Electronic Waste Collection Incentivization Scheme Based on the Blockchain
Abstract
:1. Introduction
- The current research makes a contribution towards the creation of a weighted scoring model that makes use of a vector space method. To be more specific, the representation of an incentive itself is a vector in an n-dimensional space, whereas the representation of each individual task that is connected with an incentive is a wide space within a vector space. In this case, the number of tasks or components is given by the letter n, and the set of tasks is indicated by the letters A, B, C, D, and E. The importance of the related variable in the task at hand is indicated by the magnitude of each component of the vector.
- During the process of mapping, this research presents a method that proposes assigning obtained values to the various factors that have an effect on the collection of e-waste. Utilizing a numeric scale that is controlled by the central command and control facility for e-waste smart contracts is one way to accomplish the allocation.
- In the course of the research, we developed and put into practice a smart contract for the handling of e-waste, making use of a proposed incentive structure. The system has been successfully deployed, and all of its components are fully functioning; it is now ready to begin operations in real-world environments.
2. Related Work
3. Methodology
3.1. Conceptual Design
3.1.1. Incentive Generation for the Incentivization Scheme
3.1.2. The Vector Space Incentivization
- A = 5 (collecting e-waste may require carrying heavy items, so the size of the task is relatively large).
- B = 3 (depending on the location and amount of e-waste, the time required to complete the task may vary, but it is not very time-consuming).
- C = 2 (specific activities may involve sorting and separating different types of e-waste).
- D = 4 (accessibility may vary depending on the location of the e-waste and the means of transportation available).
- E = 4 (performance can be measured by the quantity and quality of e-waste collected).
- F = 2 (incentives can be given based on the size and quantity of e-waste collected).
- G = 3 (individual preferences can be taken into account to some extent, such as assigning tasks to team members based on their physical abilities and interests).
- H = 4 (assigning tasks based on accessibility and quantity of e-waste can result in better incentives).
- We can then use the mapping M to create effective incentive strategies. For example:
- Incentives can be given based on the size (A) and quantity (E) of e-waste collected (F, A and F, E).
- Task assignments can be made based on accessibility (D) and quantity (E) of e-waste (H, D and H, E).
- Individual preferences (G) can be taken into account when assigning specific activities (C) related to e-waste collection.
- Incentives (F) can be given based on the overall performance (E) of the team in collecting e-waste.
3.2. The Smart Contract E-Waste Collection Formulations
- The incentives characterized by tasks that are linked to: size, duration, and specific activities.
- The set of incentives under three distinct categories, “incentives associated with role-played”, “Incentives associated with role-taking”, “Incentives associated with assigned tasks”.
- The delineating characteristics of the incentives.
- The prescribed incentives, which are initiated under 3 different initial scenarios.
- Individual (voluntarily).
- Agencies (set tasks).
- Manufacturers (assigned tasks).
