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{"sheet":"Simulation assumption","index":0,"n_rows":28,"n_cols":5,"rows_kept":28,"cut":false,"hidden":false,"merged":[[0,0,0,1],[4,0,6,0]]}
["SLS simulation assumption",null,"Apple","Mediatek","vivo"]
["Parameter","Values"]
["Frequency Range","FR1 @4GHz with SCS 30KHz"]
["Deployment","\n2-tier model with wrap-around (7 sites, 3 sectors/cells per site)\n"]
["Channel model","UMa with distance-dependent LoS probability function defined in Table 7.4.2-1 in TR 38.901.\nFast fading is necessary. \nOxygen absorption, Time-varying Doppler shift , Explicit ground reflection model and blockage are not considered."]
[null,"Whether LOSsoft is modeled or not","Yes","Yes","No"]
[null,"spatial consistency option (A or B)","A","A","A"]
["System BW","20MHz"]
["UE Speed","30km/h (baseline), 60km/h (optional), 90km/h (optional)\nOther values are not precluded",null," 60, 120 km/hr"," 60, 90, 120 km/h"]
["UE distribution","100% outdoor"]
["BS Antenna Configuration"," Companies need to report which option(s) are used between\n- 32 ports: (8,8,2,1,1,2,8), (dH,dV) = (0.5, 0.8)λ\n- 16 ports: (8,4,2,1,1,2,4), (dH,dV) = (0.5, 0.8)λ\nOther configurations are not precluded."]
["BS Antenna radiation pattern","3-sector antenna radiation pattern, 8 dBi"]
["UE Antenna Configuration","4RX: (1,2,2,1,1,1,2), (dH,dV) = (0.5, 0.5)λ for (rank 1-4)\n2RX: (1,1,2,1,1,1,1), (dH,dV) = (0.5, 0.5)λ for (rank 1,2)\nOther configuration is not precluded.","2RX"]
["UE Antenna radiation pattern","Omni-direction"]
["BS Tx Power","44dBm"]
["Maximum UE Tx Power","23 dBm"]
["BS receiver Noise Figure","5 dB"]
["UE receiver Noise Figure","9 dB"]
["Inter site distance","500m ISD for FR1"]
["BS Antenna height","25m"]
["UE Antenna height","1.5 m"]
["UE trajectory model","Option #1, Option #2, or option #3\nReported by companies","Option1","Option1","Option1"]
["UE trajectory boundary processing","Option #1, Option #2, or option #3 \nReported by companies","Option3","Option2","Option2"]
["L1/L3 filtering","Option #Sliding, Option #Non-sliding\nReported by companies","Option2","both","Option1"]
["Measurement period","200ms"]
["FilterCoefficient",4]
["Number of Tx beams","Reported by companies",1,32,"32 Tx beams"]
["Number of Rx beams","Reported by companies",1,4,"4 Rx beams per panel"]

{"sheet":"KPIs","index":1,"n_rows":11,"n_cols":4,"rows_kept":11,"cut":false,"hidden":false,"merged":[]}
["Intermediate KPIs","Description/Definition","Mediatek","vivo"]
["Average L3 cell RSRP difference (dB)","Average L3 RSRP difference between the predicted and actual L3 cell-level measurement result for each individual point within the PW, and then averaged across all the points in the PW. "]
["Last predicted point L3 cell RSRP difference (dB)","Average L3 RSRP difference between predicted and ideal L3 cell-level measurement result for the last point in PW."]
["Multiple predicted point L3 cell RSRP differences (dB)","Average L3 RSRP difference between predicted and ideal L3 cell-level measurement result for each individul point in PW. Multiple values are provided if there are multiple points within the PW."]
["L3 beam RSRP difference(dB)","Average L3 beam-level RSRP difference between predicted and ideal L3 beam-level measurement result for all points in PW."]
