Tutorial: Deploy a smart inventory-management application template
Inventory is the stock of goods that a retail business holds. As a retailer, you must balance the costs of storing too much inventory against the costs of having insufficient inventory to meet customer demand. It's critical to deploy smart inventory-management practices to ensure that the right products are in stock and in the right place at the right time.
In this tutorial, you'll learn how to:
- Create a smart inventory-management application
- Walk through the application
The benefits of smart inventory management include:
- You reduce the risk of items being out of stock and ensure that you're reaching the desired customer service level.
- You get in-depth analysis and insights into inventory accuracy in near real time.
- You apply the right tools to help decide on the right amount of inventory to hold to meet customer orders.
IoT data that you generate from radio-frequency identification (RFID) tags, beacons, and cameras gives you opportunities to improve inventory-management processes. You can combine telemetry that you've gathered from IoT sensors and devices with other data sources, such as weather and traffic information in cloud-based business intelligence systems.
The application template that you'll create focuses on device connectivity, and it helps you configure and manage the RFID and Bluetooth low energy (BLE) reader devices.
Smart inventory-management architecture
The preceding architecture diagram illustrates the smart inventory-management application workflow:
(1) RFID tags
RFID tags transmit data about an item through radio waves. RFID tags ordinarily don't have a battery, unless specified. Tags receive energy from radio waves that are generated by the reader and then transmit a signal back to the RFID reader.
(1) BLE tags
An energy beacon broadcasts packets of data at regular intervals. Beacon data is detected by BLE readers or installed services on smartphones and then transmitted to the cloud.
(1) RFID and BLE readers
An RFID reader converts the radio waves to a more usable form of data. Information that's collected from the tags is then stored on a local edge server or sent to the cloud via JSON-RPC 2.0 over Message Queuing Telemetry Transport (MQTT).
BLE readers, also known as Access Points (AP), are similar to RFID readers. They're used to detect nearby Bluetooth signals and relay them to a local Azure IoT Edge instance or the cloud via JSON-RPC 2.0 over MQTT.
Many readers can read RFID and beacon signals and provide additional sensor capability that's related to temperature and humidity, via accelerometer and gyroscope.
(2) Azure IoT Edge gateway
Azure IoT Edge server provides a place to preprocess the data locally before sending it on to the cloud. We can also deploy cloud workloads artificial intelligence, Azure and third-party services, and business logic by using standard containers.
Device management with IoT Central
Azure IoT Central is a solution-development platform that simplifies IoT device connectivity, configuration, and management. The platform significantly reduces the burden and costs of IoT device management, operations, and related developments. Customers and partners can build an end-to-end enterprise solution to achieve a digital feedback loop in inventory management.
(3) Business insights and actions using data egress
The IoT Central platform provides rich extensibility options through Continuous Data Export (CDE) and APIs. Business insights that are based on telemetry data processing or raw telemetry are typically exported to a preferred line-of-business application.
You can use a webhook, service bus, event hub, or blob storage to build, train, and deploy machine learning models and further enrich insights.
An active Azure subscription. If you don't have an Azure subscription, create a free account before you begin.
Create a smart inventory-management application
Create the application by doing the following:
Sign in to the Azure IoT Central Build site with a Microsoft personal, work, or school account. On the left pane, select Build, and then select the Retail tab.
Select Create app under smart inventory management.
To learn more, see Create an IoT Central application.
Walk through the application
The following sections describe the key features of the application.
After you deploy the application, your default dashboard is a smart, operator-focused, inventory-management portal. Northwind Trader is a fictitious smart inventory provider that manages its warehouse with Bluetooth low energy (BLE) and its retail store with RFID.
On this dashboard are two different gateways, each providing telemetry about inventory, along with associated commands, jobs, and actions that you can perform.
This dashboard is preconfigured to display the activity of the critical smart inventory-management device. It's logically divided between two separate gateway device-management operations:
The warehouse is deployed with a fixed BLE gateway and BLE tags on pallets to track and trace inventory at a larger facility.
The retail store is implemented with a fixed RFID gateway and RFID tags at the item level to track and trace the inventory in a store outlet.
View the gateway location, status, and related details.
You can easily track the total number of gateways, active tags, and unknown tags.
You can perform device management operations, such as:
- Update firmware
- Enable or disable sensors
- Update sensor threshold
- Update telemetry intervals
- Update device service contracts
Gateway devices can perform on-demand inventory management with a complete or incremental scan.
Select the Device templates tab to display the gateway capability model. A capability model is structured around two separate interfaces:
Gateway Telemetry and Property: This interface displays the telemetry that's related to sensors, location, device info, and device twin property capability, such as gateway thresholds and update intervals.
Gateway Commands: This interface organizes all the gateway command capabilities.
Select the Rules tab to display two rules that exist in this application template. The rules are configured to email notifications to the operators for further investigation.
Gateway offline: This rule is triggered if the gateway doesn't report to the cloud for a prolonged period. The gateway could be unresponsive because of a low battery, loss of connectivity, or device health.
Unknown tags: It's critical to track all RFID and BLE tags that are associated with an asset. If the gateway detects too many unknown tags, it's an indication of synchronization challenges with tag-sourcing applications.
Clean up resources
If you don't plan to continue using this application, you can delete it:
- In your Azure IoT Central application, go to Application > Management.
- Select Delete, and then confirm your action.
Learn more about: