5g or wi-fi for ha/dr in the 60 ghz band?hstabstractbook.org/index_htm_files/c-190914_1begin.pdf ·...

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1 5G or Wi-Fi for HA/DR in the 60 GHz Band? Md Fahad Kabir and Seungmo Kim, Member, IEEE Abstract—This paper studies the feasibility of Wi-Fi and 5G technologies in the unlicensed 60 GHz band for humanitarian assistance and disaster relief (HA/DR) operations. Building a wireless communications system in the 60 GHz band can benefit HA/DR activities for two reasons: (i) no license is needed; (ii) a wide bandwidth is available. Our simulation results show that both of Wi-Fi and 5G can achieve data rates exceeding the requirements for most of the HA/DR missions, which proves the feasibility of the two wireless technologies for operation of high- data-rate HA/DR activities such as real-time video streaming. Index Terms—HA/DR, emergency communications, 60 GHz, unlicensed band, 5G, Wi-Fi I. I NTRODUCTION For public safety, it is critical to have an option to provide and keep up communications amid and after a calamity or crisis [1]. In the case of an emergency or natural catastrophe, the telecommunications structure are likely to be damaged. Thus, wireless communications for humanitarian assistance and disaster relief (HA/DR) activities may become non- available, which may be significant threats to the society’s safety. Further, for modern disaster management, higher data rates are required: examples include from video streaming for live footage and on-time response to disaster shelters experiencing instantaneous burst in bandwidth demand while accommodating large numbers of victims. The 60 GHz band (57-71 GHz) has been attracting a large public interest ever since it was released by the Federal Com- munications Commission (FCC) in 2016 [2]. The key benefits that the emergency communications can take from using the 60 GHz spectrum are two-fold: (i) it is an unlicensed band in which any wireless system is allowed to operate without a license granted by the FCC; (ii) its historic abundance in the bandwidth of 14 GHz enables a myriad of high-data-rate applications for emergency communications. The key challenge in establishing emergency communica- tions systems in the 60 GHz band is interference among dissimilar wireless systems. Notice that any wireless system can operate without license in this unlicensed band. In fact, the Wireless Fidelity (Wi-Fi) and the 5th Generation Wireless (5G), the two most proliferating wireless technologies, already rolled out earlier versions of unlicensed systems operating at 60 GHz. In this context, this paper investigates the feasibilities of 5G and Wi-Fi in the 60 GHz band for HA/DR applications. Specifically, it studies the data rates achieved by 5G and Wi-Fi M. F. Kabir and S. Kim are with the Department of Electrical and Computer Engineering, Georgia Southern University in Statesboro, GA, USA. The corresponding author is S. Kim: contact at [email protected]. under coexistence with each other. From extension of a recent work [3], we focus on finding the exact number of access points (APs) at which a sufficient data rate is achieved for HA/DR activities. II. RELATED WORK Initial work had discussed the significance of the 60 GHz band and key research challenges [4][5]. Ever since the earliest discussions, identification of technologies and issues for deploying next-generation short-range wireless networks still remains as an open problem mainly due to the inter- technology interference issues. So far, the consensus has been focusing on three technologies: Wi-Fi, cellular (e.g., 5G), and licensed assisted access (LAA) such as Long-Term Evolution Unlicensed (LTE-U). As such, one needs to precisely characterize the coex- istence and interoperability among the dissimilar wireless technologies. Nevertheless, only few prior studies focused on addressing the coexistence issue. Therefore, this paper identifies related research on cross layer has also been con- ducted in order to further optimize the 60-GHz communication systems. Different from interference analysis in conventional low-frequency networks, interference in mmW bands is mainly caused by concurrent directional communications links. It is found that multi-hop MAC protocol based on these models is effective to maintain high network utilization with low overhead [6]. Also, other prior work studied coexistence of Wi-Fi and cellular in lower-frequency bands. The coexistence of LAA- LTE and Wi-Fi in indoor environments was studied [7]. This experimental study performed implementation of LAA-LTE and Wi-Fi. The findings are the facts that (i) a small bandwidth of LAA-LTE(1.4/3/5/10MHz) causes a greater impact on the Wi-Fi performance, and (ii) LAA-LTE signals with LAA-LTE can trigger channel busy indication of CS/CCA in Wi-Fi. How- ever, the paper did not provide thorough technical rationale behind the findings. Another relevant study focused on the coexistence between Wi-Fi and small-cell LTE [8]. A novel network architecture for LTE/LTE-A small cells was proposed to exploit the unlicensed spectrum already used by Wi-Fi systems. The interference avoidance scheme was presented to mitigate the interference between Wi-Fi and LTE/LTE-A systems when both operating in the same unlicensed spectrum. More technical approaches on inter-technology coexistence were presented [9]-[10][11]. A spatio-temporal analysis on the military radar-Wi-Fi coexistence in 3.5 GHz band was studied [9]. Exploiting the fact that a military radar “rotates” in a fixed revolution rate, the Wi-Fi was proposed to transmit while a radar beam faces to the other directions. The study measured (i) how much performance a Wi-Fi achieves and 978-1-7281-5092-5/19/$31.00 ©2019 IEEE

