Smart Module Design for Refrigerators based on Inception-V3 CNN Architecture

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

“…Chakilam et al [13] 2021 DHT11 Gupta et al [28] 2021 Arduino Uno (Steinhart) Jain et al [36] 2021 DHT11 Krishnamoorthy et al [46] 2021 X Nadar et al [58] 2021 DHT11…”

“…Zhongmin et al [93] 2018 ZP07 Ringe et al [72] 2019 X Shariff et al [78] 2019 X Chakilam et al [13] 2021 MQ3 Gull et al [27] 2021 eNose System (Fruits/Vegetables: MQ3, Meat:MQ135) Jain et al [36] 2021 MQ3…”

“…Jain et al [36] 2021 HX711 Nadar et al [58] 2021 HX711 Sane et al [76] 2021 X Nejakar et al [63] 2022 HX711 [62] 2011 X Rouillard [73] 2012 X Kaldeli et al [38] 2013 X Gürüler [30] 2015 X Kale et al [39] 2015 X Panchal et al [67] 2015 X Esmaeili [5] 2017 X Hafidh et al [32] 2017 X Bayya [9] 2019 X Shariff et al [78] 2019 X Das et al [16] 2020 X Datey [17] 2021 X Jaipriya et al [37] 2021 X Krishnamoorthy et al [46] 2021 X [44] 2011 X Hou et al [35] 2013 X Kaldeli et al [38] 2013 X Son et al [82] 2014 X Osisanwo et al [65] 2015 X Calegari et al [12] 2016 X Floarea et al [23] 2016 X Hachani et al [31] 2016 UHF Esmaeili [5] 2017 X Qiao et al [70] 2017 X Shama et al [77] 2017 X Anand et al [6] 2018 X Hossain et al [34] 2018 X Abdel-Basset et al [2] 2019 X Bayya [9] 2019 X Ferrero et al [22] 2019 X Shariff et al [78] 2019 X Mohammad et al [56] 2020 X Jaipriya et al [37] 2021 X Nejakar et al [63] 2022 X [73] 2012 X Hou et al [35] 2013 X Edward et al [19] 2017 X Hossain et al [34] 2018 X A...…”

“…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.…”