a user.…”

“…Not all barcode tags are the same. Goeddel et al [26] The proposed system is only conceptual. Automation and additional input sensor to help in tracking the inventory level status could make it more comprehensive.…”