Eco-Innovation in Circular Agri-Business
Abstract
1. Introduction
- What are the decisive attributes of eco-innovation?
- What are the decisive attributes that affect the development of circular agri-business?
2. Literature Review
2.1. Eco-Innovation
2.2. Closed-Loop Sustainable Supply Chain Management
2.3. Proposed Measures
3. Method
3.1. Proposed Method
3.2. Fuzzy TOPSIS
- An assessment matrix is generated consisting of alternatives and criteria, where the intersection of each alternative and criterion is given by . It can be rewritten as and then .
- These transferred fuzzy numbers are normalized through the equation .
- The normalized value and are generated and then utilized to attain the total normalized crisp value .
- The crisp value is mapped in matrix , and the following equation is used to normalize the matrix: .
- The weighted normalized decision matrix is computed, where , and must satisfy .
- The worst and best alternative are identified by adopting the following equations:where indicates that criteria have a negative effect, while indicates that criteria have a positive effect.
- The distance between alternative under the worst situation and alternative under the best situation is calculated as follows:where and represent the L2-norm distance under the worst and best situation, respectively.
- The following equation becomes similar to the worst situation:where means that the alternative solution has the best situation; otherwise, the alternative has the worst situation. The alternatives based on the value of are ranked.
3.3. Proposed Analytical Procedures
4. Results
4.1. Industrial Background
4.2. Analytical Results
5. Implications
5.1. Theoretical Implications
5.2. Managerial Implications
6. Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
References
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| Aspect | Criteria | |
|---|---|---|
| Environmental technologies (AS1) | C1 | Waste management |
| C2 | Green-power technology development | |
| C3 | Recycle, reduce, reuse | |
| C4 | Environmental monitoring | |
| C5 | Pollution controls | |
| Organizational innovations (AS2) | C6 | Management of the value chain |
| C7 | Information knowledge sharing | |
| C8 | Creating knowledge | |
| C9 | Implementation of environmental management system | |
| Green product and service innovations (AS3) | C10 | Development of environmentally friendly new products and services |
| C11 | Eco-efficient package innovation | |
| C12 | Adapting to customers through personalization | |
| Green innovation process (AS4) | C13 | Knowledge sharing among partners/employees |
| C14 | Research and development related to green innovation processes | |
| C15 | Cooperation with suppliers | |
| References: [9,17,18,19,20,21,22,23,24] | ||
| Fuzzy Scales | Criteria | Aspects | |||||
|---|---|---|---|---|---|---|---|
| Linguistic Preference | |||||||
| Unimportant | 0.0 | 0.1 | 0.3 | 0 | 1 | 3 | |
| Less important | 0.1 | 0.3 | 0.5 | 1 | 3 | 5 | |
