This invention relates to Machine learning-based meal suggestion system having food recipes and smart reminder.
Background of the Invention
RU2743194C1 the existence of one or more robotic handles characterizes a robotic kitchen system (embodiments), a control technique, and a kitchen module with usage thereof (embodiments). one or more end working members for medium interaction, coupled to one or more robotic manipulator hands, one or more end working members for medium interaction, and one or more end working members for medium interaction, and contain at least one of the following: at least one processor connected to one or more robotic hands-manipulators, including one or more fingers, one or more gripping devices, including one or more fingers, and one or more retainers; and at least one processor connected to one or more robotic hands-manipulators, including one or more fingers, one or more gripping devices, including one or more fingers, and one or more retainers which operates to obtain an electronic file corresponding to the recipe, the electronic file including a computer-executable sequential robotized recipe script and is created based on a combination of data on the recipe maker studio, measured by one or more sensors in the recipe maker studio system; and control of one or more robotic hands-manipulators and one or more end working members for interaction with medium for recipe reproduction by performing computer sequential robotized recipe script.
Research Gap: We are using this for giving suggestions to humans for recipes preparation in less time with proper utilization of the oldest vegetables available in the refrigerator. We all also prepare a full day activity planner for the user on basis of their daily activity.
None of the prior art indicate above either alone or in combination with one another disclose what the present invention has disclosed. Present invention is Machine learning-based meal suggestion system having food recipes and smart reminder
SUMMARY OF THE INVENTION
This summary is provided to introduce a selection of concepts, in a simplified format, that are further described in the detailed description of the invention.
This summary is neither intended to identify key or essential inventive concepts of the invention and nor is it intended for determining the scope of the invention.
To further clarify advantages and features of the present invention, a more particular description of the invention will be rendered by reference to specific embodiments thereof, which is illustrated in the appended drawings. It is appreciated that these drawings depict only typical embodiments of the invention and are therefore not to be considered limiting of its scope. The invention will be described and explained with additional specificity and detail with the accompanying drawings.
In our daily life, almost every homemaker who is responsible for preparing food struggles for the right recipe for every meal based on the available food items in the house. Each time, that person finds himself/herself in trouble standing in front of an open refrigerator in order to decide the meal to be prepared. The job of a homemaker is not limited to preparing meals for the day. This task is a subpart of his/her entire day’s activities but takes much of the time. That is why we are proposing a “machine learning-based meal suggestion system having food recipes and smart reminder” which will automatically sense the food items that are being kept in the refrigerator and will present full-day meal recipes at the given time through the voice-based module. This system will take care of the food items that are needed to be procured. This automated system will lift off the burden of deciding meals for every day by giving (announcing) suggestions as well as preparing a report for the same in the developed application. Additionally, this system will also take care of all the important assignments of the user for a day by providing an early reminders for each planned activities (meetings, conferences, talks etc.)

