Problem Statements
How can we ensure that our system provides real-time and uninterrupted monitoring of energy consumption with high accuracy?
How can we gather data from multiple devices in numerous households into a coherent and functional data set for end-user presentation, analysis, and past data history?
How can we quantify the end-user's energy efficiency to provide them with a scoring system that benchmarks their collective data history?
How can we implement artificial intelligence to give reliable insight in cost-saving strategies and advice based on the user's data history?
How can we implement a notification system of potential irregularities within their energy consumption or potential cost-saving opportunities?
How can we implement security measures to protect user data and credentials within the application and device?
How can we design a scalable and reliable infrastructure to accommodate a fast growing user base and ensure uninterrupted service?
Problem Analysis Techniques
Statement-Restatement
How can we ensure that our system provides real-time and uninterrupted monitoring of energy consumption with high accuracy?
Real-time and uninterrupted monitoring of energy consumption with high accuracy. Must address technical implications and user experience, data security, system scalability without numerous fail conditions.
Hardware limitations, communication protocols, data transmission speeds, data privacy regulations, safety standards, budget, user interface, ease of installation, maintenance, development.
Achieving real-time data collection/transmission to cloud with minimal latency
User-friendly interface that is positively received
Verifying robust security measures on both the application and device
Verifying that the system can be properly scaled to accommodate many households in a growing user base
Energy consumption data from breaker
Network connection
User interactions with application and device
Real-time energy consumption data via application
AI-generated insights/tips for energy usage optimizations
User feedback
Technical constraints within inputs
User reactions to product
Current and future regulations to device and user data
Revision Method
The design effort can be reverted to the product or solution rather than specific functions to be achieved if:
Product will face imminent competition from similar products
All efforts in reformulating the problem are currently exhausted
One needs to stimulate creative thinking in generating new design concepts
Source/Cause
Dunker Diagram with PS-DS
Kepner Tregoe (KT) Situation Analysis
Situation Analysis (SA):
Timing
Trend
Impact
- Determining what is known
- Which tasks should be performed
- What order tasks should be completed
Knowns:
Product designed to monitor energy consumption in real-time and provide insights to users for energy optimization
Unknowns:
Specific technical challenges that will arise during real-time data collection/transmission
Feedback of end-users with user interface and AI-generated insights
Potential issues regarding data privacy, security and its regulations
Tasks should be performed (In order)
Define subproblems and root cause
Stakeholder engagement
Problem Prioritization
Corrective Action Planning for Problems
Development of Solutions
Technical Troubleshooting and Debugging
Data Transmission Protocol Verifications
Implementing Corrective Actions
Testing and Validation
Beta-Testing & User Feedback Collection
Documentation and Reporting
Prevention Measures for Newly Realized Issues
Iteration and Improvement
Problem Analysis(PA):
Identity
Location
Timing
Magnitude
- Determine cause of problem or subproblem
Problem for customers is being able to keep track of their ever-increasing energy expenditure as new energy-consuming products currently arise and are available for homeowners to purchase i.e.. dehumidifiers, portable air conditioners, humidifiers, air purifiers, etc.
As millions of homeowners everywhere struggle to pay off utility bills, they need a product to better manage their energy costs and protect their livelihood.
WHAT?
Observations:
Competing products successfully collects and transmits energy consumption data
Group of users interested in understanding and reducing their energy usage
NOT Observed:
Major technical failures or data inaccuracies within initial product testing
Detailed user feedback and behavior post product launch
Constraints:
Technical Limitations
Budget Constraints
Compliance with data privacy and safety regulations
NOT Constraints:
Lack of interest from potential users
Subscriptions for 3rd Party Sources
What is Important?
Accurate real-time energy monitoring
Useful AI insights and recommendations
Presentation of end-user's data history and analysis
Data security
What is NOT Important?
General cosmetics to user interface
Color of energy monitoring device
Goals/Objectives?