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Page 1: 5G or Wi-Fi for HA/DR in the 60 GHz Band?hstabstractbook.org/index_htm_files/c-190914_1begin.pdf · 2019. 11. 5. · Scenario 2: 5G only Scenario 3: 5G and Wi-Fi coexisting A. Small-Scale

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5G or Wi-Fi for HA/DR in the 60 GHz Band?Md Fahad Kabir and Seungmo Kim, Member, IEEE

Abstract—This paper studies the feasibility of Wi-Fi and 5Gtechnologies in the unlicensed 60 GHz band for humanitarianassistance and disaster relief (HA/DR) operations. Building awireless communications system in the 60 GHz band can benefitHA/DR activities for two reasons: (i) no license is needed; (ii) awide bandwidth is available. Our simulation results show thatboth of Wi-Fi and 5G can achieve data rates exceeding therequirements for most of the HA/DR missions, which proves thefeasibility of the two wireless technologies for operation of high-data-rate HA/DR activities such as real-time video streaming.

Index Terms—HA/DR, emergency communications, 60 GHz,unlicensed band, 5G, Wi-Fi

I. INTRODUCTION

For public safety, it is critical to have an option to provideand keep up communications amid and after a calamity orcrisis [1]. In the case of an emergency or natural catastrophe,the telecommunications structure are likely to be damaged.Thus, wireless communications for humanitarian assistanceand disaster relief (HA/DR) activities may become non-available, which may be significant threats to the society’ssafety. Further, for modern disaster management, higher datarates are required: examples include from video streamingfor live footage and on-time response to disaster sheltersexperiencing instantaneous burst in bandwidth demand whileaccommodating large numbers of victims.

The 60 GHz band (57-71 GHz) has been attracting a largepublic interest ever since it was released by the Federal Com-munications Commission (FCC) in 2016 [2]. The key benefitsthat the emergency communications can take from using the60 GHz spectrum are two-fold: (i) it is an unlicensed bandin which any wireless system is allowed to operate withouta license granted by the FCC; (ii) its historic abundance inthe bandwidth of 14 GHz enables a myriad of high-data-rateapplications for emergency communications.

The key challenge in establishing emergency communica-tions systems in the 60 GHz band is interference amongdissimilar wireless systems. Notice that any wireless systemcan operate without license in this unlicensed band. In fact,the Wireless Fidelity (Wi-Fi) and the 5th Generation Wireless(5G), the two most proliferating wireless technologies, alreadyrolled out earlier versions of unlicensed systems operating at60 GHz.

In this context, this paper investigates the feasibilities of5G and Wi-Fi in the 60 GHz band for HA/DR applications.Specifically, it studies the data rates achieved by 5G and Wi-Fi

M. F. Kabir and S. Kim are with the Department of Electrical and ComputerEngineering, Georgia Southern University in Statesboro, GA, USA. Thecorresponding author is S. Kim: contact at [email protected].

under coexistence with each other. From extension of a recentwork [3], we focus on finding the exact number of accesspoints (APs) at which a sufficient data rate is achieved forHA/DR activities.

II. RELATED WORK

Initial work had discussed the significance of the 60 GHzband and key research challenges [4][5]. Ever since theearliest discussions, identification of technologies and issuesfor deploying next-generation short-range wireless networksstill remains as an open problem mainly due to the inter-technology interference issues. So far, the consensus has beenfocusing on three technologies: Wi-Fi, cellular (e.g., 5G), andlicensed assisted access (LAA) such as Long-Term EvolutionUnlicensed (LTE-U).

As such, one needs to precisely characterize the coex-istence and interoperability among the dissimilar wirelesstechnologies. Nevertheless, only few prior studies focusedon addressing the coexistence issue. Therefore, this paperidentifies related research on cross layer has also been con-ducted in order to further optimize the 60-GHz communicationsystems. Different from interference analysis in conventionallow-frequency networks, interference in mmW bands is mainlycaused by concurrent directional communications links. It isfound that multi-hop MAC protocol based on these modelsis effective to maintain high network utilization with lowoverhead [6].

Also, other prior work studied coexistence of Wi-Fi andcellular in lower-frequency bands. The coexistence of LAA-LTE and Wi-Fi in indoor environments was studied [7]. Thisexperimental study performed implementation of LAA-LTEand Wi-Fi. The findings are the facts that (i) a small bandwidthof LAA-LTE(1.4/3/5/10MHz) causes a greater impact on theWi-Fi performance, and (ii) LAA-LTE signals with LAA-LTEcan trigger channel busy indication of CS/CCA in Wi-Fi. How-ever, the paper did not provide thorough technical rationalebehind the findings. Another relevant study focused on thecoexistence between Wi-Fi and small-cell LTE [8]. A novelnetwork architecture for LTE/LTE-A small cells was proposedto exploit the unlicensed spectrum already used by Wi-Fisystems. The interference avoidance scheme was presentedto mitigate the interference between Wi-Fi and LTE/LTE-Asystems when both operating in the same unlicensed spectrum.

More technical approaches on inter-technology coexistencewere presented [9]-[10][11]. A spatio-temporal analysis onthe military radar-Wi-Fi coexistence in 3.5 GHz band wasstudied [9]. Exploiting the fact that a military radar “rotates”in a fixed revolution rate, the Wi-Fi was proposed to transmitwhile a radar beam faces to the other directions. The studymeasured (i) how much performance a Wi-Fi achieves and

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Wi-Fi Wi-Fi

Scenario 1: Wi-Fi only

5G 5G

Scenario 2: 5G only Scenario 3: 5G-Wi-Fi coexistence

5G Wi-Fi

Fig. 1. Operation scenarios of 5G and Wi-Fi in the 60 GHz

(ii) how much interference leaks into the radar. In the same3.5 GHz band, another study assumed Long-Term Evolution(LTE) as the secondary system [10]. The cellular technologybased on orthogonal frequency-division multiplexing (OFDM)adopted a larger inter-subcarrier spacing to overcome thepulsed interference from a coexisting radar. Based on theassumption that the 3.5-GHz coexistence requires a spectrumaccess system (SAS), another relevant study analyzed theimpact of “imperfect sensing” performed at a SAS on theperformance of coexistence [11].

Distinguished from the prior work, this paper presents thefollowing contributions:

1) It addresses inter-technology coexistence in the 60 GHzband. The unique communications characteristics ne-cessitates thorough study on the coexisting wirelesssystems–i.e., Wi-Fi and 5G. This paper focuses onmodeling the data rates achieved by Wi-Fi and 5G ina number of possible scenarios.

2) It focuses on the applicability of communications in the60 GHz to HA/DR operations.

III. SPECIFIC TECHNICAL CHALLENGES

The Wireless Broadband Alliance (WBA) is one of the orga-nizations that are the most actively leading the discussions onthe Wi-Fi-cellular coexistence [12]. The organization identifiedgaps regarding the coexistence of technologies, convergenceof services, and certification and operator guidelines. As5G and Wi-Fi continue to shape and be shaped by eachother, WBA stakeholders will need to fast-track solutions foritems including seamless authentication; aggregated access;multi-access edge computing (MEC)-enabled service delivery;extreme real-time communications; network slicing; high-speed transport use cases; roaming for non-3GPP subscriptionidentifiers, and keying hierarchies–all of which are exploredin more detail within the white paper.

Solving for these issues will enable a range of new usecases, going beyond the consumer applications of the pastinto new verticals like vehicle-to-vehicle (V2V) and vehicle-to-everything (V2X), smart factories, high-density cities, andpublic safety solutions. In a world where everything is smartand connected, 5G will enable consumers, businesses, munici-palities, and industries to unlock the power of internet of things(IoT).

Much work remains to be done. This paper identifies keytechnical challenges in achieving coexistence and interoper-ability of Wi-Fi and 5G in the 60 GHz band. First, deployment-related challenges can be listed as

● There is a need for recommendations to ensure that Wi-Fi selection does not produce a bad user experience e.g.hanging on to slow/distant service set identifiers (SSIDs)for too long or moving to an AP that is congested or haspoor Quality of Service metrics. This is particularly thecase if auto-network selection is used in implementationswhich makes it hard for the end-user to override badbehavior.

● Efficient prioritization of SSID selection in a multi-service environment is important for monetization strate-gies; however, current deployments are not achieving this.

● In current set of devices, the entity responsible for “bestconnected user experience” is split between user equip-ment (UE) manufacturer, service provider and end-user.The policy elements need to reflect this split and work inconjunction with all these components.

● There are no access network discovery and selectionfunction (ANDSF) deployments as the network elementssupporting current ANDSF standards are not available,nor is there any support for ANDSF policies in any ofthe commercial or popular operating systems (OSs) orclient platforms.

The identification of challenges goes on to application-related considerations:

● There is no interoperability among ANDSF / Hotspot(HS) 2.0 vendors; roaming / visiting policy is not welldefined in ANDSF; and deployment by operators owningboth cellular and Wi-Fi networks is rare.

● The industry knowledge base does not have a commonunderstanding of the aims, methods and ways of imple-mentation of different policy components.

● Provide the best user experience given the available airlinks and conditions. However, the user needs to havethe final say in influencing selection, as their “best” userexperience may involve an inferior connection over a lesscostly access network (User preferred connections).

● Order of connection preference should be HS 2.0, then802.1X, then Open (assuming all are ‘public’ and not‘remembered’).

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● Maintain stable connections (e.g. multipath transmissioncontrol protocol (MP-TCP), LTE, Wi-Fi and seamlesshand-over).

● Prevent Ping-Pong hand-over (e.g. LTE - Wi-Fi han-dover).

Summarizing and taking a systematic point of view, the keytechnical challenges in achieving the coexistence between Wi-Fi and 5G can be summarized as follows:

● Both coexisting systems have complicated traffic patterns;● Both coexisting systems are mobile;● Both coexisting systems require very high data rates–i.e.,

higher than several Gbps

IV. COEXISTENCE ANALYSIS

For analysis, this paper assumes three representative coex-istence scenarios between Wi-Fi and 5G in the 60 GHz bandas illustrated in Fig. 1:

● Scenario 1: Wi-Fi only● Scenario 2: 5G only● Scenario 3: 5G and Wi-Fi coexisting

A. Small-Scale EnvironmentConsider a network that is built by two pairs of transmitters

(Tx’s) and receivers (Rx’s). In each system of Wi-Fi and 5G,every Tx is assumed to serve only one Rx. Fig. 1 illustratesthree coexistence scenarios that represent operations of 5G andWi-Fi technologies in the 60 GHz band.

In Scenario 1, the data rate achieved from a Wi-Fi AP toits Rx can be written as

RW = αBW log(1 + SNRW ) (1)

where α indicates the portion of an active transaction time.Also, BW gives the bandwidth that a Wi-Fi system utilizes,and SNRW is the signal to noise on the recipient in this sub-case. Note that log is with base of 2.

Scenario 2 is composed of the two pairs of transceivers are5G. The data rate can be calculated as

R5G = B5G log(1 + SINRl-to-u)+ αρB5G log(1 + SNR5G) (2)

where SINRl-to-u is the 5G NR-U receiver’s signal to in-terference plus noise ratio; the interference comes from the‘licensed’ segment of the 5G system. In contrast, SNRuregards the noise generated in the ‘unlicensed’ link of a 5Gsystem. B5G indicates the bandwidth of a 5G link.

Scenario 3 represents the inter-system coexistence betweenWi-Fi and 5G. The data rate achieved by Wi-Fi can be writtenas

R′W = αBW log(1 + SNRW )

+ (1 − α)BW log(1 + SINR5Gu-to-W) (3)

where SINR5Gu-to-W consists of interference generated by the5G unlicensed Tx. Also, the data rate of 5G can be obtainedas

R′5G = B5G log(1 + SNR5G)

+ (1 − α)B5G log(1 + SINRl-to-u). (4)

TABLE ISIMULATION PARAMETERS

Parameters ValuesTime fraction (α) [0,1]Path loss model Free-space path loss [14]

