# Digital Twins Driven Supply Chain Visibility within Logistics: A New Paradigm for Future Logistics
## 9 Discussion
#### Suggestions Steps to Overcome the Aforementioned Challenges in Implementing a Digital Twins  
The steps that a logistics company should take to resolve the difficulties of adopting a Digital Twins are outlined in detail in the section entitled \"A Roadmap for the Development of a Digital Twins in Logistics.\" There are stages: (1) Framework--Plan the Digital Twins data and information system to ensure potential modularity and usability. (2) Data sources--Measure the availability of data and how to attain the essential data not yet available. (3) Prioritize--identify the places where the Digital Twins can continue to be applied. Start tiny and apply it on a restricted scale initially. (4) Integrate--Confirm that the present digital infrastructure can be incorporated into the Digital Twins to make appropriate current resources practice. (5) Collect data--Evaluate which sensors are needed for the Digital Twins to function and whether the ability to integrate, use, and retain this technology exists within the establishment. (6) Test--Test the partial Digital Twins to measure whether it achieves the project scope and identifies possible Twin problems. (7) Revise--Make the required changes and modifications to the partial Digital Twins. Document lessons learned during the execution that could be used for the future. (8) Repeat--Build additional partial Digital Twins in another logistics region by pursuing steps 1-7. (9) Expand--Increase the Digital Twins by linking the partial Digital Twins into an entity. (10) Follow up--Follow-up, sustain and update the Digital Twins as needed. Based on the research and empirical evidence, the recommendation here is to start small with the Digital Twins, applying it with a limited scope and scale. One should be aware that limiting the Digital Twins scope will also restrict the outputted results, as it will not have access to all of the data from other departments [100]. The first version of the Digital Twins should be viewed as an opportunity to learn about the technology and how to apply it to the organization. Suppose this initial version of the Digital Twins needs to be completely redeveloped for any future iterations. In that case, it is necessary to view it as valuable lessons for future iterations of the Twin [101]. It is important to remember that Digital Twins applied to logistics is a very new area of research. The implementation of any such Digital Twins is akin to the act of pioneering. Further research is certain to be considered within this area, and keeping informed of any new developments is recommended. Besides, logistics chains handle huge data flows--supply balances, carrier distribution dates, and all other related details required for logistics to work effectively add up to massive quantities of data. To ensure that the Digital Twins has the correct capabilities, the organization must first determine what kind of data is inserted into Twin. Many problems arise along the way: will data be retrieved from current databases, or must new ones be built to access other data types? Since there are multiple data collection approaches through the different systems that make up a Digital Twins, it is important to determine whether there are data repositories that are inaccessible today that could be available in the future by new technology [81]. It is important to map out Digital Twins architecture to be as easy and modular as possible. The ultimate aim is to extend and develop the Digital Twins reach in the future. Digital Twins knowledge must also be transparent and delivered intuitively. This is true for Digital Twins overall interface system as well. Although the Digital Twins system can be advanced, consumers must still grasp how to use it [83]. If managing the Digital Twins takes significant education or special skills, the Twin's planned users will be unable to use it, allowing the Digital Twins to lose significance for the enterprise rapidly.