3.1. Impacts of Mineral Nitrogen (N) Fertilization Levels on Weeds and Peanut Traits
The results in
Table 4 display that N levels have significant (
p ≤ 0.01) variations for dry weight of all weed groups (i.e., narrow-leaved, broad-leaved, and total annual weeds). The highest N level (N3 = 144 kg N ha
−1) outperformed the other two levels (N1 = 48 kg N ha
−1 and N2 = 96 kg N ha
−1). It increased the dry weight of the three weed groups by 30.94% and 17.66%, 43.1% and 19.50%, and 40.24% and 19.06% in the 2018 season, compared to N1 and N2, respectively, and by 33.01% and 21.92%, 51.22% and 14.33%, and 46.24% and 16.12% in the 2019 season compared to N1 and N2, respectively.
The results in
Table 5,
Table 6,
Table 7 and
Table 8 and
Tables S1–S3 also display that N levels have significant (
p ≤ 0.01) variations for pod and seed numbers plant
−1, pod and seed weight plant
−1, 100-pod and 100-seed weights, seed oil and protein contents, total yields of pods and seeds, N use efficiency (NUE; kg seeds kg
−1 N), total straw, and oil and protein yields of peanut in the 2018 and 2019 seasons. Significant variation of shelling percentage and seed harvest index was not detected in both seasons. The N3 outperformed the N1 and N2. It increased pods number and weight plant
−1, and seeds number and weight plant
−1 by 33.14% and 15.79%, 34.82% and 19.03%, 32.41% and 15.80%, and 39.09% and 21.78% in the first season, and by 30.29% and 14.68%, 34.91% and 16.73%, 29.59% and 13.14%, and 41.45% and 20.48% in the second season compared to N1 and N2, respectively. N3 also increased the weight of 100 pods, total pods yield, and seed protein content by 21.31%, 47.06%, and 10.19%, and by 23.81%, 48.08%, and 10.26% in both seasons, respectively, compared to N1. It also increased the weight of 100 seeds by 41.71% and by 47.46% in the 2018 and 2019 seasons, respectively, compared to N2. Additionally, N3 increased total yields of seeds, straw, oil, and protein by 55.71% and 21.11%, 61.30% and 24.95%, 52.17% and 20.69%, and 69.70% and 27.27% in the 2018 season, and by 52.74% and 19.89%, 59.86% and 23.49%, 47.95% and 18.68%, and 70.59% and 26.09% in the 2019 season compared to N1 and N2, respectively. On the contrary, N3 decreased NUE and seed oil content by 48.31% and 19.70%, and 0.86% and 0.21% in the first season, and by 49.14% and 20.24%, and 3.01% and 1.18% in the second season compared to N1 and N2, respectively.
3.2. Impacts of Time (Early and Late) Weed Removal on Weeds and Peanut Traits
The data listed in
Table 4,
Table 8, and
Tables S1–S3 display that the dry weight of the three weed groups (i.e., narrow-leaved, broad-leaved, and total annual weeds), shelling percentage, and seed harvest index were significantly (
p ≤ 0.01) increased with increasing the period of weeds interference (W
12 = weedy for the whole season or late weed removal interval) in both seasons at different N levels. The maximum values of the dry narrow-leaved weeds (380.85 and 424.59 g m
−2), dry broad-leaved weeds (1593.63 and 1715.87 g m
−2), dry total annual weeds (1974.48 and 2140.47 g m
−2), shelling (86.02% and 88.15%), and seed harvest index (0.27 and 0.28) were obtained by increasing the interference intervals because of the late time weed removal in both seasons, respectively. At different mineral N levels, pods and seeds numbers plant
−1, pods and seeds weights plant
−1, 100-pod and 100-seed weights plant
−1, seed oil and protein contents, and NUE, as well as peanut pods, seeds, straw, and protein yields decreased with increasing the period of weeds interference.
In the 2018 and 2019 seasons, the continuation of weed control (weed removal) for the whole season (W6) increased the number of seeds plant−1 by 280.0% and 289.2%, weight of pods by 178.2% and 196.1%, number of seeds plant−1 by 280.0% and 298.7%, weight of seeds by 226.1% and 240.4%, weight of 100 pods by 175.0% and 185.7%, weight of 100 seeds by 419.7% and 430.8%, NUE by 203.6% and 205.3%, seed oil content by 1.80 and 2.31%, seed protein content by 2.75% and 2.87%, total pods yield by 318.7% and 325.2%, total seed yield by 195.7% and 203.2%, total straw yield by 285.5% and 295.6%, total oil yield by 200.0% and 208.7%, and total protein yield by 200.0 and 213.04%, respectively, compared to weedy for the whole season (W12).
