Intelligent Warehouse Management System - Digital Intelligent Warehouse Management of the two core tools for combat analysis
In the warehousing and logistics industry to accelerate the transformation of digitalization and intelligence today, the traditional warehouse is facing unprecedented upgrading pressure. Labor costs continue to rise, the complexity of orders is increasing, customers on the fulfillment of the increasingly demanding requirements of time, these external pressures are forcing warehouse managers to re-examine the mode of operation, looking for practical paths to digital and intelligent transformation. Among the many available technical solutions, Electronic Shelf Label (ESL) and Portable Data Terminal (PDA) have become the two most popular tools for warehouse digital transformation due to their flexible deployment, moderate transformation costs and fast results. In this paper, we will systematically explain the specific application scenarios, core functional values, implementation strategies and solutions to common problems of these two types of equipment in intelligent warehouses, to provide a practical reference guide for enterprises that are carrying out or planning to carry out digital transformation of warehouses.
First, the electronic price tag and PDA: warehouse digital transformation of the two core tools
In-depth discussion of specific applications before we first need to clarify the electronic price tag and PDA in the warehouse digitization system positioning and division of labor.
Electronic price tag is a kind of electronic display device installed on shelves, which receives commands from the backstage system through wireless communication technology, and displays real-time commodity information, price, inventory status, and warehouse location code. Its core value lies in upgrading the original static paper label into a dynamic information carrier that can be updated in real time, realizing the digitization and visualization of inventory information. Operators do not need to memorize the complex warehouse code, just check the label display can quickly locate the target goods, significantly reducing the search time.

Figure 1: Electronic price tags in modern warehouses
PDA (Portable Data Assistant) is a kind of handheld mobile terminal device integrated with barcode scanning, RFID reading, data communication, photo taking and other functions. In the warehouse operation scenario, PDA is the real-time interaction window between the operator and the background system. Through PDA, pickers can scan barcode to confirm product information, query task instructions, report abnormalities, and update inventory data in real time. the portability and multi-function integration of PDA provides strong technical support for mobile operations in warehouses, and it is an indispensable terminal device for realizing “digitalization to the edge”.
Second, the core application value of electronic price tags and PDAs in warehouses
2.1 Intelligent warehouse management
Traditional warehouse management is highly dependent on manual memory and paper records, and problems such as lagging update of warehouse information, difficulties for new employees to get started, and difficulties in accurate statistics of warehouse utilization rate are common. After the introduction of electronic price tags, each warehouse has a “digital ID card”, warehouse code, storage commodities, inventory quantities, picking priorities and other information can be displayed on the label screen in real time. The system can automatically adjust the placement of commodities according to sales data, placing high-turnover commodities in the prime picking area, and relegating slow-selling commodities to the secondary area to achieve dynamic optimization of warehouse resources.
2.2 Significant improvement in picking efficiency
Picking is the most labor-consuming part of warehouse operation, and a key node in determining order fulfillment time. The electronic price tag guides the operator to the designated warehouse position and the designated quantity through light flashing and digital display, completely eliminating the manual search and checking. With the barcode scanning confirmation function of PDA, every picking action is recorded by the system, completely eliminating the possibility of omission and wrong picking. Practical data show that after adopting the electronic price tag to guide picking, the single piece picking time can be shortened by more than 50%, and the picking accuracy rate can reach more than 99.9%.
2.3 Real-time synchronization of inventory data
Untimely and inaccurate inventory data is one of the biggest pain points in traditional warehouse management. When the order is out of stock, if the manual entry is delayed or incorrect, it will cause a serious deviation between the book inventory and the actual inventory, which in turn triggers a series of chain problems such as overselling, out-of-stock, and duplicate purchasing. The collaborative work of electronic price tag and PDA realizes the synchronization of picking operation and inventory update. After each outgoing, incoming and shifting operation is completed, the data is uploaded to the backend system in real time, so that the manager can check the real inventory status at any time, which really realizes the “consistency between book and real stock”.
2.4 Full traceability of operational processes
After the digital transformation of the warehouse, each operation has a complete data chain of time stamps, operators, commodity information, quantity records and so on. With these data, companies can restore the complete picking path of any order, analyze operational bottlenecks, optimize staff scheduling, and establish a scientific performance appraisal system. For goods with quality problems, it can also be quickly traced back to the specific link, which operator to complete, to facilitate the problem of localization and division of responsibility.
