Smart Refrigerator: An IOT and Machine learning based Approach

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

“…Therefore, this type of decision tree method is used, as shown in Table 23. [62] 2011 X Lloret et al [49] 2012 X Sandholm et al [75] 2014 X Prapulla et al [69] 2015 X Panchal et al [67] 2015 X X Edward et al [19] 2017 X Shama et al [77] 2017 X Wu et al [89] 2017 X-Distance (Sharp GP2YOA41SKOF) Anand et al [6] 2018 HC-SR04T Hossain et al [34] 2018 HC-SR04T Barfeh et al [8] 2019 X Bayya [9] 2019 X Khan et al [41] 2019 X Shariff et al [78] 2019 X X Sharma et al [79] 2019 X Mallikarjun et al [52] 2020 X HC-SR04T Velasco et al [86] 2020 X Das et al [16] 2021 X X Jaipriya et al [37] 2021 X Krishnamoorthy et al [46] 2021 X Nejakar et al [63] 2022 X…”

“…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…”

“…Several types of internet protocols are applied in reviewed papers, as shown in Table 13. [52] 2020 Raspberry Pi B3 Mohammad et al [56] 2020 Arduino Saha et al [74] 2020 Raspberry Pi B3 -Python coding and OpenCV library for images Chakilam et al [13] 2021 NodeMCU-8266 and Raspberry Pi Datey [17] 2021 X Gull et al [27] 2021 Arduino Uno IDE Gupta et al [28] 2021 Arduino Uno Jain et al [36] 2021 Arduino and Raspberry Pi 3B+ Jaipriya et al [37] 2021 X Krishnamoorthy et al [46] 2021 Raspberry Pi Nadar et al [58] 2021 NodeMcu Sane et al [76] 2021 Arduino Uno ATmega Sharma et al [80] 2021 Raspberry Pi Nejakar et al [63] 2022 Raspberry Pi [75] 2014 support HTTP POST, GET, JSON Osisanwo et al [65] 2015 X Kwon et al [47] 2016 HTTP Hossain et al [34] 2018 MQTT Abdel-Basset et al [2] 2019 X Narayan et al [60] 2019 MQTT Ringe et al [72] 2019 MQTT and COAP: to support images Mallikarjun et al [52] 2020 MQTT…”

“…Ferrero et al [22] 2019 Google Firebase Khan et al [41] 2019 Google Firebase Ringe et al [72] 2019 X Dong et al [18] 2020 Ubidots dashboard and database Kore et al [45] 2020 API Mallikarjun et al [52] 2020 Google Firebase Nagarajua et al [59] 2020 API Velasco et al [86] 2020 Cloud Server Chakilam et al [13] 2021 Google AI and Google Cloud Che Soh et al [14] 2021 Ubidots dashboard and database Jain et al [36] 2021 Google Firebase Nadar et al [58] 2021 X Sane et al [76] 2021 X ing, and 8) an external interface that allows the IoT platform to be expandable and to be monitored from a mobile device. Different IoT platforms use different systems, as shown in Table 14.…”

“…Calegari et al [12] 2016 X Hachani et al [31] 2016 X Kwon et al [47] 2016 X Edward et al [19] 2017 X Qiao et al [70] 2017 Intelligent terminal Shama et al [77] 2017 X Wu et al [89] 2017 X Fujiwara et al [24] 2018 X Hossain et al [34] 2018 C Nasir et al [61] 2018 PushBullet Rezwan et al [71] 2018 X Ahmed and Rajesh [4] 2019 As User Interface Barfeh et al [8] 2019 Android Ferrero et al [22] 2019 For Voice interaction using Google Assistant SDK Narayan et al [60] 2019 X Ringe et al [72] 2019 Android Abd Elminam et al [1] 2020 X Avinash et al [7] 2020 X Das et al [16] 2020 X Kore et al [45] 2020 X Mallikarjun et al [52] 2020 X Saha et al [74] 2020 X Velasco et al [86] 2020 Android application Datey [17] 2021 X Gupta et al [28] 2021 X Jain et al [36] 2021 Used for monitoring and shopping Krishnamoorthy et al [46] 2021 X Nadar et al [58] 2021 X Sane et al [76] 2021 X Sharma et al [80] 2021 X Nejakar et al [63] 2022 X…”