IDENTIFYING DATA SOURCES FOR MEASURING SUSTAINABILITY PARAMETERS
An enterprise system may include one or more facility level devices of an enterprise and a sustainability platform system that obtains a sustainability action plan associated with improving one or more sustainability parameters of the enterprise and simulates missing data relevant for measuring an effectiveness of the sustainability action plan and unavailable for use by the sustainability platform system to generate simulated sustainability data. Additionally, the sustainability platform system may determine whether the sustainability action plan is effective to cause the sustainability parameters to be within one or more target thresholds, one or more target ranges, or both based on the simulated sustainability data and in response to determining that the sustainability action plan is effective, send one or more commands to the facility level devices to cause the facility level devices to adjust one or more respective operations according to the sustainability action plan.
1 . An enterprise system comprising:
one or more facility level devices of an enterprise; and
a sustainability platform system configured to:
obtain a sustainability action plan associated with improving one or more sustainability parameters of the enterprise;
simulate missing data relevant for measuring an effectiveness of the sustainability action plan and unavailable for use by the sustainability platform system to generate simulated sustainability data;
determine whether the sustainability action plan is effective to cause the one or more sustainability parameters to be within one or more target thresholds, one or more target ranges, or both based on the simulated sustainability data; and
in response to determining that the sustainability action plan is effective, send one or more commands to the one or more facility level devices associated with the enterprise to cause the one or more facility level devices to adjust one or more respective operations according to the sustainability action plan.
2 . The enterprise system of claim 1 , wherein the sustainability platform system is configured to:
obtain a sustainability model representative of a state of operations of the enterprise;
identify one or more data sources relevant for measuring the effectiveness of the sustainability action plan; and
identify one or more missing data sources of the one or more data sources, wherein the one or more missing data sources comprises the missing data.
3 . The enterprise system of claim 2 , wherein the one or more data sources comprises one or more sensors of the one or more facility level devices, the one or more sensors configured to measure operational parameters of the one or more facility level devices, and wherein the sustainability platform system is configured to determine whether the sustainability action plan is effective based on the simulated sustainability data and the measured operational parameters.
4 . The enterprise system of claim 2 , wherein the sustainability platform system is configured to obtain the sustainability model by:
receiving enterprise data indicative of the state of operations of a portion of the enterprise associated with a geographical region, wherein the state of operations of the portion of the enterprise comprises a listing of the one or more facility level devices and emissions data corresponding to the one or more facility level devices; and
generating the sustainability model based on the enterprise data.
5 . The enterprise system of claim 2 , wherein the sustainability platform system is configured to obtain the sustainability action plan by:
identifying one or more engineering workflow systems correlating with the sustainability model and associated with the one or more sustainability parameters; and
determining, via the identified one or more engineering workflow systems, the sustainability action plan associated with improving at least one sustainability parameter of the one or more sustainability parameters based on enterprise data indicative of the state of operations of the enterprise.
6 . The enterprise system of claim 1 , wherein the sustainability platform system is configured to simulate the missing data via a machine learning model that correlates independent measured variables to the simulated sustainability data, by estimating the simulated sustainability data based on proxy data sources, by estimating the simulated sustainability data based on prior data associated with a time period prior to implementation of the sustainability action plan, or any combination thereof.
7 . The enterprise system of claim 1 , wherein the sustainability platform system is configured to:
in response to determining that the sustainability action plan is not effective, select an alternate sustainability action plan; and
send one or more second commands to the one or more facility level devices associated with the enterprise to cause the one or more facility level devices to adjust the one or more respective operations according to the alternate sustainability action plan.
8 . The enterprise system of claim 7 , wherein the sustainability platform system is configured to generate the alternate sustainability action plan based on the simulated sustainability data.
9 . A method comprising:
obtaining, via a computing system, a sustainability action plan associated with improving one or more sustainability parameters of an enterprise;
simulating, via the computing system, missing data relevant for measuring an effectiveness of the sustainability action plan and unavailable for use by the computing system to generate simulated sustainability data;
determining, via the computing system, whether the sustainability action plan is effective to cause the one or more sustainability parameters to be within one or more target thresholds, one or more target ranges, or both based on the simulated sustainability data; and
in response to determining that the sustainability action plan is effective, sending, via the computing system, one or more commands to one or more devices associated with the enterprise to cause the one or more devices to adjust one or more respective operations according to the sustainability action plan.