3.3. The Incentivization of the Smart Contract E-Waste Collection
Algorithm 1: Incentivization | |
Require: S = {x | x is an incentive offered: grouped by role played, role-taking, or assigned task} | |
Ensure: S1 = {x | x is an incentive based on the role played} S2 = {x | x is an incentive based on willingness to take tasks} S3 = {x | x is an incentive based on the completion of specific tasks or projects} | |
1 | IncentiveSet { |
2 | S1, S2, and S3, |
3 | } // Define the types of incentives |
4 | IncentiveClass { |
5 | size, duration, specific_activities, incentive_type |
6 | } // Define the characteristics of incentives |
7 | // Map the set of incentives for each initial scenario |
8 | IncentiveMap { |
9 | Individual: [ |
10 | {size: …, duration: …, specific_activities: …, incentive_type: …}, |
11 | {size: …, duration: …, specific_activities: …, incentive_type: …}, |
12 | … |
13 | ], |
14 | Agencies: [ |
15 | {size: …, duration: …, specific_activities: …, incentive_type: …}, |
16 | {size: …, duration: …, specific_activities: …, incentive_type: …}, |
17 | … |
18 | ], |
19 | Manufacturers: [ |
20 | {size: …, duration: …, specific_activities: …, incentive_type: …}, |
21 | {size: …, duration: …, specific_activities: …, incentive_type: …}, |
22 | … |
23 | ] |
24 | } |
25 | // Initialize the incentives |
26 | function initializeIncentives() { |
27 | for each scenario in IncentiveSet: |
28 | for each incentive in scenario: |
29 | // Define the prescribed incentives for each incentive |
30 | prescribedIncentive = … |
31 | // Delineate the characteristics of the incentive |
32 | incentive = {size: …, duration: …, specific_activities: …, incentive_type: …} |
33 | end for |
34 | end for |
35 | } |
3.4. Computing the Incentive Score of E-Waste Collection
Algorithm 2: Computing the incentive score | |
Require: a set for each tasks {} | |
Ensure: weighted average assign a score {} | |
1 | Task_completion_percentage[i] = A[i]*0.2 + B[i]*0.3 + C[i]*0.1 + D[i]*0.1 + E[i]*0.3 |
2 | List←K1 ={a|O < O<n} |
3 | //Calculate the incentive score for each factor related to incentives: |
4 | Incentive_score_F_A[i] = F_weightage_A * A[i] |
5 | Incentive_score_F_B[i] = F_weightage_B * B[i] |
6 | Incentive_score_F_C[i] = F_weightage_C * C[i] |
7 | Incentive_score_F_D[i] = F_weightage_D * D[i] |
8 | Incentive_score_F_E[i] = F_weightage_E * E[i] |
9 | |
10 | //Calculate the total incentive score for each task: |
11 | Total_incentive_score[i] = Incentive_score_F_A[i] + Incentive_score_F_B[i] + Incentive_score_F_C[i] + Incentive_score_F_D[i] + Incentive_score_F_E[i] |
12 | # Define sets and subsets for e-waste collection factors |
13 | S = set([′A′, ′B′, ′C′, ′D′, ′E′, ′F′, ′G′, ′H′]) |
14 | T = set([′A′, ′B′, ′C′, ′D′, ′E′]) |
15 | I = set([′F′, ′G′, ′H′]) |
16 | |
17 | # Create a mapping that links factors in I to factors in T |
18 | M = {(′F′, ′A′): 0.2, (′F′, ′B′): 0.3, (′F′, ′C′): 0.1, (′F′, ′D′): 0.1, (′F′, ′E′): 0.3, |
19 | (′G′, ′A′): None, (′G′, ′B′): None, (′G′, ′C′): None, (′G′, ′D′): None, (′G′, ′E′): None, |
20 | (′H′, ′A′): None, (′H′, ′B′): None, (′H′, ′C′): None, (′H′, ′D′): None, (′H′, ′E′): None} |
21 | |
22 | # Assign weightage to each incentive factor |
23 | weightage = {′A′: 0.2, ′B′: 0.3, ′C′: 0.1, ′D′: 0.1, ′E′: 0.3} |
24 | |
25 | # Define tasks with their corresponding factor values |
26 | tasks = {′Task 1′: {′A′: 50, ′B′: 60, ′C′: 20, ′D′: 10, ′E′: 80}, |
27 | ′Task 2′: {′A′: 10, ′B′: 20, ′C′: 60, ′D′: 20, ′E′: 70}, |
28 | ′Task 3′: {′A′: 30, ′B′: 40, ′C′: 10, ′D′: 60, ′E′: 40}} |
29 | } |
30 | } |
31 | } |
3.5. Incentivization of the Smart Contract E-Waste Collection
Algorithm 3: Smart Contract E-Waste Collection | |
Require: Z = Set of all parties involved in Smart Contract E-Waste Collection. | |
Ensure:
