Quantified-self machines, circuits and interfaces reflexively related to food fabricator machines and circuits

• US 10,318,123 B2
• Filed: 07/30/2014
• Issued: 06/11/2019
• Est. Priority Date: 03/31/2014
• Status: Active Grant

• Current Assignee: Elwha LLC (Intellectual Ventures LLC)
• Original Assignee: Elwha LLC (Intellectual Ventures LLC)
• Inventors: Hyde, Roderick A., Ishikawa, Muriel Y., Kare, Jordin T., Leuthardt, Eric C., Levien, Royce A., Lord, Richard T., Lord, Robert W., Malamud, Mark A., Myhrvold, Nathan P., Sweeney, Elizabeth A., Tegreene, Clarence T., Whitmer, Charles, Wood, Jr., Lowell L., Wood, Victoria Y. H.
• Primary Examiner(s): Small, Naomi J
• Application Number:
  US14/447,467
• Publication Number:
  US 20150279171A1
• Time in Patent Office: 1,777 Days
• Field of Search: 34053912
• CPC Class Codes: G06F 3/04842 Selection of displayed objects or displayed text elements G06F3/0482 takes precedence
• CPC Class Codes: G06Q 10/10 Office automation; Time management
• CPC Class Codes: G06Q 50/01 Social networking

Abstract

A semiconductor-transistor-based system and device that are designed to, but are not limited to: electronically outputting electronic-semiconductor-transistor-voltage-level-based-state-machine-assisted-user-menu-selection display associated with electronic-semiconductor-transistor-voltage-level-based-state-machine-assisted collection of user-physiological information, associated with electronic-semiconductor-transistor-voltage-level-based-state-machine-assisted collection of user-conduct information, and associated with electronic-semiconductor-transistor-voltage-level-based-state-machine-assisted obtaining of food-based information. In addition to the foregoing, other method aspects are described in the claims, drawings, and text forming a part of the present disclosure.

Claims

1. A system comprising:

at least one quantified-self data system device including one or more electronic devices including at least;

circuitry configured for electronically displaying at least one user menu selection display for viewing by at least one user of at least one biological information data device, the at least one menu selection display configured for displaying a plurality of menu options including at least one option associated with automated collection of user physiological information, at least one option associated with automated collection of user conduct information, and at least one option associated with automated obtaining of food-based information;

circuitry configured for electronically receiving from the at least one user indication of selection of at least one item from the menu selection display;

circuitry configured for electronically determining, at least partly from the at least one user indication of selection of at least one item, at least selection of automated current electronically-sampled collection of user physiological information and user conduct information via communicative control of the at least one biological information data device associated with the at least one user, and selection of automated obtaining of food-based information via communicative control of one or more food fabrication machines located in proximity to the at least one user;

circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user; and

circuitry configured for electronically formulating one or more instructions directing at least one aspect of food production for transmission to one or more food production machines including at least electronically analyzing the current user physiological information and the current user conduct information for determining statistical correlation with the food-based information and determining the at least one aspect of food production associated with the one or more food production machines located in proximity to the at least one user to optimize and tailor the at least one aspect of food production to the current physiological information and the current user conduct information associated with the at least one user.

2. The system of claim 1 wherein the circuitry configured for electronically displaying at least one user menu selection display for viewing by at least one user of at least one biological information data device comprises:

circuitry configured for electronically displaying at least one user menu selection display for activating collection of user functional status data.

3. The system of claim 2 wherein the circuitry configured for electronically displaying at least one user menu selection display for activating collection of user functional status data comprises:

circuitry configured for electronically displaying at least one user menu selection display for activating collection of user functional status data including at least in part electronically-involved user performance status.

4. The system of claim 3 wherein the circuitry configured for electronically displaying at least one user menu selection display for activating collection of user functional status data including at least in part electronically-involved user performance status comprises:

circuitry configured for electronically displaying at least one user menu selection display for activating collection of user functional status data including at least in part electronically-involved vocationally-related user performance status.

5. The system of claim 3 wherein the circuitry configured for electronically displaying at least one user menu selection display for activating collection of user functional status data including at least in part electronically-involved user performance status comprises:

circuitry configured for electronically displaying at least one user menu selection display for activating collection of user functional status data including at least in part electronically-involved user athletic performance status.