As depicted in
Table 4 and
Table S1, the dry weight of annual weeds was determined at the end of the different weed competition periods. The dry weight of weeds increased with an increase in the extent of weed interference interval up to 10 WAE (W
11 = weedy until 10 WAE) in both seasons. On the contrary, weed dry weight was decreased with an increase in the interval of weed-free period. Peanut pods, seed, oil, and protein yields were significantly (
p ≤ 0.01) influenced by weed interference period under all N levels in both seasons. As shown in
Table 5,
Table 6,
Table 7 and
Table 8 and
Tables S1–S3, the increase in the extent of weed interference interval caused a decrease in the peanut yield and its components under all N levels. The number and weight of pods and seeds per plant, and weight of 100 pods and 100 seeds were increased with an increase in the range of weed-free throughout the season (W
6 = weed-free for the whole season), while decreased with an increase in the extent of weedy for whole season (W
12). In general, maintaining a weed-free period beyond 10 WAE (W
5 = weed-free until 10 WAE) until weed-free for the whole season did not bring about any enhancement in the yield of pods, seed, oil, and protein, and yield components such as number of seeds, weight of pods, weight of 100 pods, seed protein content, and N use efficiency as depicted in
Table 5,
Table 6,
Table 7 and
Table 8. In contrast, the yield of pods, seed, oil, and protein was significantly (
p ≤ 0.01) decreased with the increased extent of weed interference period up to 10 WAE.
The data were determined using the relative peanut yield as a percentage of weed-free for the whole season. An acceptable peanut yield loss threshold of 5% was used to evaluate CWFP and CTWR, and subsequently to calculate CPWC. An acceptable peanut yield damage was used to foretell the onset and end of CPWC and usually calculated from 2% to 5% [
26]. CPWC initiation was evaluated using CTWR, and the end of CPWC was evaluated using CWFP [
16]. Thus, CPWC is the time duration during which weed control is fundamental to avoid losing the peanut yield and is the duration between the extent of weed competition bearing and the weed-free needed. The CWFP, which is considered to be the time interval in which the peanut crop must stay weed-free from the start of the season to avert a yield loss of 5%, was 1400 and 1380 GDDs, which is roughly equivalent to 9.5 and 10 WAE in both seasons, respectively, as depicted in
Figure 1. The CTWR, which is defined as the highest value of time the crop can bear with early-season weed competition before the peanut crop suffers an irreversible loss of production, was 221.5 and 189 GDDs, which is roughly equivalent to 2 and 2 WAE in both seasons, respectively, which were computed in this study according to the data displays in
Figure 1. The CPWC was evaluated based on acceptable yield loss levels (AYLs) of 5% and 10%, which are acceptable given the current economics of weed control [
21]. With a yield loss of 10%, the CWFP was 1250 and 1200 GDDs, which is roughly equivalent to 9 and 9.5 WAE in both seasons, respectively, as depicted in
Figure 1. The CTWR was 350 and 300 GDDs, corresponding to 3.5 and 3.0 WAE approximately in both seasons, respectively, computed in this study according to the data presented in
Figure 1.
Integration of the CTWR of 221.4 and 189 GDDs, corresponding to 2 and 2 WAE approximately in the 2018 and 2019 seasons, respectively, with the CWFP of 1400 and 1380 GDDs, corresponding to 9.5 and 10 WAE approximately in both seasons, respectively, resulted in a CPWC of 2 to 9.5 and 2 to 10 WAE in both seasons, respectively, for peanut crop (
Figure 1) at 5% acceptable yield loss. Meanwhile, integration of the CTWR of 350 and 300 GDDs, corresponding to 3.5 and 3 WAE approximately in both seasons, respectively, with the CWFP of 1250 and 1200 GDDs, corresponding to 9 and 9.5 WAE approximately in both seasons, respectively, resulted in a CPWC of 3.5 to 9 and 3 to 9.5 WAE in both seasons, respectively, at 10% AYL.
