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Technical report

Private cellular connectivity
against automated attacks using AI

Hidden. Inaccessible. Resilient. A technical report examining private cellular architecture, redundancy, deployment and limitations using public statistics and advisories.

IDY Co., Ltd. | 10 November 2026

Abstract

The National Police Agency's ransomware surveys identify internet-exposed VPN appliances as the most frequently reported infection route among valid responses in both 2025 and the first half of 2026 [1][2]. Disclosures of data leaks in Japan have increased sharply since September 2026, and public bodies have pointed to the possible use of AI in target research and compromise [4][5][8]. This report examines how internet-facing listening endpoints become starting points for discovery and compromise, and proposes a private cellular architecture that replaces VPN access with a carrier's private 5G network to separate inter-site traffic from the internet. The architecture addresses three requirements—hidden, inaccessible and resilient—without wired access-line construction and with redundancy using private-network SIMs from multiple carriers.

1. Introduction

Internet VPNs have been widely used for inter-site communications and maintenance access. Because VPN appliances listen for connections on the internet, their presence makes them targets for discovery. As attacks become increasingly automated, reducing these internet-visible entry points is an important challenge.

Section 2 reviews statistics and public advisories. Section 3 examines attack sequences, contributing factors and countermeasure requirements. Section 4 presents the proposed architecture, Section 5 discusses redundancy, Section 6 examines deployment, and Section 7 defines the scope and limitations.

2. Background

2.1 Ransomware infection routes

According to the National Police Agency, 123 ransomware incidents were reported to police in the first half of 2026, the highest half-year total [1]. Of 36 valid responses on infection routes, 18 (50.0%) cited VPN appliances and nine (25.0%) cited remote desktop access. In 2025, VPN appliances accounted for 61 of 92 valid responses (66.3%) [2], making them the most frequently reported route in both periods (Figure 1).

Figure 1. Ransomware infection routes, based on references [1][2]
Figure 1. Ransomware infection routes, based on references [1][2]

2.2 Automated attacks using AI and increasing data leaks

Disclosures of data leaks in Japan have increased sharply since September 2026. According to MM Research Institute, cyberattacks disclosed through the end of October 2026 involved approximately 376 million leaked or potentially leaked records, about 7.6 times the 49.53 million records in all of 2025. October alone accounted for approximately 185 million records. The January–October totals of 661 incidents and 45 major incidents involving at least one million records were both the highest in the past five years [9] (Figure 2).

Figure 2. Data-leak trends in 2026 and responses by public bodies; counts based on reference [9]
Figure 2. Data-leak trends in 2026 and responses by public bodies; counts based on reference [9]

The Personal Information Protection Commission [3], JPCERT/CC [4], the National Cybersecurity Office [6] and the Ministry of Internal Affairs and Communications [7] subsequently issued advisories. In its investigation of infrastructure potentially used in attacks, JPCERT/CC confirmed that attackers had used AI for activities including scanning for known vulnerabilities [5]. The National Cybersecurity Office also stated that attackers were highly likely to be using AI for target research and compromise [8]. AI can enable discovery of internet-reachable devices at a scale and speed difficult to achieve manually.

3. Problems and contributing factors

3.1 A typical attack sequence

Attacks through VPN appliances generally follow the sequence in Figure 3. Attackers scan for public VPN appliances and identify their models, then exploit vulnerabilities or use stolen credentials to sign in as legitimate users. They subsequently conduct internal reconnaissance and lateral movement, ultimately stealing data and encrypting systems with ransomware.

Figure 3. A typical attack sequence through a VPN appliance
Figure 3. A typical attack sequence through a VPN appliance

These incidents have encouraged replacement of internet-exposed VPN appliances with other connectivity methods.

3.2 Main factors enabling attacks

The attacks described above are enabled by three main factors.

(1) Exposed entry points

VPN appliances listen for internet connections and can therefore be discovered by scanning. When vulnerabilities become public, devices awaiting remediation can become targets within a short period.

(2) Dependence on credentials

Where access depends on credentials such as IDs and passwords, leaked credentials can allow an attacker to enter as a legitimate user.

(3) Increasing entry points

More sites and contractors mean more VPN endpoints and managed devices, making consistent updates and monitoring more difficult.