6. The system of claim 3 wherein the circuitry configured for electronically displaying at least one user menu selection display for activating collection of user functional status data including at least in part electronically-involved user performance status comprises:

circuitry configured for electronically displaying at least one user menu selection display for activating collection of user functional status data including at least in part electronically-involved user education performance status.

7. The system of claim 1 wherein the displaying at least one user menu selection display for viewing by at least one user of at least one biological information data device comprises:

at least one of;

circuitry configured for electronically displaying at least one user menu selection display for activating collection of food-based information regarding food dispensing aspects from one or more food production machines;

circuitry configured for electronically displaying at least one user menu selection display for obtaining food-based information regarding one or more food ingredient processing aspects;

circuitry configured for electronically displaying at least one user menu selection display for obtaining food-based information regarding one or more food ingredient packaging aspects;

circuitry configured for electronically displaying at least one user menu selection display for obtaining food-based information from one or more food recipe information services;

circuitry configured for electronically displaying at least one user menu selection display for obtaining food-based information for food preparation timing;

circuitry configured for electronically displaying at least one user menu selection display for obtaining food-based information regarding food nutrition factors from one or more food nutrition information services;

or

circuitry configured for electronically displaying at least one user menu selection display for obtaining food-based information for one more ingredient quantities.

8. The system of claim 1 wherein the circuitry configured for electronically displaying at least one user menu selection display for viewing by at least one user of at least one biological information data device comprises:

circuitry configured for electronically displaying at least one user menu selection display for activating collection of user physiological information of the user as at least in part invasive or noninvasive user physiological information.

9. The system of claim 8 wherein the circuitry configured for electronically displaying at least one user menu selection display for activating collection of user physiological information of the user as at least in part invasive or noninvasive user physiological information comprises:

circuitry configured for electronically displaying at least one user menu selection display for activating collection of user physiological information as at least in part involving molecular markers.

10. The system of claim 8 wherein the circuitry configured for electronically displaying at least one user menu selection display for activating collection of user physiological information of the user as at least in part invasive or noninvasive user physiological information comprises:

circuitry configured for electronically displaying at least one user menu selection display for activating collection of user physiological information as at least in part involving analytes.

11. The system of claim 1 wherein the circuitry configured for electronically receiving from the at least one user indication of selection of at least one item from the menu selection display comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining of food-based information regarding food fabrication factors from one or more food fabricator machines.

12. The system of claim 11 wherein the circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining of food-based information regarding food fabrication factors from one or more food fabricator machines comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining of food based information from one or more food fabricator machines.

13. The system of claim 1 wherein the circuitry configured for electronically receiving from the at least one user indication of selection of at least one item from the menu selection display comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with collection of physiological information and collection of user-conduct information as at least in part portable-electronically-involved monitoring.

14. The system of claim 13 wherein the circuitry configured for receiving indication of selection of at least one user menu selection of data associated with collection of physiological information and collection of user-conduct information as at least in part portable-electronically-involved monitoring comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with collection of physiological information and collection of user-conduct information as at least in part ear-couplable-electronically-involved monitoring.

15. The system of claim 13 wherein the circuitry configured for receiving indication of selection of at least one user menu selection of data associated with collection of physiological information and collection of user-conduct information as at least in part portable-electronically-involved monitoring comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with collection of physiological information and collection of user-conduct information regarding at least in part handheld-electronically-involved monitoring.

16. The system of claim 1 wherein the circuitry configured for electronically receiving from the at least one user indication of selection of at least one item from the menu selection display comprises:

at least one of;

circuitry configured for receiving data associated with food component aspects from one or more food fabricator machines;

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information including fat related food ingredient availability;

or

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information including micronutrient related food ingredient availability.

17. The system of claim 1 wherein the circuitry configured for electronically receiving from the at least one user indication of selection of at least one item from the menu selection display comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information regarding food component aspects from one or more food recipe information services.

18. The system of claim 17 wherein the circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information regarding food component aspects from one or more food recipe information services comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information including gustatory component information.

19. The system of claim 17 wherein the circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information regarding food component aspects from one or more food recipe information services comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information including information involved with one or more full course meals.