Bandwidth 2.16 GHz (single channel)Tx/Rx intensity (λW , λ5G) 10−4 m−2

Area of experiment 100 m2

Tx power on 5G AP 27 dBmTx power on Wi-Fi AP 27 dBm

Noise figure, NF 1.5 dB

B. Large-Scale Environment

Now, we extend our analysis to a scenario with a largernumber of nodes. For each system of Wi-Fi and 5G, the nodesare dropped following Poisson point process (PPP) followingthe intensities of λW and λ5G, respectively. For a PPP, theprobability that N nodes exist in an area A given an intensityλ is written as [13]

P (N ∣λ) =(λ∣A∣)N

N !e−λ∣A∣, N = 0,1,2, ...,∞ (5)

where ∣A∣ denotes the area of A.Based on Eq. (5), the data rates achieved by Wi-Fi and

5G without coexistence in Scenarios 1 and 2, respectively, aregiven by

RW =1

f(N)BW log(1 + SNRW ) (6)

R5G =N

f(N)B5G log(1 + SINRl-to-u)

+ 1

f(N)B5G log(1 + SNR5G) (7)

where f(N) is a component of transmitters density whichshows the number of transmitters N .

The data rates achieved in Wi-Fi and 5G with interferencefrom each other are given by

R′W =

2

f(N)BW log(1 + SNRW )

+ 2

f(N)BW log(1 + SINR5Gu-to-W) (8)

R′5G =

N

2f(N)B5G log(1 + SNR5G)

+ 1

f(N)B5G log(1 + SINRl-to-u). (9)

V. RESULTS AND DISCUSSION

MATLAB simulations are performed in order for evaluationof the data rates formulated in Section IV. The key parametersare summarized in Table I.

A. Data Rate according to Time Fraction

Fig. 2 shows downlink data rates achieved in the networksettings shown in Fig. 1. Recall that α denotes a fraction of the

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0 0.2 0.4 0.6 0.8 1Time fraction,

0

0.5

1

1.5

2

2.5

Dow

nlin

k da

ta r

ate

(bps

)

1010 Wi-Fi onlyWi-Fi under coexistence5G Only5G under coexistence

Fig. 2. Downlink data rate according to the time fraction, α

0 5 10 15 20 25

Number of APs

109

1010

1011

Dow

nlin

k da

ta r

ate

(bps

)

Wi-Fi onlyWi-Fi under coexistence5G only5G under coexistence

Fig. 3. Download data rate according to the node density

time taken for a Tx-Rx pair of a wireless system–viz., eitherWi-Fi or 5G. The key observations are as follows:

● For both Wi-Fi and 5G, without coexistence considered,a larger time fraction leads to a higher data rate. Theincrease is slower in 5G due to the internal interferencefrom the ‘licensed’ segment of the system.

● In contrast, when coexistence is considered, the data rateis decreased with a larger value of time fraction. Therationale is as follows. A larger value of time fractionimplies a longer occupancy of a certain Tx-Rx pair, whichin turn acts as a greater interference to the other Tx-Rx

pair. Therefore, the system-level downlink data rate isdecreased due to such a higher interference caused by alarger α.

B. Data Rate according to Node Density

Fig. 3 demonstrates downlink data rates obtained accordingto the number of APs. The following observations are found:

● Wi-Fi achieves higher data rates than 5G since 5G un-dergoes the internal interference between unlicensed andlicensed segments.

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● Coexistence with the other technology (between Wi-Fiand 5G) degrades the data rates.

● A larger number of APs lowers the data rates by increas-ing the level of bandwidth contention.

Notice that the key technical challenge in coordination ofcoexistence between 5G and Wi-Fi is the dissimilarity in being“synchronous.” Specifically, the performance degradation dueto interference can be far more severe in Wi-Fi than 5G, be-cause a Wi-Fi system is asynchronous. Assuming a distributedcoordination function (DCF), a Wi-Fi station (STA) needs tohold transmission of a packet until the channel becomes idle.Even after having the channel idle, the STA needs to hold forits assigned backoff time before transmission. The problem isthat during such a relatively long hold time, a 5G Tx couldstart another transmission, which will make the channel busyagain. As such, as an asynchronous system, the Wi-Fi keepsa handicap over the 5G. We suggest this as a direction ofmodifying the Wi-Fi to better fit to coexistence with the 5G.

C. Insights on HA/DR Applications

As mentioned earlier in Section I, the data rate acts asthe key performance indicator in delivering mission-criticalinformation and data during a HA/DR activity. For example,a rescue of victims isolated in a disaster area would requirea certain level of data rate to support real-time duplex videocommunications. For emergency communications applied insuch HA/DR scenarios, one expects high reliability, highavailability, and low latency. For the three performance re-quirements, it is known that a minimum data rate of 10 Mbpsfor both uplink and downlink is needed [9][10].