M = Set of parties involved in managing the smart contract. C = Set of parties involved in the collection of e-waste. R = Set of parties involved tracking of products in the e-waste. | |
1 | Initialization |
2 | // operation involving the roles for the parties involved |
3 | enum Role {User, Agency, Manufacturer} |
4 | |
5 | // operation involving the structure of the data |
6 | struct E_Waste { |
7 | address collector; |
8 | uint weight; |
9 | bool isCollected; |
10 | } |
11 | Create |
12 | // operation involving mapping to store the E-Waste data |
13 | mapping(address => E_Waste[]) public eWasteCollection; |
14 | |
15 | // Define the function for the user to submit their e-waste for collection |
16 | function submitEWaste(uint weight) public { |
17 | // Add the e-waste to the user’s collection list |
18 | eWasteCollection[msg.sender].push(E_Waste({ |
19 | collector: msg.sender, |
20 | weight: weight, |
21 | isCollected: false |
22 | })); |
23 | } |
24 | |
25 | // Define the function for the agency to assign collectors for e-waste collection |
26 | function assignCollector(address user, uint index, address collector) public { |
27 | // Ensure that only agencies can call this function |
28 | require(msg.sender == Role.Agency); |
29 | // Get the user’s e-waste at the specified index |
30 | E_Waste storage eWaste = eWasteCollection[user][index]; |
31 | // Ensure that the e-waste is not already collected |
32 | require(!eWaste.isCollected); |
33 | // Assign the specified collector to the e-waste |
34 | eWaste.collector = collector; |
35 | } |
36 | |
37 | // Define the function for the manufacturer to collect e-waste they produced |
38 | function collectManufacturerEWaste() public { |
39 | // Ensure that only manufacturers can call this function |
40 | require(msg.sender == Role.Manufacturer); |
41 | // Collect all e-waste produced by the manufacturer |
42 | for (uint i = 0; i < eWasteCollection[msg.sender].length; i++) { |
43 | E_Waste storage eWaste = eWasteCollection[msg.sender][i]; |
44 | if (!eWaste.isCollected) { |
45 | eWaste.collector = msg.sender; |
46 | eWaste.isCollected = true; |
47 | } } } |
3.6. Smart Contract E-Waste Collection Implementation and Deployment
3.7. Evaluation of the Smart Contract Implementation
- The summary of the events at the Manufacturer Scenery.
- Display “My Product” menu and list of products.
- Display “Create New Product” icon.
- Display upcoming events: registration of a new manufacturer and production of a wallet.
- Display the chain of events starting from a new manufacturer and ending with customers.
- Display the transaction menu with details of all transactions.
- Transfer ownership from manufacturer to supplier:
- Navigate to “My Product” list.
- Choose a product and click on it.
- Get the address of the supplier.
- Insert the supplier’s address, initial locked amount, and select the transaction type as transfer from the manufacturer to the supplier.
- Click “Confirm” to initiate the transfer of ownership from the manufacturer to the supplier.
- Wait for the supplier to accept the transfer.
- Log the details of the transaction.
- If transferring to e-waste center:
- Select “Customer to Waste Center”.
- Proceed to login with admin login details.
- If transferring to another customer:
- Get the address of the customer.
- Insert the customer’s address.
- Click “Confirm” to initiate the transfer of ownership from the customer to the other customer.
- Verify the transaction details.
- Participants.
- All Participants in a Normal view.
- All Participants in a Stacked view.
- All Registered Product in a Normal view.
- Detail of a Single Registered Product in a Normal view.
- Detail of a Single Tracked Product.
- Sending Reminder.
- Confirmed the Product that reached E-waste canter.
- Need Confirmation.
- Display products that need confirmation.
- Confirm the product that reached the e-waste canter.
- Log the details of the transaction.