The CPWC recorded from 2 to 9.5 and from 2 to 10 WAE in both seasons, respectively, at 5% an acceptable peanut yield loss, while it recorded from 3.5 to 9 and from 3 to 9.5 WAE in both seasons, respectively, at 10% an acceptable peanut yield loss, demonstrating the significance of whole-season weed control to avert damage to the peanut yield due to weed interference.
3.3. Impacts of the Interaction between Mineral Nitrogen (N) Fertilizer Levels and Time (Early and Late) Weed Removal on Weeds and Peanut Traits
The data in
Tables S1–S3 show that the interaction of different levels of N fertilizer and early and late weed removal time (W) significantly (
p ≤ 0.01) affected the dry weight of all weed groups in the 2018 and 2019 seasons. The N x W interaction had a significant (
p ≤ 0.05) effect on the seed harvest index in the 2018 season. No significant variation was detected in dry narrow-leaved weeds, weight of 100 pods, seed protein content, and shelling percentage in both seasons, in addition to seed harvest index in the second season. The maximum values for dry broad-leaved weeds (1931.5 and 2091.5 g m
−2), dry total annual weeds (2339.5 and 2550.7 g m
−2), and seed harvest index (0.29) were obtained from 144 kg N ha
−1 (N
3) under the late weed removal time (W
12 = weed infestation for the whole season). On the other hand, the interaction of N × W significantly (
p ≤ 0.01) affected pods and seeds numbers plant
−1, pods and seeds weights plant
−1, weight of 100 seeds, seed oil content, NUE, and the yield of peanut pods, seeds, straw, and protein. The highest values for number of pods plant
−1 (33.67 and 35.33), number of seeds plant
−1 (60.60 and 65.30), weight of pods (45.98 and 48.39 g plant
−1), weight of seeds (41.07 and 43.90 g plant
−1), weight of 100 seeds (94.79 and 98.14 g plant
−1), pods yield (5.44 and 5.58 t ha
−1), seed yield (3.33 and 3.38 t ha
−1), straw yield (10.64 and 10.77 t ha
−1), oil yield (1.62 and 1.64 t ha
−1), and protein yield (0.88 and 0.89 t ha
−1) were obtained from N
3 under the early weed removal time (W
6 = weed-free for the whole season). On the contrary, the minimum values for the peanut traits mentioned above were recorded with the late weed removal period (W
12 = weed infestation for the whole season) at different levels of mineral N. Seed oil content (50.46% and 52.02%) and N use efficiency (44.50 and 46.17 kg seeds kg
−1 N) were obtained from 48 kg N ha
−1 (N
1) at the early weed removal time (W
6 = weed-free for the whole season).
3.4. The Stepwise Regression and Correlation Coefficients Analyses
The results in
Table 9 and
Table 10 reveal that the correlation and regression analysis between the oil yield (t ha
−1) and each of the independent variables such as pods and seeds weights plant
−1, seed oil content, total pods and seed yields, and dry total annual weeds were calculated to focus on the relationship of efficacious peanut traits of interest. A highly positive significant (
p ≤ 0.01) correlation was noted between oil yield and seed yield (
r = 0.999 ** and 0.999 **), as well as between the dependent variable and pod weight (
r = 0.944 ** and 0.948 **) and between oil yield and both seed weight (
r = 0.941 ** and 0.941 **) and pods yield (
r = 0.953 ** and 0.951 **). Furthermore, highly positive significant (
P ≤ 0.01) correlations (
r = 0.950 ** and 0.946 **,
r = 0.940 ** and 0.938 **, and
r = 0.943 ** and 0.944 **, respectively) were noted between seed yield and pods yield, seed weight, and pods weight in both seasons. On the other hand, highly negative significant (
p ≤ 0.01) correlations (
r = −0.725 ** and −0.729 **,
r = −0.723 ** and −0.711 **,
r = −0.710 ** and −0.701 **, and
r = −0.707 ** and −0.703 **, respectively) were observed between dry total annual weeds (g m
−2) and pods weight, seeds weight (g plant
−1), pods yield, and seeds yield (t ha
−1) in both seasons, respectively. The stepwise regression analysis in
Table 10 reveals the statistically highly significant participation of two traits (i.e., seed yield and oil content) in the first season and participation of three traits (i.e., seed yield, oil content, and seed weight) in the variations in oil yield.