Figs. 2 and 3 suggest that despite the coexistence witheach other, both Wi-Fi and 5G technologies are capable ofachieving higher data rates than the aforementioned requireddata rate. It implies that both technologies are feasible forHA/DR missions.

VI. CONCLUSION AND FUTURE WORK

This paper investigated the feasibility of Wi-Fi and 5Gtechnologies at 60 GHz for HA/DR applications. Establish-ment of an emergency communications system in the 60 GHzspectrum can bring a huge benefit in stable management ofHA/DR activities for two reasons: (i) no license nor paidsubscription is needed, which enables higher availability; (ii) avery large bandwidth is available, which significantly increasesthe reliability and reduces latency. Our simulation results showthat both of Wi-Fi and 5G can achieve data rates ranging froma few to tens of Gbps, which exceed the requirements for mostof the HA/DR missions. As such, it proves that both wirelesstechnologies at 60 GHz have a potential to fulfill high-data-rate HA/DR missions such as real-time video streaming.

As future work, we seek to make the system model morerealistic. It will figure out an exact amount of degradationin the data rate, which will consequently suggest practicalHA/DR deployment scenarios.

REFERENCES

[1] FEMA, “Disaster emergency communications,” [Online]. Available:https://www.fema.gov/disaster-emergency-communications, Apr. 2018,Accessed on: May 13, 2019.

[2] FCC, “Report and order and further notice of proposed rulemaking,”FCC-16-89A1, Jul. 2016.

[3] X. Lu, M. Lema, T. Mahmoodi, and M. Dohler, “Downlink data rateanalysis of 5G-U (5G on unlicensed band): coexistence for 3GPP 5Gand IEEE 802.11ad WiGig,” in Proc. European Wireless Conf., 2017.

[4] L. Lily Yang, “60GHz: opportunity for gigabit WPAN and WLANconvergence,” in Proc. ACM SIGCOMM 2006.

[5] C. Park and T. S. Rappaport, “Short-range wireless communications fornext-generation networks: UWB, 60 GHz millimeter-wave WPAN, andZigBee,” IEEE Wireless Commun., Aug. 2007.

[6] S. Singh, F. Ziliotto, U. Madhow, E. Belding, and M. Rodwell,“Blockage and directivity in 60 GHz wireless personal area networks:from cross-layer model to multihop MAC design,” IEEE J. Sel. AreasCommun., vol. 27, no. 8, 2009.

[7] Y. Jian, C.-F. Shih, B. Krishnaswamy, and R. Sivakumar, “Coexistenceof Wi-Fi and LAA-LTE: experimental evaluation, analysis and insights,”in Proc. IEEE ICC 2015.

[8] H. Zhang, X. Chu, W. Guo, and S. Wang, “Coexistence of Wi-Fi andheterogeneous small cell networks sharing unlicensed spectrum,” IEEECommun. Mag., Mar. 2015.

[9] S. Kim and C. Dietrich, “Coexistence of outdoor Wi-Fi and radar at 3.5GHz,” IEEE Wireless Commun. Lett., vol. 6, iss. 4, Aug. 2017.

[10] S. Kim, J. Choi, and C. Dietrich, “PSUN: an OFDM - pulsed radarcoexistence technique with application to 3.5 GHz LTE,” HindawiMobile Inform. Syst. J., Jul., 2016.

[11] S. Kim, J. Choi, and C. Dietrich, ”Coexistence between OFDM andpulsed radars in the 3.5 GHz band with imperfect sensing,” in Proc.IEEE Wireless Communications and Networking Conference (WCNC)2016.

[12] Wireless Broadband Alliance (WBA), “Convergence of cellular and nextgen Wi-Fi networks ANDSF and HS 2.0 policies,” Policy Networking,Apr. 2017.

[13] M. Haenggi, “On distances in uniformly random networks,” IEEE Trans.Inf. Theory, vol. 51, no. 10, Oct. 2005.

[14] S. Kim, E. Visotsky, P. Moorut, K. Bechta, A. Ghosh, and C. Dietrich,“Coexistence of 5G with the incumbents in the 28 and 70 GHz bands,”IEEE J. Sel. Areas Commun., vol. 35, iss. 8, Aug. 2017.

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