3.3 Countermeasure requirements

Based on these factors, this report defines three requirements.

(a) Hidden: No internet-facing listening endpoint should be present for internet-based discovery.

(b) Inaccessible: Only devices with SIMs registered with the carrier should be able to access the network; credentials alone should not establish connectivity.

(c) Resilient: Redundancy should address carrier outages and congestion so that moving to a private network does not compromise business continuity.

4. Proposed architecture

4.1 Wired and cellular private networks

Wired private networks, including IP-VPN and leased lines, also separate communications from the internet. However, connecting numerous distributed sites requires access-line construction, cost and lead time at each site. Cellular private networks using SIMs provisioned for a carrier's private service can be activated without access-line construction (Table 1).

Table 1. Wired and cellular private networks
AspectWired private networkPrivate cellular network
Deployment costConstruction and monthly service fees per siteNo access-line construction; equipment and SIM/private-service fees apply
Lead timeWeeks to monthsPotentially a few hours once the service and SIMs are ready (*1)
LocationFixed sites where a wired service can be installedTemporary sites, outdoor equipment and vehicles
RedundancyAdditional line installation and contractMultiple SIMs across carriers
Relocation and expansionFurther construction requiredMove the gateway and SIMs

Table 1. Wired and cellular private networks

Deployment cost

Wired private network
Construction and monthly service fees per site
Private cellular network
No access-line construction; equipment and SIM/private-service fees apply

Lead time

Wired private network
Weeks to months
Private cellular network
Potentially a few hours once the service and SIMs are ready (*1)

Location

Wired private network
Fixed sites where a wired service can be installed
Private cellular network
Temporary sites, outdoor equipment and vehicles

Redundancy

Wired private network
Additional line installation and contract
Private cellular network
Multiple SIMs across carriers

Relocation and expansion

Wired private network
Further construction required
Private cellular network
Move the gateway and SIMs

*1 Installation and configuration time assumes that the private-network service contract and SIMs are already in place.

Wired private networks remain a strong option for large fixed sites with continuous high-volume traffic. A combination of wired and cellular networks may be appropriate to the scale and purpose of each site.

4.2 IDY's recommended private cellular architecture

The proposed architecture connects sites to a central location, such as headquarters or a data center, through IDY 5G edge gateways including iR800B and iR730B and a carrier's private 5G network. No internet breakout is provided; inter-site communications remain within the private network (Figure 4).

Figure 4. IDY's recommended private cellular architecture
Figure 4. IDY's recommended private cellular architecture

The architecture addresses the requirements in Section 3.3 as follows.

(a) Hidden: There is no VPN appliance listening through a public IP address, so internet scanning cannot discover that entry point.

(b) Inaccessible: Only devices with carrier-registered SIMs can access the private network. Contractor access can also be restricted or suspended per SIM.

(c) Resilient: Every site uses private-network SIMs from two carriers for cross-carrier redundancy (Section 5).

Where no other internet connection is provided, even a compromised device at a site has no route to communicate with an external command server or exfiltrate data over the internet. Table 2 compares the architecture with internet VPN access.

Table 2. Internet VPN and private cellular architectures
AspectInternet VPNPrivate cellular architecture
AI scanningPublic-IP listeners can be discoveredNo internet-facing listener
Access requirementsID/password, certificates and other controls; stolen credentials can enable accessRegistered SIM and private-network authentication; devices without an authorized SIM cannot connect
Vulnerability exposureInternet-facing VPN vulnerabilities can be directly targetedExternal reachability required for exploitation is reduced
Internet routeMay provide a route for external communication and data theftNo private-network internet breakout when no other internet connection is provided

Table 2. Internet VPN and private cellular architectures

AI scanning

Internet VPN
Public-IP listeners can be discovered
Private cellular architecture
No internet-facing listener

Access requirements

Internet VPN
ID/password, certificates and other controls; stolen credentials can enable access
Private cellular architecture
Registered SIM and private-network authentication; devices without an authorized SIM cannot connect

Vulnerability exposure

Internet VPN
Internet-facing VPN vulnerabilities can be directly targeted
Private cellular architecture
External reachability required for exploitation is reduced

Internet route

Internet VPN
May provide a route for external communication and data theft
Private cellular architecture
No private-network internet breakout when no other internet connection is provided

4.3 Architecture requirements and iR800B suitability

To maintain operations after replacing VPN access with private cellular connectivity, site equipment must provide appropriate 5G performance, wired interfaces suitable for the site's core network, and redundancy. Table 3 relates these requirements to iR800B capabilities.