| Important | 0.3 | 0.5 | 0.7 | 3 | 5 | 7 | |
| Moderately important | 0.5 | 0.7 | 0.9 | 5 | 7 | 9 | |
| Very important | 0.7 | 0.9 | 1.0 | 7 | 9 | 10 | |
| Expert 1 | Expert 2 | Expert 3 | Expert 4 | Expert 5 | Expert 6 | Expert 7 | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| C1 | 0.5 | 0.7 | 0.9 | 0.7 | 0.9 | 1 | 0.3 | 0.5 | 0.7 | 0.5 | 0.7 | 0.9 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 | 0.7 | 0.9 | 1 |
| C2 | 0.3 | 0.5 | 0.7 | 0.3 | 0.5 | 0.7 | 0.5 | 0.7 | 0.9 | 0.5 | 0.7 | 0.9 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 |
| C3 | 0.1 | 0.3 | 0.5 | 0.3 | 0.5 | 0.7 | 0.5 | 0.7 | 0.9 | 0.7 | 0.9 | 1 | 0.1 | 0.3 | 0.5 | 0.5 | 0.7 | 0.9 | 0.3 | 0.5 | 0.7 |
| C4 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 | 0.3 | 0.5 | 0.7 | 0.1 | 0.3 | 0.5 | 0.3 | 0.5 | 0.7 |
| C5 | 0.5 | 0.7 | 0.9 | 0.3 | 0.5 | 0.7 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 | 0.5 | 0.7 | 0.9 | 0.5 | 0.7 | 0.9 |
| C6 | 0.3 | 0.5 | 0.7 | 0.5 | 0.7 | 0.9 | 0.3 | 0.5 | 0.7 | 0.3 | 0.5 | 0.7 | 0.5 | 0.7 | 0.9 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 |
| C7 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 | 0.5 | 0.7 | 0.9 | 0.3 | 0.5 | 0.7 | 0.3 | 0.5 | 0.7 | 0.3 | 0.5 | 0.7 |
| C8 | 0.1 | 0.3 | 0.5 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 | 0.3 | 0.5 | 0.7 | 0.1 | 0.3 | 0.5 | 0.5 | 0.7 | 0.9 |
| C9 | 0.5 | 0.7 | 0.9 | 0.1 | 0.3 | 0.5 | 0.5 | 0.7 | 0.9 | 0.5 | 0.7 | 0.9 | 0.3 | 0.5 | 0.7 | 0.3 | 0.5 | 0.7 | 0.7 | 0.9 | 1 |
| C10 | 0.7 | 0.9 | 1 | 0.3 | 0.5 | 0.7 | 0.5 | 0.7 | 0.9 | 0.5 | 0.7 | 0.9 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 |
| C11 | 0.3 | 0.5 | 0.7 | 0.7 | 0.9 | 1 | 0.3 | 0.5 | 0.7 | 0.3 | 0.5 | 0.7 | 0.7 | 0.9 | 1 | 0.3 | 0.5 | 0.7 | 0.5 | 0.7 | 0.9 |
| C12 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.1 | 0.3 | 0.5 | 0.7 | 0.9 | 1 |
| C13 | 0.1 | 0.3 | 0.5 | 0.7 | 0.9 | 1 | 0.3 | 0.5 | 0.7 | 0.1 | 0.3 | 0.5 | 0.3 | 0.5 | 0.7 | 0.5 | 0.7 | 0.9 | 0.5 | 0.7 | 0.9 |
| C14 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 | 0.5 | 0.7 | 0.9 | 0.3 | 0.5 | 0.7 | 0.1 | 0.3 | 0.5 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 |
| C15 | 0.3 | 0.5 | 0.7 | 0.7 | 0.9 | 1 | 0.5 | 0.7 | 0.9 | 0.3 | 0.5 | 0.7 | 0.7 | 0.9 | 1 | 0.7 | 0.9 | 1 | 0.1 | 0.3 | 0.5 |
| Criteria | Weight | Rank | Normalized Weight | |||
|---|---|---|---|---|---|---|
| C1 | 0.390 | 0.757 | 0.914 | 1.857 | 1 | 0.168 |
| C2 | 0.500 | 0.700 | 0.871 | 0.690 | 5 | 0.063 |
| C3 | 0.357 | 0.557 | 0.743 | 0.552 | 15 | 0.05 |
| C4 | 0.471 | 0.671 | 0.829 | 0.657 | 8 | 0.06 |
| C5 | 0.529 | 0.729 | 0.900 | 0.719 | 4 | 0.065 |
| C6 | 0.443 | 0.643 | 0.829 | 0.638 | 10 | 0.058 |
| C7 | 0.471 | 0.671 | 0.843 | 0.662 | 7 | 0.06 |
| C8 | 0.414 | 0.614 | 0.786 | 0.605 | 13 | 0.055 |
| C9 | 0.414 | 0.614 | 0.800 | 0.610 | 12 | 0.055 |
| C10 | 0.557 | 0.757 | 0.914 | 0.743 | 3 | 0.067 |
| C11 | 0.443 | 0.643 | 0.814 | 0.633 | 11 | 0.057 |
| C12 | 0.586 | 0.786 | 0.914 | 0.762 | 2 | 0.069 |
| C13 | 0.357 | 0.557 | 0.743 | 0.552 | 14 | 0.05 |
