How can shopping malls use turnstiles to monitor customer behavior?

1.the evolution of technical architecture, from physical isolation to intelligent perception.

The technological advancements that have lead to the development of current turnstiles exhibit three significant characteristics:

Integrated Sensor Network: Composite A stereoscopic perception matrix is constructed by the YT-G063 rotating gate, which was erected in a Shenzhen shopping mall, for example. This gate is comprised of sixteen sets of infrared sensors, millimeter wave radar, and three-dimensional structured light cameras respectively. Infrared sensors are able to detect changes in displacement as little as 0.1 meter, millimeter wave radar is able to track the movements of a large number of individuals across a range of 5 meters, and structured light cameras are able to recognize every human pose. The gate is able to have a complete perception chain consisting of "see, understand, and respond" thanks to the amalgamation of input from multiple sources.

The gate is able to process localized data thanks to the built-in NVIDIA Jetson AGX Orin edge computing module, which enables edge computing capacity. The Taikoo Li project in Chengdu makes use of a system that is capable of doing facial recognition, behavior categorization, and anomaly detection in just 200 milliseconds. This capacity makes the system eight times more efficient than the standard cloud processing and reduces the bandwidth requirements for data transmission by ninety percent.

Architecture of Open Systems Design: Because of its RESTful API interfaces, it is possible to establish a seamless connection with point-of-sale (POS) systems, electronic price tags, Wi-Fi probes, and other devices used in shopping centers. By incorporating gates and indoor positioning systems, Shanghai Global Port is able to achieve a comprehensive process data loop consisting of "customer entry - flow tracking - consumption correlation," which enables the port to offer precision marketing.

2.The fundamental monitoring of conditions and the technical implementations and

Warning mechanism for inappropriate behavior.

An anti-theft defense line is created by the turnstile by the utilization of a triple mechanism:

A force feedback servo motor is utilized in the construction of this physical anti-pinch device, which allows it to automatically recover when the clamping force surpasses 15 N. This method has the ability to maintain a normal traffic rate of 99.7% while simultaneously reducing the number of gate squeeze occurrences by 92%, as shown by actual statistics from Beijing SKP authorities.

Recognition based on behavioral semantics: A Transformer-based artificial intelligence model is able to differentiate between twelve distinct types of aberrant behaviors, such as bending over, causing a fast collision, and tailgating. A total of five instances of product concealment were successfully intercepted by the system that was implemented in Shenzhen Coastal City throughout the pilot period. Three of these instances were identified in advance by the utilization of gate posture analysis technique.

An examination of the product correlation: The system will automatically match the stock keeping unit (SKU) of a demagnetized product to the consumption record of the client whenever the product passes through the gate. According to the experience of a global chain of warehouse stores, the utilization of this technology has resulted in a reduction of the missed scanning rate of goods from 1.2% to 0.3%, thereby recouping losses of more than 2 million yuan annually.

3.Thermal analysis of passenger flow.

When it comes to making decisions about mall operations, the data on traffic that is provided by the gate has become an important base.

Analyzing the spatial and temporal dimensions through modeling: A customer flow heat map is produced by gathering information such as the timings of entry and exit, the frequency of visits, and the length of total stays. The peak hour passenger flow density at Hangzhou Wanda Plaza decreased by 35% as a result of the application of this technology to improve the architecture of the B1 level food court. This resulted in an 18% increase in sales at retail establishments located in the surrounding area.

The cross-floor correlation analysis involves combining the data on elevator usage in order to get the total conversion rate for each floor. According to the findings of a study conducted by Chengdu International Flight Service, the rate of passenger flow loss from the third to the fifth floors was 27%. According to this, modifying the business combination led to a forty percent increase in the amount of time that was desired to be spent on the floor.

Exceptional response to the scenario: Real-time measurements of gate traffic pressure are taken by the system while promotional activities are being carried out. In the year 2024, during the Double Eleven period, Nanjing Deji Square dynamically changed the number of gate openings. As a result, peak-hour wait times were reduced from twelve minutes to three minutes, and customer satisfaction increased by twenty-two percent.

4. Services for membership that are accurate

The introduction of rotary turnstiles as a new touchpoint for member operations is now taking place:

The Sensorless Recognition Experience encompasses the utilization of ultra wideband positioning technology (UWB) to guarantee a seamless passageway for individuals as they walk through the gate. The experience of Guangzhou Taikoo Hui reveals that the implementation of this technology results in a forty percent increase in the number of high-end members who frequent the store while simultaneously retaining the effectiveness of the anti-theft measures.

An emphasis on personalized service: As soon as VIP members get through the gate, the system immediately initiates augmented reality navigation to the parking spot that has been reserved for them and provides them with information on exclusive discounts. The Qiantan of Shanghai The consumption of members has increased from 35% to 52% as a result of Taikoo Li's feature.

Connections between different loyalty systems: Achieving "pass and earn points" can be accomplished by integration with the member points system. The groundbreaking method that Taikoo Li implemented in Sanlitun, Beijing, provided customers with the opportunity to collect double points by passing through the gate for the tenth time per month, which resulted in an increase in the repurchase rate.

Innovations in Privacy and Compliance, Number Three

The following are the three key options that the industry has studied for the purpose of data value mining and protecting privacy:

Federated Learning Framework: [Common] The gate data for each shopping mall is updated locally through the use of a distributed AI training mode, and only encrypted parameters are uploaded by the system. The design of this system makes it possible for a particular chain group to optimize the national store anti-theft model through joint efforts while still preserving data sovereignty.

For the purpose of ensuring that an irreversible inference of individual consumer behavior can be made, differential privacy technology incorporates the introduction of noise that can be adjusted into passenger flow statistics numbers. It has been demonstrated through the application experience of Shenzhen Yifangcheng that this technology guarantees the availability of 92% of data while simultaneously meeting the rules for GDPR compliance.

During the process of dynamic desensitization, the system generates an anonymous identification number and saves the original image locally for a period of seventy-two hours after the gate camera has taken a face image. Not only was Hangzhou Tower able to improve its security with the use of this technology, but it also managed to obtain accreditation for its privacy information management system according to ISO 27701.

Outdoor Security Turnstiles