III. Typical application scenarios of electronic price tags and PDAs
3.1 Split picking in e-commerce warehousing
Orders in e-commerce warehouses are characterized by a wide variety of SKUs, a small number of goods in a single order, long picking paths, and high time-sensitive requirements. In this scenario, the value of electronic price tags is especially prominent. Each SKU corresponds to an electronic price tag, picking personnel in accordance with the route assigned by the system in order to pick goods, and each warehouse can confirm the target product by lighting up, avoiding the pain of blindly searching for a large number of SKUs.PDA is responsible for scanning and confirmation, abnormality reporting, order status updating and other auxiliary work in this scenario.
3.2 Expiry date management in pharmaceutical warehouses
The pharmaceutical industry has extremely strict requirements for the management of commodity expiration dates, and the principle of “first-in-first-out” (FIFO) must be strictly enforced. The electronic price tag can display the expiration date of each batch of goods, and the system automatically places the recent batch of goods to be shipped out in the priority picking position, and adjusts the priority information displayed on the label, eliminating the risk of expired shipments caused by human negligence from the technical level.
3.3 Multi-Specification Management of Clothing, Footwear and Hats
Clothing, shoes and hats have a large number of SKUs, and the same product usually has multiple colors, sizes and style variants, which makes the management complexity extremely high. The electronic price tag can display the specific specification information corresponding to the warehouse position, so that the picking staff can accurately complete the picking without repeatedly checking the label or consulting with colleagues, and the PDA can be used to scan the commodity barcode for secondary confirmation to ensure that the goods sent out are exactly matched with the customer's order.
3.4 Low-temperature operating environments for the fresh produce cold chain
In the fresh food, cold chain and other low-temperature operating environments, paper labels are prone to moisture damage, handwritten information fuzzy, PDA screen touch in the case of wearing gloves operating difficulties and other problems are particularly prominent. Specialized industrial-grade electronic price tag adopts low-temperature protection design, even in -25 degrees Celsius cold storage environment can still be normal display and communication. The cryogenic PDA is equipped with larger buttons and glove mode to ensure efficient operation in extreme environments.
IV. Implementation strategy for the digitalization of electronic price tags and PDAs
4.1 Phased implementation, from pilot to scale-up
It is recommended that enterprises adopt the three-phase implementation strategy of “pilot verification - summary optimization - full-scale promotion”. In the first stage, select a core area in the warehouse (such as the largest average daily order picking area) for the pilot, to verify the performance of the equipment, system stability, adaptability of the personnel, and accumulate implementation experience. In the second stage, optimize and adjust the program according to the problems found in the pilot, and improve the operation process and training system. In the third stage, deploy the equipment in the whole warehouse and synchronize the personnel training and process changes. This progressive implementation strategy can effectively control project risks and avoid the uncertainty brought by one-time large-scale investment.
4.2 Hardware Selection to Match Business Scenarios
The selection of electronic price tag needs to focus on the following factors: screen size (whether to display pictures or two-dimensional code), communication mode (2.4G, LoRa, NBIoT, etc.), battery life, protection level (room temperature or low-temperature environments), mounting methods (magnetic, screw or snap type).PDA selection needs to pay attention to scanning capabilities (1D, 2D, RFID support), protection level, battery life, operating system (Android or Windows), compatibility with existing systems. PDA selection needs to focus on scanning capabilities (1D code, 2D code, RFID support), protection level, battery life, operating system (Android or Windows), compatibility with existing systems. Do not select based on price or technical parameters alone, must be combined with the actual business scenarios for a comprehensive assessment.
4.3 Focus on deep integration with WMS systems
Electronic price tags and PDAs are only front-end execution tools, and their work instructions come from the back-end warehouse management system (WMS). If the data channel between the front-end equipment and WMS is not smooth, even the most advanced equipment can not play its value. In the implementation process, it is necessary to clearly define the data interface specifications between WMS and hardware devices, including the order push mechanism, picking status return format, exception handling process, inventory synchronization rules and so on. It is recommended that the interface specification be clearly agreed upon as an annex at the contract signing stage to avoid project delays due to docking problems at a later stage.
Figure 4: Digital workflow with barcode scanning and system integration
4.4 Emphasize training and feedback for frontline personnel
The landing of new technology ultimately depends on the front-line operators to execute. If the training is not in place, the design of the operation interface is not friendly, and the experience of the frontline personnel is poor, even the best technology program can hardly play the expected effect. The training content should cover the basic operation of the equipment, handling of common problems, safety precautions, etc., and arrange sufficient hands-on practice before going on duty. A smooth feedback channel should be established after going online to collect frontline personnel's experience and suggestions for improvement, and continuously optimize the operation process and equipment configuration.