10 . The method of claim 9 , comprising:
obtaining, via the computing system, a sustainability model representative of a state of operations of the enterprise;
identifying, via the computing system, one or more data sources relevant for measuring the effectiveness of the sustainability action plan; and
identifying, via the computing system, identify one or more missing data sources of the one or more data sources, wherein the one or more missing data sources comprises the missing data.
11 . The method of claim 10 , comprising:
sending, via the computing system, a notification indicative of the one or more missing data sources to a user device; and
receiving, via the computing system, additional data via the user device to supplement the missing data.
12 . The method of claim 10 , comprising:
receiving, via the computing system, enterprise data indicative of the state of operations of a portion of the enterprise associated with a geographical region, wherein the state of operations of the portion of the enterprise comprises a listing of the one or more devices and emissions data corresponding to the one or more devices; and
generating, via the computing system, the sustainability model based on the enterprise data.
13 . The method of claim 10 , wherein obtaining the sustainability action plan comprises:
identifying one or more engineering workflow systems correlating with the sustainability model and associated with the one or more sustainability parameters; and
determining, via the identified one or more engineering workflow systems, the sustainability action plan associated with improving at least one sustainability parameter of the one or more sustainability parameters based on enterprise data indicative of the state of operations of the enterprise.
14 . The method of claim 9 , wherein the one or more sustainability parameters comprise a carbon footprint of the one or more devices, a water usage of the one or more devices, a waste output of the one or more devices, a greenhouse gas emission of the one or more devices, or any combination thereof.
15 . The method of claim 9 , comprising:
in response to determining that the sustainability action plan is not effective, generating, via the computing system, an alternate sustainability action plan based on the simulated sustainability data; and
sending, via the computing system, one or more second commands to the one or more devices associated with the enterprise to cause the one or more devices to adjust the one or more respective operations according to the alternate sustainability action plan.
16 . A non-transitory, machine-readable medium comprising instructions that, when executed by one or more processors, cause the one or more processors to perform operations comprising:
obtaining a sustainability action plan associated with improving one or more sustainability parameters of an enterprise;
simulating missing data relevant for measuring an effectiveness of the sustainability action plan and unavailable for use to generate simulated sustainability data;
determining whether the sustainability action plan is effective to cause the one or more sustainability parameters to be within one or more target thresholds, one or more target ranges, or both based on the simulated sustainability data; and
in response to determining that the sustainability action plan is effective, sending one or more commands to one or more devices associated with the enterprise to cause the one or more devices to adjust one or more respective operations according to the sustainability action plan.
17 . The non-transitory, machine-readable medium of claim 16 , wherein simulating the missing data comprises providing to a machine learning model independent measured variables that correlate to the simulated sustainability data, estimating the simulated sustainability data based on proxy data sources, estimating the simulated sustainability data based on prior data associated with a time period prior to implementation of the sustainability action plan, or any combination thereof.
18 . The non-transitory, machine-readable medium of claim 16 , wherein the operations comprise:
obtaining a sustainability model representative of a state of operations of the enterprise;
identifying one or more data sources relevant for measuring the effectiveness of the sustainability action plan; and
identifying identify one or more missing data sources of the one or more data sources, wherein the one or more missing data sources comprises the missing data.
19 . The non-transitory, machine-readable medium of claim 18 , wherein obtaining the sustainability action plan comprises:
identifying one or more engineering workflow systems correlating with the sustainability model and associated with the one or more sustainability parameters; and
determining, via the identified one or more engineering workflow systems, the sustainability action plan associated with improving at least one sustainability parameter of the one or more sustainability parameters based on enterprise data indicative of the state of operations of the enterprise.
20 . The non-transitory, machine-readable medium of claim 19 , wherein the operations comprise:
in response to determining that the sustainability action plan is not effective, generating an alternate sustainability action plan based on the simulated sustainability data; and
sending one or more second commands to the one or more facility level devices associated with the enterprise to cause the one or more facility level devices to adjust the one or more respective operations according to the alternate sustainability action plan.