| C14 | 0.500 | 0.700 | 0.857 | 0.686 | 6 | 0.062 |
| C15 | 0.471 | 0.671 | 0.829 | 0.657 | 8 | 0.06 |
| AS1 | AS2 | AS3 | AS4 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| C1 | 2.714 | 4.714 | 6.714 | 4.714 | 6.714 | 8.429 | 5.000 | 7.000 | 8.571 | 4.429 | 6.429 | 8.000 |
| C2 | 4.429 | 6.429 | 8.000 | 4.714 | 6.714 | 8.429 | 2.714 | 4.714 | 6.714 | 3.286 | 5.286 | 7.143 |
| C3 | 5.286 | 7.286 | 8.857 | 3.000 | 5.000 | 6.857 | 3.571 | 5.571 | 7.429 | 3.571 | 5.571 | 7.429 |
| C4 | 3.857 | 5.857 | 7.714 | 4.143 | 6.143 | 7.857 | 3.000 | 5.000 | 6.857 | 3.571 | 5.571 | 7.286 |
| C5 | 3.571 | 5.571 | 7.571 | 3.857 | 5.857 | 7.857 | 4.429 | 6.429 | 8.143 | 5.286 | 7.286 | 9.000 |
| C6 | 3.286 | 5.286 | 7.143 | 4.143 | 6.143 | 7.857 | 5.286 | 7.286 | 8.857 | 5.000 | 7.000 | 8.714 |
| C7 | 4.714 | 6.714 | 8.286 | 3.571 | 5.571 | 7.286 | 5.000 | 7.000 | 8.571 | 5.000 | 7.000 | 8.714 |
| C8 | 4.143 | 6.143 | 7.857 | 5.571 | 7.571 | 9.143 | 3.571 | 5.571 | 7.429 | 2.714 | 4.714 | 6.714 |
| C9 | 3.571 | 5.571 | 7.429 | 3.857 | 5.857 | 7.714 | 3.571 | 5.571 | 7.286 | 4.429 | 6.429 | 8.143 |
| C10 | 5.000 | 7.000 | 8.714 | 4.143 | 6.143 | 7.714 | 3.571 | 5.571 | 7.286 | 4.143 | 6.143 | 7.857 |
| C11 | 3.857 | 5.857 | 7.857 | 4.143 | 5.857 | 7.857 | 3.571 | 5.571 | 7.286 | 4.714 | 6.714 | 8.286 |
| C12 | 4.429 | 6.429 | 8.286 | 3.857 | 5.857 | 7.571 | 4.143 | 6.143 | 7.857 | 3.286 | 5.286 | 7.143 |
| C13 | 4.429 | 6.429 | 8.143 | 3.286 | 5.286 | 7.143 | 3.571 | 5.571 | 7.286 | 4.143 | 6.143 | 7.857 |
| C14 | 4.714 | 6.714 | 8.286 | 4.143 | 6.143 | 7.857 | 5.000 | 7.000 | 8.571 | 4.143 | 6.143 | 7.857 |
| C15 | 3.286 | 5.286 | 7.000 | 4.143 | 6.143 | 7.857 | 5.286 | 7.286 | 8.857 | 4.429 | 6.429 | 8.143 |
| AS1 | AS2 | AS3 | AS4 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| C1 | 0.306 | 0.532 | 0.758 | 0.516 | 0.734 | 0.922 | 0.565 | 0.79 | 0.968 | 0.492 | 0.714 | 0.889 |
| C2 | 0.500 | 0.726 | 0.903 | 0.516 | 0.734 | 0.922 | 0.306 | 0.532 | 0.758 | 0.365 | 0.587 | 0.794 |
| C3 | 0.597 | 0.823 | 1.000 | 0.328 | 0.547 | 0.75 | 0.403 | 0.629 | 0.839 | 0.397 | 0.619 | 0.825 |
| C4 | 0.435 | 0.661 | 0.871 | 0.453 | 0.672 | 0.859 | 0.339 | 0.565 | 0.774 | 0.397 | 0.619 | 0.81 |
| C5 | 0.403 | 0.629 | 0.855 | 0.422 | 0.641 | 0.859 | 0.500 | 0.726 | 0.919 | 0.587 | 0.810 | 1.000 |
| C6 | 0.371 | 0.597 | 0.806 | 0.453 | 0.672 | 0.859 | 0.597 | 0.823 | 1.000 | 0.556 | 0.778 | 0.968 |
| C7 | 0.532 | 0.758 | 0.935 | 0.391 | 0.609 | 0.797 | 0.565 | 0.79 | 0.968 | 0.556 | 0.778 | 0.968 |
| C8 | 0.468 | 0.694 | 0.887 | 0.609 | 0.828 | 1.000 | 0.403 | 0.629 | 0.839 | 0.302 | 0.524 | 0.746 |
| C9 | 0.403 | 0.629 | 0.839 | 0.422 | 0.641 | 0.844 | 0.403 | 0.629 | 0.823 | 0.492 | 0.714 | 0.905 |
| C10 | 0.565 | 0.79 | 0.984 | 0.453 | 0.672 | 0.844 | 0.403 | 0.629 | 0.823 | 0.46 | 0.683 | 0.873 |
| C11 | 0.435 | 0.661 | 0.887 | 0.453 | 0.641 | 0.859 | 0.403 | 0.629 | 0.823 | 0.524 | 0.746 | 0.921 |