["F1 score","2*Precision*Recall/(Precision + Recall)"]
["Precision","n3/(n1+n3)"]
["Recall","n3/(n2+n3)"]
["n1 (false event detection)","it increases by 1 when no real event occurs around a predicted event with ETD, whose range is [0, maximum ETD]"]
["n2 (missed event detection)","it increases by 1 when no event is predicted around a real event with ETD, whose range is [0, maximum ETD]"]
["n3 (true event prediction)","it increases by 1 when a real event occurs around a predicted event with ETD, whose range is [0, maximum ETD] or vice versa"]

{"sheet":"Results","index":2,"n_rows":23,"n_cols":38,"rows_kept":23,"cut":false,"hidden":false,"merged":[[0,32,0,34],[0,35,0,37],[0,0,0,2],[0,3,0,8],[0,9,0,16],[0,17,0,25],[0,26,0,28],[0,29,0,31]]}
["General",null,null,"Variable Settings",null,null,null,null,null,"Configurable/Selectable Simulation Assumption",null,null,null,null,null,null,null,"Model Related Information",null,null,null,null,null,null,null,null,"Intermediate Performance Metrics",null,null,"SLS Performance Metrics (Baseline)",null,null,"SLS Performance Metrics (HO Option 1)",null,null,"SLS Performance Metrics(HO Option 2)"]
["Company","Sub-use case","Other factors","Observation window(ms)","Prediction window(ms)","A3 event offset \n(dB)","TTT\n(ms)","max ETD\n(ms)","UE speed\n(km/h)","Spatial consistency","Whether LOSsoft is modeled or not","UE trajectory model","UE trajectory boundary processing","L1/L3 filtering\n(Sliding/Non-sliding)","Use earlier predicted results used as inputs","Number of Tx beams","Number of Rx beams","Model input","Model output/label","Model type","Detail of model","Model complexity\nin a number of model parameters (K)","Model complexity\nin a number of model size (KBytes)","Computational complexity [FLOPs]\n(M)","Training data size in number of samples (K)","Testing data size in number of samples (K)","F1 score","Precision ","Recall","HO failure rate\n(%)","Total number of HOF per UE per second","Total number of HO attempts per UE per second","HO failure rate\n(%)","Total number of HOF per UE per second","Total number of HO attempts per UE per second","HO failure rate\n(%)","Total number of HOF per UE per second","Total number of HO attempts per UE per second"]
["Name","1/2/3","Additional consideration (e.g. Cell/Cluster-based)","XX","XX","XX","XX","XX","XX","A/B","YES/NO","1/2/3","1/2/3","Sliding/Non-sliding","YES/NO","XX","XX","Number of cell(s),\nMesurement quantity (L1 beam-level, L1-filterd beam-level, L3 cell-level, L3 beam-level measurement results)","Number of cell(s),\nMeasurement quantity (L1 beam-level, L1-filterd beam-level, L3 cell-level, L3 beam-level measurement results)","AI/Non-AI: Method (e.g. RNN,CNN, Sample and hold, Decision tree)","e.g.,model structure and description","XX","XX","XX","XX","XX","XX","XX","XX","XX","XX","XX","XX","XX","XX","XX","XX","XX"]
["Mediatek",2,"Cluster-based","320",320,2,320,80,60,"A","YES",1,2,"Sliding ","NO",32,4,"21 cells, L3 cell-level RSRP","21 cells, L3 cell-level RSRP","AI: LSTM","2 layers of LSTM layer and 1 FNN layer",220.76,866,20.57,266,133,0.91700000000000004,0.84599999999999997,0.88,20.94,4.9799999999999997E-2,0.23799999999999999,null,null,null,11.4,3.2500000000000001E-2,0.28499999999999998]
["Mediatek",2,"Cluster-based","320",320,2,320,80,120,"A","YES",1,2,"Sliding ","NO",32,4,"21 cells, L3 cell-level RSRP","21 cells, L3 cell-level RSRP","AI: LSTM","2 layers of LSTM layer and 1 FNN layer",220.76,866,20.57,266,133,0.90200000000000002,0.83299999999999996,0.86599999999999999,23.4,6.2199999999999998E-2,0.26600000000000001,null,null,null,13.89,3.2800000000000003E-2,0.23599999999999999]
["Apple",2,"Cluster-based","800",200,2,320,"N/A",30,"A","YES","1",3,"Non-sliding","NO",1,1,"3 cells, L3 cell-level RSRP","direct","Logistic Regression","9 input samples","O(W*NumNeighbors)",120,"~60 FLOPs",140,35,0.92510000000000003,0.9214,0.92889999999999995]
["Apple",2,"Cluster-based","800",200,2,320,"N/A",30,"A","YES","1",3,"Non-sliding","NO",1,1,"3 cells, L3 cell-level RSRP","direct","XGB","9 input samples","O(t*2^d)",25,"~5k FLOPs",140,35,0.94259999999999999,0.90469999999999995,0.98370000000000002]
["Apple",2,"Cluster-based","800",200,2,320,"N/A",30,"A","YES","1",3,"Non-sliding","NO",1,1,"3 cells, L3 cell-level RSRP","direct","RandomForest","Num estimators (t= 100)","O(2^d)",25,"~16k FLOPs",140,35,0.94779999999999998,0.90410000000000001,0.99590000000000001]