BRIEF DESCRIPTION OF THE DRAWINGS
The illustrated embodiments of the subject matter will be understood by reference to the drawings, wherein like parts are designated by like numerals throughout. The following description is intended only by way of example, and simply illustrates certain selected embodiments of devices, systems, and methods that are consistent with the subject matter as claimed herein, wherein:
Fig. 1 Profile Creation for Different Users
Fig. 2 Item Storage in the Refrigerator
Fig. 3 Suggestion System
Fig. 4 Reminder System for Profile Creation
Fig. 5 Reminder System for Food Item
The figures depict embodiments of the present subject matter for the purposes of illustration only. A person skilled in the art will easily recognize from the following description that alternative embodiments of the structures and methods illustrated herein may be employed without departing from the principles of the disclosure described herein.
DETAILED DESCRIPTION OF THE INVENTION
The detailed description of various exemplary embodiments of the disclosure is described herein with reference to the accompanying drawings. It should be noted that the embodiments are described herein in such details as to clearly communicate the disclosure. However, the amount of details provided herein is not intended to limit the anticipated variations of embodiments; on the contrary, the intention is to cover all modifications, equivalents, and alternatives falling within the scope of the present disclosure as defined by the appended claims.
It is also to be understood that various arrangements may be devised that, although not explicitly described or shown herein, embody the principles of the present disclosure. Moreover, all statements herein reciting principles, aspects, and embodiments of the present disclosure, as well as specific examples, are intended to encompass equivalents thereof.
The terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting of example embodiments. As used herein, the singular forms “a",” “an” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will be further understood that the terms “comprises,” “comprising,” “includes” and/or “including,” when used herein, specify the presence of stated features, integers, steps, operations, elements and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components and/or groups thereof.
It should also be noted that in some alternative implementations, the functions/acts noted may occur out of the order noted in the figures. For example, two figures shown in succession may, in fact, be executed concurrently or may sometimes be executed in the reverse order, depending upon the functionality/acts involved.
In addition, the descriptions of "first", "second", “third”, and the like in the present invention are used for the purpose of description only, and are not to be construed as indicating or implying their relative importance or implicitly indicating the number of technical features indicated. Thus, features defining "first" and "second" may include at least one of the features, either explicitly or implicitly.
Unless otherwise defined, all terms (including technical and scientific terms) used herein have the same meaning as commonly understood by one of ordinary skill in the art to which example embodiments belong. It will be further understood that terms, e.g., those defined in commonly used dictionaries, should be interpreted as having a meaning that is consistent with their meaning in the context of the relevant art and will not be interpreted in an idealized or overly formal sense unless expressly so defined herein.
These and other advantages of the present subject matter would be described in greater detail with reference to the following figures. It should be noted that the description merely illustrates the principles of the present subject matter. It will thus be appreciated that those skilled in the art will be able to devise various arrangements that, although not explicitly described herein, embody the principles of the present subject matter and are included within its scope.
Best Method of working:
The first step in the proposed system is to create users’ profiles in the database. These profiles will contain basic attributes (age, gender, cuisine choices, types of diets - herbivores, carnivores or omnivores, number of meals per day, anamnesis - if any etc.). These family members’ profiles will lay the foundations to serve the recipe options to the user. Additionally, a number of ad-hoc “guest profiles” can be created on-demand having less necessary attributes (types of diets, number of meals per day etc.)
The next step is focused on the storage of the smart refrigerator. This refrigerator is the main component of the proposed system which will take care of the food items, their quantities, date of storage etc. At the first iteration, these items will be stored manually. In later iterations, smart refrigerators will automatically recognize the item and its associated attributes with the help of applied machine learning algorithms and will update its storage database.
In the third step, the smart refrigerator will predict the possible recipes that can be made from the available ingredients and also predict the number of people who can consume those. If the user wants to make a recipe, the system will identify the necessary food items from its storage and will present a report based on the available capacity. If any of the items are missing or less in quantity, the system will also announce the same. By default, any recipe that will be predicted by the system will be for all the listed profiles. If there is any change in the number of profiles, the quantity of the food items will automatically be changed.
The prime feature of the proposed system is its automated, in-time voice-based reminder module which will be one of the communication mediums with the user. The reminder module works constantly with the alignment of each of the processes in the system. On the setting page, this reminder module can be customized.
Following are the phases when this reminder module will be activated: -
Phase - I: - This is the phase where all the credentials of the users will be inserted into the system. If any of the required credentials are left unfilled, the reminder module promptly intimates the user to fill in the asked details. After successful completion of the task, the reminder module will tell about the next step.
Phase - II: - This phase is used when all the food items will be stored in the refrigerator. The reminder module will repeat the items that will be kept in the refrigerator. Along with the items, there will be other attributes such as type of food (Vegetarian or non-vegetarian), date of storage, quantity etc.
Phase - III: - The reminder system will announce the available meal(s) suggestions based on the procured food items in the refrigerator on a pre-defined time set by the user. Although, this phase can be activated at any point in time. But, it will announce suggestions to only those meals that have not been prepared yet. Announcement for all the prepared meals for the day will not be done.
Phase - IV: - When any food item is taken from or kept into the storage (refrigerator), the storage list will be updated automatically with the help of a vision sensor installed in the fridge. Each time any item is taken out or kept into the refrigerator, the reminder system will announce the food_item with its approximate quantity and in parallel will add/remove the food items from the list of suggested recipes and will update the recipes list accordingly.
ADVANTAGES OF THE INVENTION:
• The proposed system will reduce the time taken to decide the meal by the homemaker
• It will protect the food items and their optimal utilization by placing them in high priority.
• This system will provide an effective time management.
• This system is effective to maintain the important day activities (meetings, conferences etc.) by giving early reminders.
• This system will take care of the necessary nutrition for each individual in the family by providing the medical history based recipes suggestions.

We Claim:

1. A Machine learning-based meal suggestion system having food recipes and smart reminder comprises in-time voice-based reminder module which is one of the communication mediums with the user; wherein the reminder module works constantly with the alignment of each of the processes in the system; On the setting page, this reminder module is customized.
2. The system as claimed in claim 1, wherein Phase – I is the phase where all the credentials of the users is inserted into the system. If any of the required credentials are left unfilled, the reminder module promptly intimates the user to fill in the asked details; and after successful completion of the task, the reminder module will tell about the next step.
3. The system as claimed in claim 1, wherein Phase – II is used when all the food items are stored in the refrigerator; and the reminder module repeats the items that will be kept in the refrigerator; and Along with the items, there are other attributes such as type of food (Vegetarian or non-vegetarian), date of storage, quantity.
4. The system as claimed in claim 1, wherein Phase – III is reminder system announces the available meal(s) suggestions based on the procured food items in the refrigerator on a pre-defined time set by the user; and although, this phase is activated at any point in time; But, it announces suggestions to only those meals that have not been prepared yet; and Announcement for all the prepared meals for the day will not be done.
5. The system as claimed in claim 1, wherein Phase - IV: When any food item is taken from or kept into the storage (refrigerator), the storage list is updated automatically with the help of a vision sensor installed in the fridge. Each time any item is taken out or kept into the refrigerator, the reminder system will announce the food item with its approximate quantity and in parallel add/remove the food items from the list of suggested recipes and will update the recipes list accordingly.