Table 3. Architecture requirements and iR800B suitability
RequirementiR800B specificationSuitability
5GSA/NSA, Sub-6; iR800B-101 / iR800B-102 Release 16; iR800B-107 Release 17; measured DL 1.94Gbps (*2)Helps maintain inter-site throughput after replacing VPN access
Redundancy2 nanoSIMs; 3 SIM / 2 Active with iS201BCross-carrier redundancy and two active paths in the highest configuration
Automatic recoveryReconnect → soft reset → hardware reset → device restartAutonomous recovery at unattended sites
Wired interfaces10GbE SFP+ ×1; 10GbE RJ-45 ×1; 1GbE RJ-45 ×2Interfaces for site core networks
Environmental testsJIS E 4031:2013 category 1A; JIS D 1601:1995Supports varied industrial, outdoor and vehicle environments
Development and manufacturingJapanese manufacturerCustomization and long-term maintenance

Table 3. Architecture requirements and iR800B suitability

5G

iR800B specification
SA/NSA, Sub-6; iR800B-101 / iR800B-102 Release 16; iR800B-107 Release 17; measured DL 1.94Gbps (*2)
Suitability
Helps maintain inter-site throughput after replacing VPN access

Redundancy

iR800B specification
2 nanoSIMs; 3 SIM / 2 Active with iS201B
Suitability
Cross-carrier redundancy and two active paths in the highest configuration

Automatic recovery

iR800B specification
Reconnect → soft reset → hardware reset → device restart
Suitability
Autonomous recovery at unattended sites

Wired interfaces

iR800B specification
10GbE SFP+ ×1; 10GbE RJ-45 ×1; 1GbE RJ-45 ×2
Suitability
Interfaces for site core networks

Environmental tests

iR800B specification
JIS E 4031:2013 category 1A; JIS D 1601:1995
Suitability
Supports varied industrial, outdoor and vehicle environments

Development and manufacturing

iR800B specification
Japanese manufacturer
Suitability
Customization and long-term maintenance

*2 IDY measurements using iR800B-102 [10] and Anritsu MT8000A (5G SA n79, 2CC CA, 200MHz total bandwidth, 4×4 MIMO). iperf3 ran on a LAN-side PC connected over 10GbE using the standard internal USB connection. The PCIe configuration achieved 2.34Gbps, and iperf3 running inside the device achieved 2.45Gbps.

5. Redundancy

Carrier outages and congestion are key concerns when adopting cellular private networks. IDY offers three levels of redundancy according to site criticality (Figure 5) [11].

Figure 5. Redundancy configurations according to site criticality
Figure 5. Redundancy configurations according to site criticality

The highest configuration connects a 5G USB modem, iS201B, to iR800B over USB 3.2. Three SIMs support two communications paths simultaneously (2 Active). With iR800B-107, all three lines remain registered with base stations: two Active and one Standby. Keeping the standby line registered reduces the processing required before switching compared with configurations requiring registration. iR800B-102 also supports two simultaneous paths with iS201B, but switching to its internal standby SIM requires base-station registration and therefore takes longer.

The relevant criteria are the number of registered lines, simultaneous communications paths and available failover routes, rather than SIM count alone. IDY designs link monitoring, fault detection, route selection, post-switch connectivity checks and recovery assessment as a coordinated communications-control process. All models also attempt staged recovery after a communications interruption: reconnection, radio soft reset, hardware reset and device restart.

*3 Switching time depends on registration state, carrier, detection criteria and routing configuration. Bandwidth aggregation and uninterrupted switching require application-specific system design and control.

6. Deployment

Vulnerability remediation and system redevelopment commonly take months, while scanning continues. Private cellular connectivity can be introduced without modifying existing applications. When the private-network service contract and SIMs are ready, equipment installation and configuration may be completed in a few hours (*1, Figure 6). The architecture can therefore also reduce exposed entry points while fundamental remediation is being completed.