4. Principal Findings and Interpretation
5. Future Research Directions and Limitations
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Agency 1 (Supplier) | Agency 2 (Retailer) |
---|---|
Login with login details | Login with login details |
Display “My Product” menu and check for pending products | Display “My Product” menu and check for pending products |
Confirm acceptance of the pending product | Accept the pending product |
Hand over ownership of the product to the retailer: | Transfer ownership of the product to the customer: |
a. Navigate to “My Product” list | a. Navigate to “My Product” list |
b. Choose the product and click on it | b. Choose the product and click on it |
c. Get the address of the retailer | c. Get the address of the customer |
d. Insert the retailer’s address | d. Insert the customer’s address |
e. Click “Confirm” to initiate the transfer of ownership from the supplier to the retailer | e. Click “Confirm” to initiate the transfer of ownership from the retailer to the customer |
f. Wait for the retailer to accept the transfer | f. Verify the transaction details |
Mapping Factor | Description | Assigned Value |
---|---|---|
F, A | Incentives based on the size of the task | 7 |
F, B | Incentives based on the time for performing the task | 9 |
F, C | Incentives based on specific activities within the task | 8 |
F, D | Incentives based on the accessibility of the task | 6 |
F, E | Incentives based on the performance of the task | 10 |
G, A | Taking into account individual preferences for task size | 7 |
G, B | Taking into account individual preferences for task time | 6 |
G, C | Taking into account individual preferences for specific activities | 8 |
G, D | Taking into account individual preferences for task accessibility | 5 |
G, E | Taking into account individual preferences for task performance | 9 |
H, A | Assigning tasks based on size for better incentives | 6 |
H, B | Assigning tasks based on time for better incentives | 8 |
H, C | Assigning tasks based on specific activities for better incentives | 7 |
H, D | Assigning tasks based on accessibility for better incentives | 5 |
H, E | Assigning tasks based on performance for better incentives | 9 |
Factor | Assigned Value | Incentive Weight | Incentive (F(Factor)) |
---|---|---|---|
A | 8 | 3(8) | 24 |
B | 5 | 3(5) | 15 |
C | 7 | 3(7) | 21 |
D | 6 | 3(6) | 18 |
E | 9 | 3(9) | 27 |
F | 3 | N/A | N/A |
G | 2 | N/A | N/A |
H | 4 | N/A | N/A |
Total | 105 |
Author(s) | Objective | Platform of Implementation | E-Waste Management | Incentives | Key Finding |
---|---|---|---|---|---|
McGrenary [16] | Develop blockchain-based solution for e-waste | Blockchain ledger | Trade in e-waste for digital | Not proposed | Blockchain-based solution for e-waste |
Dua et al. [7] | Utilized (5G) and blockchain technology for e-waste | Smart contract | Multiple stakeholders participating | Proposed but not assigned | Smart contract’s incentive function established |
Chaudhary et al. [19] | Develop blockchain-based waste management for industry | Smart contract | Monitor and track the movement of e-waste in real-time | Not proposed | Noncompliance with the established regulations for efficient e-waste treatment can be tracked |
Sambare et al. [20] | Survey waste management using blockchain | Blockchain | Waste management in general | Not utilized by many researchers | Ethereum is best across multiple sectors of waste management |
Bedi [21] | The use of blockchain in e-waste management | Smart contracts | Collection and recycling | Not proposed | Enhanced coordination among multiple stakeholders in the supply chain of e-waste |
Sahoo and Halder [23] | Developed an e-waste management system | Smart contract | Life cycles of electronic products | Not proposed | Tracking of the complete life cycles of electronic products |
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Share and Cite
Alarood, A.A.; Abubakar, A.; Alzahrani, A.; Alsubaei, F.S. Electronic Waste Collection Incentivization Scheme Based on the Blockchain. Sustainability 2023, 15, 10209. https://doi.org/10.3390/su151310209
Alarood AA, Abubakar A, Alzahrani A, Alsubaei FS. Electronic Waste Collection Incentivization Scheme Based on the Blockchain. Sustainability. 2023; 15(13):10209. https://doi.org/10.3390/su151310209
Chicago/Turabian StyleAlarood, Ala Abdulsalam, Adamu Abubakar, Abdulrahman Alzahrani, and Faisal S. Alsubaei. 2023. "Electronic Waste Collection Incentivization Scheme Based on the Blockchain" Sustainability 15, no. 13: 10209. https://doi.org/10.3390/su151310209