20. The system of claim 1 wherein the circuitry configured for electronically receiving from the at least one user indication of selection of at least one item from the menu selection display comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information regarding electronically involved food dispensing aspects from one or more food nutrition information services.

21. The system of claim 20 wherein the circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information regarding electronically involved food dispensing aspects from one or more food nutrition information services comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information regarding one or more food ingredient combining procedures.

22. The system of claim 20 wherein the circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information regarding electronically involved food dispensing aspects from one or more food nutrition information services comprises:

circuitry configured for receiving indication of selection of at least one user menu selection of data associated with obtaining food-based information regarding one or more food ingredient assembling procedures.

23. The system of claim 1 wherein the circuitry configured for electronically formulating one or more instructions directing at least one aspect of food production for transmission to one or more food production machines comprises:

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding at least in part one or more food-based ingredient fabrication factors.

24. The system of claim 23 wherein the circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding at least in part one or more food-based ingredient fabrication factors comprises:

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding performance direction based upon reception of one or more food-based ingredient ratios.

25. The system of claim 23 wherein the circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding at least in part one or more food-based ingredient fabrication factors comprises:

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more food-based ingredient fabrication timing factors.

26. The system of claim 1 wherein the circuitry configured for electronically formulating directing at least one aspect of food production for transmission to one or more food production machines comprises:

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more electronically controlled food-based ingredient dispensing procedures.

27. The system of claim 26 wherein the circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more electronically controlled food-based ingredient dispensing procedures comprises:

at least one of;

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more electronically controlled food-based ingredient combining procedures;

or

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more electronically controlled food-based ingredient manufacturing procedures.

28. The system of claim 1 wherein the circuitry configured for electronically formulating one or more instructions directing at least one aspect of food production for transmission to one or more food production machines comprises:

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more food-based ingredient categories.

29. The system of claim 28 wherein the circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more food-based ingredient categories comprises:

at least one of;

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more food-based ingredient proteins;

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more food-based ingredient micronutrients;

or

circuitry configured for electronically formulating one or more instructions including at least specification of one or more ingredients and one or more processes for directing food production for transmission to the one or more food production machines from electronic analysis of at least partly data regarding one or more food-based ingredient gustatory components.

30. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

at least one of;

circuitry configured for sampling biological or user conduct data non-invasively or invasively via at least one wearable bio-info/data device regarding physiological status involving at least one of molecular, chemical, analytes, electrolytes, cellular, tissue, organ, skeletal, muscular, immune, lymphatic, cardiovascular, urinary, digestive, respiratory, nervous, endocrine, reproductive, integumentary, sleeping, walking, running, sitting, posture, standing, squatting, lifting, speaking, listening, seeing, driving, eliminating, reacting, ambulating, thinking, location, electrical, disease, structural, movement, sports, or recreation;

circuitry configured for acquiring at least one of visual, audio, tactile, or speech signals indicative of dialogue between speakers for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production;

or

circuitry configured for acquiring data from one or more sensors configured to determine at least of quantity or quality of athletic output of a person.

31. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

circuitry configured for current electronic sampling of at least one of current blood sugar levels or current hormone levels by one or more wearable biological information data devices for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

32. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

circuitry configured for current electronic sampling of at least one of last time food or beverage was consumed, or past or planned activity levels by one or more wearable biological information data devices for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

33. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and extracting at least by word analysis at least one of one or more emotional, intellectual, psychological, or behavioral characteristics of the at least one user that is inconsistent with at least one normative standard associated with at least one profile associated with the at least one user for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

34. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

at least one of;

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and extracting at least by word analysis at least one performance level associated with the at least one user for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production;

or

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and measuring at least one of quality or quantity of performance of at least one activity of the at least one user for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

35. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and determining by at least word analysis at least habit patterns associated with the at least one user for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

36. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and determining at least by word analysis at least time spent in one or more activities associated with the at least one user including statistical analysis for determining at least one of rankings or assessments in comparison with at least one normative standard of the at least one user for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

37. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and detecting at least by word analysis at least preferences associated with at least one of activities, habits, food choices, or associations including at least detecting one or more expressions by the at least one user indicative of one or more goals in terms of at least one of physical fitness, appearance, or mental acuity of the at least one user for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

38. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

at least one of;

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and determining at least by word analysis at least one of concentration levels, amount of involvement, degree of insight and expression, work capacity, interest level, level a distraction, ingenuity, or leadership of the at least one user for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production;

or

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition, determining at least one of volume level, word choice, content of speech, signals of irritation, abrasive content, or method of expression of the at least one user, and extracting at least by word analysis at least one of one or more emotional, intellectual, or psychological characteristics of the at least one user for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

39. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition, determining at least one of communication levels, cooperation levels, interest levels, or selfishness levels of the at least one user, and extracting at least by word analysis at least one of one or more emotional, intellectual, or psychological characteristics of the at least one user for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

40. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

at least one of;

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and extracting at least by word analysis at least one of one or more emotional, intellectual, or psychological characteristics of the at least one user for detection of one or more emotionally-heated dialogue for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production;

or

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and extracting at least by word analysis at least one of one or more emotional, intellectual, or psychological characteristics of the at least one user for detection of at least one of stress level or health level for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

41. The system of claim 1 wherein the circuitry configured for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user includes:

circuitry configured for electronically analyzing monitored dialogue by speech-based pattern recognition and extracting at least by word analysis at least one of one or more emotional, intellectual, or psychological characteristics of the at least one user including at least tracking of at least one of task duration, output level, rest break profiles, or time expended in non-performance activity for pre-production staging in preparation for electronic formulation of instructions for directing at least one aspect of food production.

42. An information system comprising:

means for electronically displaying at least one user menu selection display for viewing by at least one user of at least one biological information data device, the at least one menu selection display configured for displaying a plurality of menu options including at least one option associated with automated collection of user physiological information, at least one option associated with automated collection of user conduct information, and at least one option associated with automated obtaining of food-based information;

means for electronically receiving from the at least one user indication of selection of at least one item from the menu selection display;

means for electronically determining, at least partly from the at least one user indication of selection of at least one item, at least selection of automated current electronically-sampled collection of user physiological information and user conduct information via communicative control of the at least one biological information data device associated with the at least one user, and selection of automated obtaining of food-based information via communicative control of one or more food fabrication machines located in proximity to the at least one user;

means for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user; and

means for electronically formulating one or more instructions directing at least one aspect of food production for transmission to one or more food production machines including at least electronically analyzing the current user physiological information and the current user conduct information for determining statistical correlation with the food-based information and determining the at least one aspect of food production associated with the one or more food production machines located in proximity to the at least one user to optimize and tailor the at least one aspect of food production to the current physiological information and the current user conduct information associated with the at least one user.

43. A device comprising:

one or more interchained semiconductor-transistor-based physical machines ordered for electronically displaying at least one user menu selection display for viewing by at least one user of at least one biological information data device, the at least one menu selection display configured for displaying a plurality of menu options including at least one option associated with automated collection of user physiological information, at least one option associated with automated collection of user conduct information, and at least one option associated with automated obtaining of food-based information;

one or more interchained semiconductor-transistor-based physical machines ordered for electronically receiving from the at least one user indication of selection of at least one item from the menu selection display;

one or more interchained semiconductor-transistor-based physical machines ordered for electronically determining, at least partly from the at least one user indication of selection of at least one item, at least selection of automated current electronically-sampled collection of user physiological information and user conduct information via communicative control of the at least one biological information data device associated with the at least one user, and selection of automated obtaining of food-based information via communicative control of one or more food fabrication machines located in proximity to the at least one user;

one or more interchained semiconductor-transistor-based physical machines ordered for electronically acquiring at least the selected current user physiological information and current user conduct information collected by the at least one biological information data device associated with the at least one user, and the selected food-based information obtained from the one or more food fabrication machines located in proximity to the at least one user; and

one or more interchained semiconductor-transistor-based physical machines ordered for electronically formulating one or more instructions directing at least one aspect of food production for transmission to one or more food production machines including at least electronically analyzing the current user physiological information and the current user conduct information for determining statistical correlation with the food-based information and determining the at least one aspect of food production associated with the one or more food production machines located in proximity to the at least one user to optimize and tailor the at least one aspect of food production to the current physiological information and the current user conduct information associated with the at least one user.