Figure 6. Time until countermeasures take effect (general illustration)
Figure 6. Time until countermeasures take effect (general illustration)

7. Scope and limitations

This architecture addresses non-public communications, such as inter-site and maintenance access previously carried over an internet VPN. Public websites and services require internet reachability and are outside its scope. They require complementary measures such as WAF, vulnerability assessment and prompt patching.

Even within a private network, compromised authorized devices can enable intrusion. Internal device management and updates remain necessary. If a site or central location has other internet connections, those routes also require management and monitoring.

8. Conclusion

This report examined how internet-facing VPN appliances become starting points for discovery and compromise, and proposed moving inter-site communications to a private 5G network. The architecture addresses three requirements: removing listening endpoints (hidden), SIM-based connection control (inaccessible) and redundancy across carriers (resilient). It can be deployed without wired access-line construction. Selecting among iR800B with iS201B, standalone iR800B and iR730B according to site criticality supports both security and business continuity.

References

[1]警察庁「令和8年上半期におけるサイバー空間をめぐる脅威の情勢等について」(2026年9月10日) (Japanese)[2]警察庁「令和7年におけるサイバー空間をめぐる脅威の情勢等について」(2026年3月) (Japanese)[3]個人情報保護委員会「大規模な漏えい等事案を踏まえた対応について(注意喚起)」 (2026年10月7日) (Japanese)[4]JPCERT/CC「直近で相次いでいる国内組織における不正アクセスに関する注意喚起」 (JPCERT-AT-2026-0030、2026年10月8日公開、10月23日更新) (Japanese)[5]JPCERT/CC「連続不正アクセス事案の攻撃手法に関する調査」 (JPCERT/CC Eyes、2026年10月15日) (Japanese)[6]内閣官房国家サイバー統括室「不正アクセスによる漏えい等の事案を踏まえた対応について」 (2026年10月9日) (Japanese)[7]総務省「不正アクセスによる情報漏えい等の事案を踏まえた対応について(注意喚起)」 (2026年10月9日) (Japanese)[8]内閣官房国家サイバー統括室「個人情報の漏えい等につながる不正アクセスへの対策について」 (2026年11月5日) (Japanese)[9]MM総研「国内サイバー攻撃による情報漏えい動向調査」 (2026年10月末時点、2026年11月4日発表) (Japanese)[9, news coverage] NHK News, 4 November 2026 (Japanese)[10]株式会社IDY「エッジ・製品エンジニアリング」 (https://idy-design.com/ja/technology/edge-product-engineering) (Japanese)[11]株式会社IDY「レジリエントMulti-RAT」 (https://idy-design.com/ja/technology/resilient-multi-rat) (Japanese)[12]株式会社IDY「iR800B」製品情報 (https://idy-design.com/ja/products/ir800b) (Japanese)[13]株式会社IDY「iS201B」製品情報 (https://idy-design.com/ja/products/is201b) (Japanese)[14]株式会社IDY「iR730B」製品情報 (https://idy-design.com/ja/products/ir730b) (Japanese)

Company and product names are trademarks or registered trademarks of their respective owners.

Appendix. Product specifications

A.1 iR800B 5G edge gateway

An industrial 5G edge gateway supporting 10GbE that serves as the site-side core of the proposed architecture.

Table A.1. Main iR800B specifications [12]
ItemSpecification
3GPPiR800B-101 / -102
(Rel.16)
iR800B-107
(Rel.17)
5G NR CAiR800B-101 : 2CC CA / 120MHz
iR800B-102 : 3CC CA / 200MHz
LTE BandsB1 / B3 / B8 / B18 / B19 / B26 / B28 / B39 / B40 / B41 / B42
5G NR Bandsn1 / n3 / n28 / n40 / n41 / n77 / n78 / n79
MIMODL 4 × 4 MIMO / UL 2 × 2 MIMO
5G ModeSA / NSA / Sub-6
SIMnanoSIM × 2
10GbESFP+ × 1 / RJ-45 × 1
1GbERJ-45 × 2
Wireless LANWi-Fi 6
(with WISE CONNECT® Wi-Fi module)
BluetoothBluetooth 5.2
Expansion InterfaceWISE CONNECT®
CPUArm Cortex-A73 Quad-core / 1.8GHz
USBUSB 3.2 Host × 3
Storage8 GB eMMC / microSD
Industrial I/ORS232 / RS485 / DIO × 2
PositioningGNSS
Power InputDC 9–24V / USB PD, 65W or higher with 20V output
Dimensions / Weight105 × 200 × 25mm / 650g
(excluding WISE CONNECT® modules and accessories)
Storage / Humidity-20–+70°C / 10–95% RH, non-condensing
Operating Temperature-10°C to +60°C
Railway VibrationJIS E4031:2013 — Rolling stock equipment — Vibration and shock tests / Classification 1A
Automotive VibrationJIS D1601:1995 — Vibration testing methods for automobile parts