V. Cost analysis and return on investment measurement
The unit price of an electronic price tag usually ranges from $50 to $300 depending on the functional configuration. A set of standard configuration project to support 3,000 warehouse positions, the hardware investment of about 200,000 to 600,000 yuan. PDA equipment unit price between 1,500 yuan and 5,000 yuan, depending on the configuration and brand varies greatly. If the warehouse needs to be equipped with 20 PDA, the equipment investment is about 30,000 to 100,000 yuan. Software system interfacing and implementation services usually cost between 100,000 and 300,000 yuan.
The return on investment is mainly reflected in three aspects: first, labor cost savings. After picking efficiency is increased by more than 50%, the number of operators required for the same capacity can be reduced by 30% to 40%. second, error loss is reduced. After the picking accuracy rate is increased from 97% to 99.9%, the direct and indirect losses caused by wrong shipment, omission of shipment, and handling of customer complaints can be greatly reduced. Third, management efficiency is improved. Real-time data Kanban and job tracing ability make the granularity and transparency of warehouse management greatly improved, providing a data basis for refined operation. Comprehensive calculations show that medium-sized renovation projects can usually realize investment recovery in 1 to 2 years.
VI. Frequently Asked Questions (FAQ)
Q: How often do I need to replace the batteries in my electronic price tag?
A: Electronic price tags usually use disposable lithium batteries or rechargeable lithium batteries, the service life depends on the communication frequency and screen refresh frequency. Generally speaking, the battery can be used for 3 to 5 years in low-frequency update scenarios, and some models that support solar-assisted charging can further extend the battery life cycle.
Q: Can PDAs be used in a low-temperature cold storage environment?
A: You need to use a specialized low-temperature industrial-grade PDA device. Ordinary commercial PDA at -10 degrees Celsius below the screen may fail, battery degradation and other problems. Specialized low-temperature devices usually operate in temperatures ranging from -30 degrees Celsius to -50 degrees Celsius, and are equipped with anti-fog and waterproof design.
Q: How is the network stability of the electronic price tag system guaranteed?
A: The electronic price tag system usually adopts a dedicated wireless communication protocol, and the integrity of signal coverage and redundant backup should be considered in the design of network architecture. The key nodes deploy dual network ports or dual link backup, and the controller equipment is recommended to adopt the main redundant configuration to ensure that a single point of failure does not affect the overall system operation.
Q: How many PDAs do I need to configure for a warehouse to be adequate?
A: The number of PDA configurations depends on the warehouse's operating model, personnel scheduling and task concurrency. Generally speaking, fixed positions (such as receiving area, review area) configuration of special equipment, picking personnel according to the picking wave rotation of the equipment. Small and medium-sized warehouses are usually configured with 10 to 30 units, and large logistics centers may require more than 50 units. It is recommended to determine the number of configurations based on the number of concurrent tasks at the peak of the actual operation.
Q: What should I do if I experience equipment failure after the system goes live?
A: First of all, it is necessary to establish a rapid response mechanism for equipment failures, including channels for reporting failures, replacement processes for spare equipment, and failure grading standards. It is recommended to sign a maintenance contract with the equipment supplier that includes a response time limit, and reserve spare equipment in key areas to ensure that normal operation can be resumed within 4 to 8 hours after a failure.
VII. Summary and outlook
Electronic price tag and PDA is the most pervasive and cost-effective intelligent warehouse digital transformation of the two core tools. The electronic price tag realizes the digitalization and dynamization of the warehouse information, so that “goods waiting for people” instead of “people looking for goods”; PDA realizes the real-time collection and transmission of operational data, so that “digital-driven decision-making PDA realizes the real-time collection and transmission of operational data, so that ”digital-driven decision-making“ replaces ”empiricism". The synergistic application of the two, for the digital transformation of the warehouse intelligence provides a solid technical base. For enterprises planning the digital transformation of warehouses, it is recommended to start from the business pain points, clarify the core objectives and priorities of the transformation, and select the most compatible technical solutions with their own business scenarios. The transformation process focuses on pilot verification and continuous optimization, respecting the operating habits and experience of frontline personnel. Digital transformation is not a one-time project, but a continuous iterative and deepening development process. Choosing the right tools, establishing a scientific management mechanism, and cultivating digital operation capabilities are indispensable.
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