["Apple",2,"Cluster-based","800",200,2,320,"N/A",30,"A","YES","1",3,"Non-sliding","NO",1,1,"3 cells, L3 cell-level RSRP","direct","MLP","Max depth, d = 5","O(W*h1+h1*h2+h2)",49,"~19k FLOPs",140,35,0.93359999999999999,0.91100000000000003,0.95730000000000004]
["Apple",2,"Cluster-based","800",200,2,320,"N/A",30,"A","YES","1",3,"Non-sliding","NO",1,1,"3 cells, L3 cell-level RSRP","direct","CNN","9 input samples","O((W × KernelSize × NumNeighbors)",3.5,"~5.5k FLOPs",140,35,0.90680000000000005,0.92410000000000003,0.89019999999999999]
["Apple",2,"Cluster-based","800",200,2,320,"N/A",30,"A","YES","1",3,"Non-sliding","NO",1,1,"3 cells, L3 cell-level RSRP","direct","Transformer","Num estimators ( t= 100)","O((W x NumHeads × NumNeighbors)",4.0999999999999996,"~1.7k FLOps",140,35,0.92469999999999997,0.89710000000000001,0.95389999999999997]
["vivo",2,"Cluster-based","400",320,"2","320","80",60,"A","NO",1,2,"Sliding ","NO",32,"4 per panel","2 cells (serving cell and target cell), L3 cell level","event happen probability","AI: random forest","n_estimators = 2\nmax_depth = 20",0.29399999999999998,5.1100000000000003,7.0000000000000001E-3,160,40,0.96299999999999997,0.93,0.998]
["vivo",2,"Cluster-based","400",320,"2","320","80",60,"A","NO",1,2,"Sliding ","NO",32,"4 per panel","2 cells(serving cell and target cell), L3 cell level","event happen probability","Non-AI: Sample and hold","Replace the\npredicted measurement with the last observation measurement",null,null,null,null,null,0.94699999999999995,0.9,1]
["vivo",2,"Cluster-based","400",320,"2","320","80",90,"A","NO",1,2,"Sliding ","NO",32,"4 per panel","2 cells(serving cell and target cell) , L3 cell level","event happen probability","AI: random forest","n_estimators = 2\nmax_depth = 20",0.29399999999999998,5.1100000000000003,7.0000000000000001E-3,160,40,0.94199999999999995,0.90600000000000003,0.98199999999999998]
["vivo",2,"Cluster-based","400",320,"2","320","80",90,"A","NO",1,2,"Sliding ","NO",32,"4 per panel","2 cells(serving cell and target cell) , L3 cell level","event happen probability","Non-AI: Sample and hold","Replace the\npredicted measurement with the last observation measurement",null,null,null,null,null,0.93,0.86899999999999999,1]
["vivo",2,"Cluster-based","400",320,"2","320","80",120,"A","NO",1,2,"Sliding ","NO",32,"4 per panel","2 cellls(serving cell and target cell), L3 cell level","event happen probability","AI: random forest","n_estimators = 2\nmax_depth = 20",0.29399999999999998,5.1100000000000003,7.0000000000000001E-3,160,40,0.95799999999999996,0.92400000000000004,0.99399999999999999]
["vivo",2,"Cluster-based","400",320,"2","320","80",120,"A","NO",1,2,"Sliding ","NO",32,"4 per panel","2 cellls(serving cell and target cell), L3 cell level","event happen probability","Non-AI: Sample and hold","Replace the\npredicted measurement with the last observation measurement",null,null,null,null,null,0.94,0.88600000000000001,1]
["Nokia","2","Cluster-based","N/A","N/A",2,320,"N/A","90","B","YES","Other","Other","Sliding/Non-sliding","NO",8,4,"Source and target cells L3 RSRP","direct","Baseline Algorithm","Baseline Algorithm"]
["Nokia","2","Cluster-based","2000","320",2,320,"N/A","90","B","YES","Other","Other","Sliding/Non-sliding","NO",8,4,"Source and target cells L3 RSRP","direct","Baseline Algorithm","Baseline Algorithm",null,null,null,null,null,0.85299999999999998,0.86899999999999999,0.83699999999999997]
["Nokia","2","Cluster-based","N/A","N/A",1,320,"N/A","90","B","YES","Other","Other","Sliding/Non-sliding","NO",8,4,"Source and target cells L3 RSRP","direct","Baseline Algorithm","Baseline Algorithm"]
["Nokia","2","Cluster-based","2000","320",1,320,"N/A","90","B","YES","Other","Other","Sliding/Non-sliding","NO",8,4,"Source and target cells L3 RSRP","direct","Baseline Algorithm","Baseline Algorithm",null,null,null,null,null,0.85299999999999998,0.86899999999999999,0.83699999999999997]
["Nokia","2","Cluster-based","N/A","N/A",3,320,"N/A","90","B","YES","Other","Other","Sliding/Non-sliding","NO",8,4,"Source and target cells L3 RSRP","direct","Baseline Algorithm","Baseline Algorithm"]
["Nokia","2","Cluster-based","2000","320",3,320,"N/A","90","B","YES","Other","Other","Sliding/Non-sliding","NO",8,4,"Source and target cells L3 RSRP","direct","Baseline Algorithm","Baseline Algorithm",null,null,null,null,null,0.85299999999999998,0.86899999999999999,0.83699999999999997]

{"sheet":"Figures","index":3,"n_rows":0,"n_cols":0,"rows_kept":0,"cut":false,"hidden":false,"merged":[]}