Table A.1. Main iR800B specifications [12]

3GPP

Specification
iR800B-101 / -102
(Rel.16)
iR800B-107
(Rel.17)

5G NR CA

Specification
iR800B-101 : 2CC CA / 120MHz
iR800B-102 : 3CC CA / 200MHz

LTE Bands

Specification
B1 / B3 / B8 / B18 / B19 / B26 / B28 / B39 / B40 / B41 / B42

5G NR Bands

Specification
n1 / n3 / n28 / n40 / n41 / n77 / n78 / n79

MIMO

Specification
DL 4 × 4 MIMO / UL 2 × 2 MIMO

5G Mode

Specification
SA / NSA / Sub-6

SIM

Specification
nanoSIM × 2

10GbE

Specification
SFP+ × 1 / RJ-45 × 1

1GbE

Specification
RJ-45 × 2

Wireless LAN

Specification
Wi-Fi 6
(with WISE CONNECT® Wi-Fi module)

Bluetooth

Specification
Bluetooth 5.2

Expansion Interface

Specification
WISE CONNECT®

CPU

Specification
Arm Cortex-A73 Quad-core / 1.8GHz

USB

Specification
USB 3.2 Host × 3

Storage

Specification
8 GB eMMC / microSD

Industrial I/O

Specification
RS232 / RS485 / DIO × 2

Positioning

Specification
GNSS

Power Input

Specification
DC 9–24V / USB PD, 65W or higher with 20V output

Dimensions / Weight

Specification
105 × 200 × 25mm / 650g
(excluding WISE CONNECT® modules and accessories)

Storage / Humidity

Specification
-20–+70°C / 10–95% RH, non-condensing

Operating Temperature

Specification
-10°C to +60°C

Railway Vibration

Specification
JIS E4031:2013 — Rolling stock equipment — Vibration and shock tests / Classification 1A

Automotive Vibration

Specification
JIS D1601:1995 — Vibration testing methods for automobile parts

A.2 iS201B 5G USB modem

A USB-powered 5G modem that adds an independent communications path using a third SIM when connected to iR800B over USB 3.2.

Table A.2. Main iS201B specifications [13]
ItemSpecification
ModelsiS201B-101 / iS201B-102
3GPPRelease 16 / 5G SA and NSA
5G NRSub-6GHz / n1, n3, n28, n40, n41, n77, n78, n79
5G NR CAiS201B-101 : 2CC CA / 120MHz
iS201B-102 : 2CC / 3CC CA / 200MHz
MIMODL 4x4 MIMO / UL 2x2 MIMO
LTE101: Cat.18, up to 5CA / 102: Cat.20, up to 7CA
USBUSB 3.2 Type-C / USB bus power
SIM1x nanoSIM
Antenna4x LTE/Sub-6 SMA / 1x GNSS
PowerUSB bus power 7.5W (15W or higher recommended)
Dimensions / Weight60 (86 incl. SMA) x 81 x 32mm / 190g
Operating Temperature-10 to 60°C
Storage / Humidity-20 to 70°C / 10–95% RH, non-condensing

Table A.2. Main iS201B specifications [13]

Models

Specification
iS201B-101 / iS201B-102

3GPP

Specification
Release 16 / 5G SA and NSA

5G NR

Specification
Sub-6GHz / n1, n3, n28, n40, n41, n77, n78, n79

5G NR CA

Specification
iS201B-101 : 2CC CA / 120MHz
iS201B-102 : 2CC / 3CC CA / 200MHz

MIMO

Specification
DL 4x4 MIMO / UL 2x2 MIMO

LTE

Specification
101: Cat.18, up to 5CA / 102: Cat.20, up to 7CA

USB

Specification
USB 3.2 Type-C / USB bus power

SIM

Specification
1x nanoSIM

Antenna

Specification
4x LTE/Sub-6 SMA / 1x GNSS

Power

Specification
USB bus power 7.5W (15W or higher recommended)

Dimensions / Weight

Specification
60 (86 incl. SMA) x 81 x 32mm / 190g

Operating Temperature

Specification
-10 to 60°C

Storage / Humidity

Specification
-20 to 70°C / 10–95% RH, non-condensing

Measured iS201B downlink throughput was 3,060Mbps on Windows and 3,030Mbps on Ubuntu. Measurements were made in IDY’s evaluation environment with iS201B connected to a PC running iperf3 (2CC CA, 200MHz, 4×4 MIMO). Actual throughput varies with network, radio conditions, OS and test configuration.

A.3 iR730B 5G edge gateway

An industrial 5G/LTE edge gateway inheriting the compact, rugged design and industrial I/O of the iR700B family. Its fanless, compact enclosure suits distributed small sites.

Table A.3. Main iR730B specifications [14]
ItemSpecification
ModelsiR730B-001 / -002 / -101 / -102
3GPPiR730B-001 / -002 : Rel.15
iR730B-101 / -102 : Rel.16
Mobile NetworkUMTS / LTE / 5G Sub-6GHz
5G mmWaveNot included in the standard specification
GNSS / GPSOptional (antenna / firmware / consultation)
Ethernet1GbE LAN × 1 / 1GbE LAN-WAN × 1
Expansion InterfaceWISE CONNECT®
(depending on model and module specifications)
AntennaSMA connector × 6
USBUSB 2.0 × 1
Serial / DIORS232 / RS485 / DIO1 / DIO2 × 1
DisplayPower / Status / WWAN / AUX LEDs
ButtonsMODE switch / RESET switch
Power InputDC 5V–16V / AC adapter: DC12V output
Size77.9 × 125 × 24.8 mm
WeightApprox. 320g incl. WISE CONNECT® module, antenna and AC adapter
Power ConsumptionApprox. 20W max. (5G/LTE + LAN)
Operating Temperature-10°C to +60°C
Storage Temperature-20°C to +70°C
Humidity10% ~ 95% RH (non-condensing)
EnvironmentJIS D1601:1995 — Vibration testing methods for automobile parts
JIS E4031:2013 — Rolling stock equipment — Vibration and shock tests

Table A.3. Main iR730B specifications [14]

Models

Specification
iR730B-001 / -002 / -101 / -102

3GPP

Specification
iR730B-001 / -002 : Rel.15
iR730B-101 / -102 : Rel.16

Mobile Network

Specification
UMTS / LTE / 5G Sub-6GHz

5G mmWave

Specification
Not included in the standard specification

GNSS / GPS

Specification
Optional (antenna / firmware / consultation)

Ethernet

Specification
1GbE LAN × 1 / 1GbE LAN-WAN × 1

Expansion Interface

Specification
WISE CONNECT®
(depending on model and module specifications)

Antenna

Specification
SMA connector × 6

USB

Specification
USB 2.0 × 1

Serial / DIO

Specification
RS232 / RS485 / DIO1 / DIO2 × 1

Display

Specification
Power / Status / WWAN / AUX LEDs

Buttons

Specification
MODE switch / RESET switch

Power Input

Specification
DC 5V–16V / AC adapter: DC12V output

Size

Specification
77.9 × 125 × 24.8 mm

Weight

Specification
Approx. 320g incl. WISE CONNECT® module, antenna and AC adapter

Power Consumption

Specification
Approx. 20W max. (5G/LTE + LAN)

Operating Temperature

Specification
-10°C to +60°C

Storage Temperature

Specification
-20°C to +70°C

Humidity

Specification
10% ~ 95% RH (non-condensing)

Environment

Specification
JIS D1601:1995 — Vibration testing methods for automobile parts
JIS E4031:2013 — Rolling stock equipment — Vibration and shock tests

Contact

For architecture planning and migration from existing VPN or inter-site connections, please use the inquiry form on our website.

IDY Co., Ltd.

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