Provide users with real-time, accurate energy consumption data
Implement AI generated insights to save end-user money and optimize their energy usage
Create secure framework for end-user's data
WHEN?
When did the problem occur?
Electricity bills are heavily affected in households where products may be running constantly and are difficult to monitor
When did the problem NOT occur?
When electricity was more affordable and less IoT devices consumed electricity
When must the solution be implemented?
Technical issues need to be resolved before product launch
When is the solution NOT needed?
If end-user does not have many electrical devices to keep track of and monitor
When did changes occur?
Updates to data privacy and safety regulations as well as AI advancements
When did changes NOT occur?
General breaker design and methods in monitoring its energy
When were instruments calibrated?
Sensors during the manufacturing process
When were instruments NOT calibrated?
Calibration will not be done by the end-user
WHO?
Who can provide more information?
Product engineers/developers
Specialists in power engineering field
Faculty advisors
Entrepreneurs
End-user feedback
Who can NOT provide information?
Unrelated industry experts
Users who have not interacted with product
Who is the customer?
Individuals and households looking to monitor and optimize their energy consumption
Who is NOT the customer?
Certain commercial or industrial consumers
e.g., Supermarkets may not have enough options in optimizing their energy to purchase product
Who performed (each) task?
Product design and development by engineering team
Future user testing and feedback collection by beta testers
Who did NOT perform (each) task?
Users not interacting with product
Potential marketing teams/advertisements for product does not interact with product itself
Who is the source of information?
End-user data and feedback
Technical documentation and logs of engineering team
Who is NOT the source of information?
Competitors' confidential data
Unrelated industry reports
WHERE?
Where did the problem occur?
Households that cannot properly manage their energy consumption
Where did the problem NOT occur?
Companies/Industrial facilities that require majority of hardware that consumes energy to be running at all times
Where are input sources located?
Energy consumption data collected from breakers
Where are input sources NOT located?
Data not collected from unrelated devices or sources that is not the breaker itself
Where is equipment located?
Product hardware installed in end-user's home
Where is equipment NOT located?
Product typically does not exist in commercial or industrial settings
Where are products shipped?
Products shipped to customers' addresses
Where are products not shipped?
Product not shipped to overseas markets where not yet available
Where is customer located?
Customers located in regions where product is currently marketed and sold for where shipping costs are manageable and technicians are in the area
Where is customer NOT located?
Customers are not located in regions where product is not yet available
WHY?
Why is problem important?
Accurate data is crucial for providing meaningful energy consumption insights
Ease of use and effectiveness will put our product over competitors.
Why is problem NOT important?
Households can opt to just pay the extra energy consumption rather than get a product to save money
Customers may be lazy in installing and using product
Why does solution work?
Solution offers better product to help end-users save money effectively as well as remind households to be more frugal in consuming energy
Why does solution NOT work?
Customers with less electrical devices can opt to be actively more frugal in their energy consumption
HOW?
How is the problem related to other problems?
Technical problems are linked throughout the entire system architecture and can have many causes
How is the problem NOT related to other problems?
Energy consumption is a very broad problem without many relatives that are not different type of utility bills
Technical problems with the product itself may be a bottleneck and not affect other components of the system when fixed
How can a task be performed?
Installing device and calibrating it properly to end-user's home
How can a task NOT be performed
Product is too expensive for end-user
Too many faulty parts stopping product from working
How did the problem develop?
Problem developed as more energy-consuming devices were created for household customers
How did the problem NOT develop?
Potential customers forgetting how to save on electricity expenditure
Decision Analysis (DA):
- Determine actions needed to correct subproblem and/or cause of current subproblem
Potential Subproblem: Technical issues
Consult faculty advisor or superiors with specialty knowledge in technical issues that are of higher severity
Potential Problem Analysis (PPA):
- Determine actions needed to prevent any recurrences of subproblem and/or development of new problems
Consult and gather beta-testers to use product pre-launch and rigorously check product for defects and possible vulnerabilities