Which phase of the physical-digital-physical loop do organizations have the most difficult time harnessing?

Question

BlackTom AI · Accepted Answer

To tackle the question, I’ll break down what each phase in the physical-digital-physical loop entails and why organizations struggle or succeed in each.
Option 1: physical-to-digital. This phase involves sensing and capturing real-world physical data into the digital realm. It is often well-supported by sensors, standards, and data pipelines, making it relatively mature and straightforward compared to the later step of acting on data. The main challenges here are about data quality and coverage, not about translating information back into action.
Option 2: digital-to-digital. In this phase, digital information stays within the digital domain, moving between systems, platforms, and analytics tools. Interoperability, data formats, and API integrations are the focus. While complexity exists, it tends to be more manageable than bridging the digital to physical gap because there are abundant standards and reusable interfaces for digital data exchange.
Option 3: digital-to-physical. Here the challenge is converting digital insights into real-world actions. This involves actuators, control systems, safety constraints, timing, and physical processes. The difficulty arises from aligning models with the real world, handling latency, ensuring reliability, and managing the risk of adverse effects in physical environments. These factors often make this phase the bottleneck for many organizations attempting end-to-end closed-loop optimization.
In summary, while sensing (physical-to-digital) and digital data exchange (digital-to-digital) are well-supported by mature technologies and practices, turning digital outputs into dependable physical actions (digital-to-physical) tends to be the most troublesome and time-consuming aspect for organizations trying to realize the full loop.

Which phase of the physical-digital-physical loop do organizations have the most difficult time harnessing?单项选择题

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