| C12 | 0.500 | 0.726 | 0.935 | 0.422 | 0.641 | 0.828 | 0.468 | 0.694 | 0.887 | 0.365 | 0.587 | 0.794 |
| C13 | 0.500 | 0.726 | 0.919 | 0.359 | 0.578 | 0.781 | 0.403 | 0.629 | 0.823 | 0.46 | 0.683 | 0.873 |
| C14 | 0.532 | 0.758 | 0.935 | 0.453 | 0.672 | 0.859 | 0.565 | 0.79 | 0.968 | 0.46 | 0.683 | 0.873 |
| C15 | 0.371 | 0.597 | 0.79 | 0.453 | 0.672 | 0.859 | 0.597 | 0.823 | 1.000 | 0.492 | 0.714 | 0.905 |
| AS1 | AS2 | AS3 | AS4 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| C1 | 0.306 | 0.532 | 0.758 | 0.516 | 0.734 | 0.922 | 0.565 | 0.79 | 0.968 | 0.492 | 0.714 | 0.889 |
| C2 | 0.500 | 0.726 | 0.903 | 0.516 | 0.734 | 0.922 | 0.306 | 0.532 | 0.758 | 0.365 | 0.587 | 0.794 |
| C3 | 0.597 | 0.823 | 1.000 | 0.328 | 0.547 | 0.750 | 0.403 | 0.629 | 0.839 | 0.397 | 0.619 | 0.825 |
| C4 | 0.435 | 0.661 | 0.871 | 0.453 | 0.672 | 0.859 | 0.339 | 0.565 | 0.774 | 0.397 | 0.619 | 0.810 |
| C5 | 0.403 | 0.629 | 0.855 | 0.422 | 0.641 | 0.859 | 0.500 | 0.726 | 0.919 | 0.587 | 0.810 | 1.000 |
| C6 | 0.371 | 0.597 | 0.806 | 0.453 | 0.672 | 0.859 | 0.597 | 0.823 | 1.000 | 0.556 | 0.778 | 0.968 |
| C7 | 0.532 | 0.758 | 0.935 | 0.391 | 0.609 | 0.797 | 0.565 | 0.790 | 0.968 | 0.556 | 0.778 | 0.968 |
| C8 | 0.468 | 0.694 | 0.887 | 0.609 | 0.828 | 1.000 | 0.403 | 0.629 | 0.839 | 0.302 | 0.524 | 0.746 |
| C9 | 0.403 | 0.629 | 0.839 | 0.422 | 0.641 | 0.844 | 0.403 | 0.629 | 0.823 | 0.492 | 0.714 | 0.905 |
| C10 | 0.565 | 0.790 | 0.984 | 0.453 | 0.672 | 0.844 | 0.403 | 0.629 | 0.823 | 0.460 | 0.683 | 0.873 |
| C11 | 0.435 | 0.661 | 0.887 | 0.453 | 0.641 | 0.859 | 0.403 | 0.629 | 0.823 | 0.524 | 0.746 | 0.921 |
| C12 | 0.500 | 0.726 | 0.935 | 0.422 | 0.641 | 0.828 | 0.468 | 0.694 | 0.887 | 0.365 | 0.587 | 0.794 |
| C13 | 0.500 | 0.726 | 0.919 | 0.359 | 0.578 | 0.781 | 0.403 | 0.629 | 0.823 | 0.460 | 0.683 | 0.873 |
| C14 | 0.532 | 0.758 | 0.935 | 0.453 | 0.672 | 0.859 | 0.565 | 0.790 | 0.968 | 0.46 | 0.683 | 0.873 |
| C15 | 0.371 | 0.597 | 0.79 | 0.453 | 0.672 | 0.859 | 0.597 | 0.823 | 1.000 | 0.492 | 0.714 | 0.905 |
| Ranking | ||||
|---|---|---|---|---|
| AS1 | 6.584 | 20.318 | 0.755 | 2 |
| AS2 | 13.357 | 18.899 | 0.586 | 4 |
| AS3 | 6.583 | 20.242 | 0.755 | 3 |
| AS4 | 6.401 | 19.942 | 0.757 | 1 |
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Shih, D.-H.; Lu, C.-M.; Lee, C.-H.; Cai, S.-Y.; Wu, K.-J.; Tseng, M.-L. Eco-Innovation in Circular Agri-Business. Sustainability 2018, 10, 1140. https://doi.org/10.3390/su10041140
Shih D-H, Lu C-M, Lee C-H, Cai S-Y, Wu K-J, Tseng M-L. Eco-Innovation in Circular Agri-Business. Sustainability. 2018; 10(4):1140. https://doi.org/10.3390/su10041140
Chicago/Turabian StyleShih, Dong-Her, Chia-Ming Lu, Chia-Hao Lee, Sin-Ye Cai, Kuo-Jui Wu, and Ming-Lang Tseng. 2018. "Eco-Innovation in Circular Agri-Business" Sustainability 10, no. 4: 1140. https://doi.org/10.3390/su10041140
APA StyleShih, D.-H., Lu, C.-M., Lee, C.-H., Cai, S.-Y., Wu, K.-J., & Tseng, M.-L. (2018). Eco-Innovation in Circular Agri-Business. Sustainability, 10(4), 1140. https://doi.org/10.3390/su10041140

